signaltender-mcp
Server Details
Official MCP server for SignalTender's B2B, GovCon & LegalTech microservices.
- Status
- Healthy
- Uptime
- 100.0% over 21 days
- Last Tested
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- Streamable HTTP · MCP 2025-11-25
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TDQS
Scored across 58 tools
Most tools target clearly distinct GovCon workflows, and descriptions explicitly point to alternative tools for adjacent tasks. Some overlap remains among compliance/security generators and proposal or clause-audit tools, but the boundaries are generally well documented.
Tool names consistently use snake_case with a clear verb_noun pattern (analyze_, audit_, generate_, match_, scan_, parse_, search_, get_, extract_, classify_, answer_). Although several names are unusually long and acronym-heavy, the naming convention is stable throughout.
With 58 tools, the server is far beyond a practical MCP tool surface and creates substantial cognitive overhead for selection. Even if each tool is specialized, the set should be consolidated or grouped into fewer higher-level operations.
The surface covers a very broad GovCon lifecycle: opportunity discovery, capture, proposal drafting, compliance audits, post-award protests, CPARS, REAs, terminations, and corporate structuring. Minor gaps exist around day-to-day contract administration, invoicing/closeout, and entity-registration workflows, but agents can work around them.
Available Tools
58 toolsanalyze_debriefing_bid_protestAnalyze GovCon Post-Award Debriefing, FAR 15.506 Q&A & GAO Bid-Protest ViabilityBRead-onlyIdempotentInspect
Analyze an Unsuccessful Offeror Notice, SSEB evaluation scorecard, RFP Section M criteria, and submitted proposal excerpts to generate strategic FAR 15.506 / DFARS 252.215-7016 Enhanced Debriefing follow-up questions, a 0-100 GAO Bid-Protest Viability Score, a Go/No-Go protest recommendation, CICA 31 U.S.C. 3553 automatic stay deadline calculations, a 4-C.F.R. Part 21 Protest Grounds Matrix (Unstated Evaluation Criteria, Disparate Treatment, Flawed Best-Value Tradeoff, Misleading Discussions), and an Executive Recompete/Corrective-Action Playbook. This is a read-only, stateless post-award diagnostic and debriefing analysis call that provides structured procurement intelligence rather than formal legal representation (requires X-RapidAPI-Key; unsuccessful_offeror_notice_and_debrief_text accepts 30 to 100,000 characters, rfp_section_m_and_submitted_proposal_excerpts accepts 30 to 100,000 characters, optional award_and_debrief_timeline_context anchors the 10-day GAO filing and 5-day CICA stay clock, and target_acquisition_regime calibrates rules across DoD DFARS Enhanced Debriefings, Civilian FAR Part 15, FAR 16.505 Task Orders >$10M/$35M, and FAR 8.405-2 GSA MAS). Use this tool after contract award notification when preparing for a FAR 15.506 post-award debriefing or evaluating GAO/COFC bid-protest grounds; use match_capability_statement instead for pre-bid Gate-1 Bid/No-Bid Pwin scoring, or analyze_rfp_amendment_diff for pre-award SF-30 solicitation amendments. Use this tool when evaluating an unsuccessful offeror notice or preparing FAR 15.506 enhanced debriefing questions and GAO/COFC bid-protest viability analyses; use generate_cpars_past_performance or generate_post_award_cpar_rebuttal instead for CPARS performance evaluations.
| Name | Required | Description | Default |
|---|---|---|---|
| analysis_mode | No | Perspective mode: 'unsuccessful_offeror_debrief_and_protest' (default, FAR 15.506 debrief questions + GAO protest merits audit), 'winning_awardee_intervention_defense' (defend contract award as Intervenor), or 'pre_award_competitive_range_exclusion' (FAR 15.505 exclusion challenge). | unsuccessful_offeror_debrief_and_protest |
| procurement_jurisdiction | No | Governing procurement protest forum and jurisdiction. | dod_dfars_215_506_enhanced |
| award_notice_or_debrief_text | Yes | Raw text from the Agency Unsuccessful Offeror Notice, Post-Award Debriefing letter/slides, Source Selection Decision Document (SSDD) excerpt, or competitor protest allegations. | |
| rfp_section_m_and_bidder_context | Yes | RFP Section L/M evaluation criteria, weighting hierarchy (Best-Value Tradeoff vs. LPTA), and summary of the bidder's submitted ratings, evaluated price, and proposal strengths/weaknesses. |
Output Schema
| Name | Required | Description |
|---|---|---|
| statutory_deadline_calendar | No | Strict FAR 15.505/15.506, DFARS 215.506-70, and CICA (31 U.S.C. 3553) automatic-stay deadline schedule. |
| recommended_executive_decision | No | Clear executive recommendation (e.g., 'PURSUE_ENHANCED_DEBRIEF_THEN_GAO_PROTEST', 'FILE_AGENCY_LEVEL_CORRECTIVE_ACTION_REQUEST', 'DO_NOT_PROTEST_PRESERVE_CUSTOMER_GOODWILL', or 'INTERVENE_AND_MOVE_TO_DISMISS'). |
| far_15_506_debriefing_questions | No | Strategic FAR 15.506 / DoD Enhanced Debriefing questions to submit to the Contracting Officer. |
| protest_grounds_or_defense_matrix | No | Detailed GAO/COFC protest grounds (or Awardee Intervenor defenses) mapped to FAR/GAO precedent. |
| protest_viability_or_defense_score | No | Overall 0-100 score measuring GAO/COFC protest sustain probability (or Awardee Defense strength when in winning_awardee_intervention_defense mode). |
| task_order_jurisdictional_bar_check | No | Audit of FASA task-order protest jurisdiction bars under FAR 16.505(a)(10) ($35M DoD / $10M Civilian threshold) or FAR 8.405-5 GSA Schedule rules. |
| ready_to_send_debrief_request_or_counsel_memo | No | Ready-to-send FAR 15.506 Enhanced Debriefing Request Letter & Questions (or Executive Bid-Protest / Intervenor Strategy Memo). |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so 'read-only, stateless' largely restates structured data. The genuinely additive disclosures are the X-RapidAPI-Key auth requirement, the 30-100,000 character input band, and the 'not formal legal representation' disclaimer. It omits rate limits, latency/cost expectations, and what happens when the supplied timeline context is absent from the CICA/GAO clock math.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two enormous run-on sentences pack in a dozen enumerated artifacts, mid-sentence parameter trivia, and an auth note, so the core purpose is not front-loaded. The closing sentence repeats the 'use this tool when' clause already stated a sentence earlier, giving zero new information. Substantial material could be cut without losing selection signal.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, return-value explanation is correctly omitted, and the description covers regimes, deadlines, perspectives, and sibling routing well. However, for a 4-parameter tool it leaves the parameter-to-schema mapping inconsistent, so an agent reading only the description could fail to supply the required `award_notice_or_debrief_text` and `rfp_section_m_and_bidder_context` arguments. The `winning_awardee_intervention_defense` and `pre_award_competitive_range_exclusion` modes are only visible via the schema, not developed in the prose.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so a baseline of 3 would apply, but the description actively conflicts with the schema: it names `unsuccessful_offeror_notice_and_debrief_text`, `rfp_section_m_and_submitted_proposal_excerpts`, and `target_acquisition_regime`, none of which exist in the schema (actual properties are `award_notice_or_debrief_text`, `rfp_section_m_and_bidder_context`, `procurement_jurisdiction`), and it says 30 characters where the schema enforces minLength 20. The only real semantic addition is that the optional timeline context anchors the 10-day GAO filing and 5-day CICA stay clocks, which the schema does not say.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb (analyze) plus the exact input artifacts and enumerates concrete outputs: FAR 15.506 debrief questions, a 0-100 GAO protest viability score, a Go/No-Go recommendation, CICA stay calculations, and a 4-part protest grounds matrix. It is unambiguously a post-award debrief/protest diagnostic and clearly distinct from pre-award siblings. It loses a point because the purpose statement is buried in two very long run-on sentences and because it references input artifacts by names that do not match the schema properties.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit usage window (after contract award notification, when preparing for a FAR 15.506 debrief or evaluating GAO/COFC grounds) and names three concrete alternatives with selecting conditions: `match_capability_statement` for pre-bid Gate-1 Pwin scoring, `analyze_rfp_amendment_diff` for pre-award SF-30 amendments, and `generate_cpars_past_performance`/`generate_post_award_cpar_rebuttal` for CPARS work. Nothing about tool selection is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
analyze_rfp_amendment_diffDiff SF-30 RFP Amendments & Q&A Logs Against Base SolicitationARead-onlyIdempotentInspect
Diff base RFP/SOW text against subsequent SF-30 Solicitation Amendments, SLED Addenda, and official Government Q&A logs to flag altered shall/must mandates, deadline extensions, page-limit revisions, CLIN pricing changes, de-facto Q&A requirements, and invalidated proposal sections with Shipley redraft language. This is a read-only, stateless change-impact analysis call (requires X-RapidAPI-Key; base_solicitation_text and amendment_or_qa_text accept up to 100,000 characters each, and providing optional current_proposal_outline enables targeted auditing of which specific drafted proposal volumes/pages are invalidated). Use this tool whenever an agency issues an SF-30 amendment, addendum, or Q&A response matrix after initial RFP release; use generate_compliance_matrix instead when shredding an initial base RFP for the first time.
| Name | Required | Description | Default |
|---|---|---|---|
| amendment_or_qa_text | Yes | Subsequent SF-30 Amendment text, state/local SLED Addendum text, or official Contracting Officer Q&A clarification matrix to diff against the base solicitation. | |
| base_solicitation_text | Yes | Original base RFP text from Section B (CLINs), Section C/PWS (Statement of Work), Section L (Instructions/Deadlines/Page Limits), or Section M (Evaluation Criteria). | |
| current_proposal_outline | No | Optional summary of the bidder's in-progress proposal outline, volume page allocations, or technical baseline used to pinpoint exact sections that must be rewritten. | Volume I: Technical Approach & Architecture; Volume II: Management & Key Personnel Staffing; Volume III: Past Performance; Volume IV: CLIN Pricing & Basis of Estimate (BOE) |
Output Schema
| Name | Required | Description |
|---|---|---|
| amendment_impact_summary | No | Executive roll-up of amendment severity, rework risk score, deadline shifts, and mandatory SF-30 acknowledgment rules. |
| qa_clarification_rulings | No | Structured breakdown of Government Q&A answers, flagging hidden de-facto requirements and competitive impacts. |
| requirement_and_clin_deltas | No | Ordered list of material requirement, CLIN pricing, page limit, evaluation criteria, and deadline changes. |
| invalidated_proposal_sections | No | Bidder proposal sections invalidated by the amendment, paired with ready-to-paste replacement narrative. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover readOnly, idempotent, non-destructive, and the description partly repeats them ('read-only, stateless'). It adds genuinely new context: an X-RapidAPI-Key auth requirement, per-input character ceilings, and the fact that supplying `current_proposal_outline` switches on targeted volume/page invalidation. That is useful beyond the annotations, though output behavior is left to the output schema.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two dense sentences, front-loaded with the core diff operation, then auth/limits, then routing guidance. Some jargon ('Shipley redraft language') and a parenthetical that compresses a lot of detail, but no sentence is throwaway.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given a rich output schema, three fully documented parameters, and strong annotations, the description supplies the remaining decision-critical pieces: when to call, which sibling to prefer, and the auth requirement. Little an agent needs to invoke correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description only echoes what the schema already states (100,000-char limits, optional outline) and adds the sole new nuance that the outline enables targeted auditing of drafted volumes/pages. Useful but marginal over the structured fields.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (diff) and specific resources (base RFP/SOW vs SF-30 amendments, SLED Addenda, Q&A logs), and enumerates exactly what the diff surfaces (shall/must changes, deadlines, page limits, CLIN pricing). It distinguishes itself from the sibling `generate_compliance_matrix` in the same paragraph.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit trigger condition: 'Use this tool whenever an agency issues an SF-30 amendment, addendum, or Q&A response matrix after initial RFP release.' It also names the alternative and the condition that selects it: 'use `generate_compliance_matrix` instead when shredding an initial base RFP for the first time.' Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
answer_security_questionnaireRespond to SOC 2, FedRAMP, NIST 800-171 & CMMC Security QuestionnairesARead-onlyIdempotentInspect
Draft audit-ready responses to vendor security questionnaires (SOC 2, ISO 27001, FedRAMP Moderate/High, NIST SP 800-171 Rev 2/3, CMMC 2.0, CAIQ/SIG/HECVAT) with cross-framework control citations, an estimated DoD SPRS score (-203 to 110), required evidence artifacts, and POA&M remediation items for any control gaps. This is a read-only, stateless advisory responder (requires X-RapidAPI-Key; maps each question in questionnaire_text against the vendor's security_posture_summary, while target_framework selects 'auto_detect' [default] or locks control citations to a specific standard and flags any unsupported controls as 'Partially Met' or 'POA&M Required' rather than fabricating compliance). Use this tool when completing customer due-diligence questionnaires, SSP control tables, or DoD SPRS self-assessments; use scan_far_dfars_clauses instead to audit FAR/DFARS solicitation clauses, or generate_compliance_matrix for general RFP Section C/L/M requirements.
| Name | Required | Description | Default |
|---|---|---|---|
| target_framework | No | Compliance control mapping mode: 'auto_detect' (default, infers framework from questionnaire text), 'soc2_iso27001' (AICPA TSC & ISO 27001 Annex A), 'nist_800_171_cmmc' (110 CMMC 2.0 Level 2 controls + DoD SPRS score calculation), 'fedramp_800_53' (NIST SP 800-53 Rev 5), or 'caiq_sig_hecvat'. | auto_detect |
| questionnaire_text | Yes | Numbered or bulleted security questionnaire items from an enterprise SIG/CAIQ/HECVAT sheet, customer infosec assessment, or Federal RFP / NIST 800-171 SSP checklist. | |
| security_posture_summary | Yes | Required summary of the vendor's actual security stack, cloud hosting (e.g., AWS GovCloud), active certifications (SOC 2 Type II, ISO 27001, FedRAMP), encryption (FIPS 140-3, AES-256), MFA/IAM, and SIEM logging. |
Output Schema
| Name | Required | Description |
|---|---|---|
| question_responses | No | Question-by-question auditor-ready responses with cross-framework control citations and evidence artifacts. |
| questionnaire_title | No | Inferred security questionnaire title, buyer domain, and compliance scope. |
| overall_readiness_score | No | Overall security questionnaire readiness score (0-100) based on control alignment. |
| poam_and_remediation_items | No | Actionable Plan of Action & Milestones (POA&M) items or continuous improvement recommendations for any partial or open controls. |
| sprs_and_framework_summary | No | Summary of detected frameworks, estimated DoD SPRS / GRC maturity impact, and control counts. |
| executive_compliance_attestation | No | Executive CISO attestation paragraph summarizing the vendor's security architecture, certifications, and shared-responsibility model. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Adds real context beyond annotations: stateless read-only advisory behavior, the required X-RapidAPI-Key auth prerequisite, and a non-fabrication guarantee that unsupported controls are downgraded to "Partially Met" or "POA&M Required". Annotations already declare readOnly/idempotent/destructive=false, so the remaining gap is minor (no mention of rate limits or handling of oversized questionnaires despite the 100k char cap).
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with purpose and delivered in essentially three dense sentences with zero filler; the framework list is long but each item is load-bearing enumerations of coverage. Slightly reduced by heavy parenthetical packing, which makes the sentence harder to scan than it needs to be.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Output schema exists so return values needn't be restated, annotations carry the safety profile, and all three parameters are fully documented in schema plus elaborated in prose. The auth requirement and non-fabrication policy close the remaining behavioral questions an agent would have before calling.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3; the description goes further by explaining the behavioral consequence of target_framework — that 'auto_detect' is the default and that locking to a framework flags unsupported controls rather than inventing compliance. It also clarifies how questionnaire_text is matched against security_posture_summary, which is not obvious from the schema alone.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Opens with a specific verb and resource ("Draft audit-ready responses to vendor security questionnaires") and enumerates the exact frameworks and artifacts produced (control citations, SPRS score, evidence artifacts, POA&M items). An agent can distinguish it from every sibling named in the same paragraph without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives explicit triggering conditions (customer due-diligence questionnaires, SSP control tables, DoD SPRS self-assessments) and explicitly routes away two named siblings: scan_far_dfars_clauses for FAR/DFARS clause auditing and generate_compliance_matrix for RFP Section C/L/M requirements. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_contract_risksAudit Contract Risks & Generate Legal RedlinesARead-onlyIdempotentInspect
Audit commercial and B2B legal agreements (MSAs, NDAs, SaaS terms, subcontracts) to detect high-risk clauses, compute a 0-100 overall risk score, and generate verbatim clause quotes paired with ready-to-paste fallback redline language. This operation is read-only, stateless, and non-destructive (requires X-RapidAPI-Key; raw_text accepts 50 to 100,000 characters, and party_perspective shifts redline rewrites to protect the 'vendor', 'buyer', or 'neutral' counsel). Use this tool when reviewing commercial/legal terms (indemnification, liability caps, IP ownership, termination for convenience); use scan_far_dfars_clauses instead for federal FAR/DFARS/CMMC regulatory flow-down audits, or parse_b2b_contract for basic metadata extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| raw_text | Yes | Full or partial legal contract text (MSA, NDA, subcontract, or SaaS agreement) to audit for commercial, IP, indemnification, and termination risks (50 to 100,000 characters). | |
| focus_categories | No | Optional list of specific clause risk categories to prioritize during the audit. | |
| party_perspective | No | Negotiating party perspective ('vendor' protects service provider liability/IP, 'buyer' strengthens customer remedies/SLAs, 'neutral' balances mutual terms). | vendor |
Output Schema
| Name | Required | Description |
|---|---|---|
| contract_type | No | Identified legal document type (e.g., 'Master Services Agreement', 'Mutual NDA', 'Statement of Work'). |
| flagged_clauses | No | Detailed list of risky clauses identified in the contract, ordered by severity. |
| executive_summary | No | High-level deal-desk summary of the contract's risk posture and primary negotiation blockers. |
| party_perspective | No | The negotiating perspective used to evaluate risks ('vendor', 'buyer', or 'neutral'). |
| overall_risk_level | No | Aggregate risk severity classification ('LOW', 'MEDIUM', 'HIGH', or 'CRITICAL'). |
| overall_risk_score | No | Quantified overall risk score from 0 (minimal risk) to 100 (critical/unacceptable exposure). |
| missing_standard_protections | No | List of standard protective clauses missing from the contract (e.g., 'No Limitation of Liability cap'). |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the sentence 'read-only, stateless, non-destructive' largely restates them. It does add context annotations cannot carry: the X-RapidAPI-Key auth requirement, the 50-100,000 character input bound, and the fact that party_perspective changes the generated redlines. No return-format or rate-limit detail, but the output schema covers returns.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three sentences with purpose, behavior, and sibling routing in that order, so the most important information is front-loaded. Every clause is functional, though the first sentence is dense and some phrasing duplicates the schema's length bounds.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so the description need not spell out return values, yet it still signals the score, quotes, and redlines. Combined with the auth requirement, input bounds, perspective semantics, and explicit routing to two siblings, an agent has everything needed to call it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented, including the focus_categories enum and defaults. The description reinforces the raw_text length window and explains that party_perspective steers redline rewrites to protect 'vendor', 'buyer', or 'neutral', which is slightly deeper than the schema wording. It never mentions focus_categories at all, so it stays at the baseline rather than earning a 4.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (audit) plus the resource (commercial/B2B agreements: MSAs, NDAs, SaaS terms, subcontracts) and the concrete outputs (0-100 risk score, verbatim clause quotes, fallback redline language). It also names the sibling tools it is not, so an agent can separate it from scan_far_dfars_clauses and parse_b2b_contract without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly says when to use it (reviewing commercial/legal terms such as indemnification, liability caps, IP ownership, termination for convenience) and names two alternatives with the condition that selects each: scan_far_dfars_clauses for federal FAR/DFARS/CMMC flow-downs, parse_b2b_contract for metadata extraction. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_cyber_incident_dfars_7012DFARS 252.204-7012 (72-Hour DIBNet) & CIRCIA Cyber Incident Reporting PackageARead-onlyIdempotentInspect
Evaluate CUI/CDI security incidents against DFARS 252.204-7012, CISA CIRCIA, and FedRAMP incident SLAs, generating a structured 72-hour DoD DIBNet ICF report, 90-day forensic media preservation checklist, and subcontractor flow-down notifications. Returns a strictly validated Dfars7012IncidentResponse JSON object containing incident_reporting_determination, dibnet_72_hour_icf_report_fields, forensic_90_day_preservation_and_sla_clock, and dc3_damage_assessment_and_prime_flowdown_notices grounded in DFARS 252.204-7012(c)–(m) (72-Hour DoD DIBNet Reporting & 90-Day Image Preservation), CISA CIRCIA (6 U.S.C. § 681b), & NIST SP 800-61r2. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; security_incident_telemetry_and_affected_contracts_text accepts 15 to 45,000 characters, while regulatory_reporting_regimes and assurance_certificate_and_cloud_posture calibrate the regulatory regime and threshold assumptions). Use this tool when executing DFARS 252.204-7012 (72-Hour DIBNet) & CIRCIA Cyber Incident Reporting Package workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| regulatory_reporting_regimes | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'DFARS_252_204_7012_72Hr_DIBNet_Plus_CISA_CIRCIA_72Hr_And_FedRAMP_US_CERT'). | DFARS_252_204_7012_72Hr_DIBNet_Plus_CISA_CIRCIA_72Hr_And_FedRAMP_US_CERT |
| assurance_certificate_and_cloud_posture | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'DoD ECA Medium Token Assurance Certificate Active; Enclave Hosted on AWS GovCloud (US) FedRAMP High / IL5'). | DoD ECA Medium Token Assurance Certificate Active; Enclave Hosted on AWS GovCloud (US) FedRAMP High / IL5 |
| security_incident_telemetry_and_affected_contracts_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for DFARS 252.204-7012 (72-Hour DIBNet) & CIRCIA Cyber Incident Reporting Package (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| dibnet_72_hour_icf_report_fields | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| incident_reporting_determination | No | Executive determination overview, regulatory citations, and readiness score. |
| forensic_90_day_preservation_and_sla_clock | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| dc3_damage_assessment_and_prime_flowdown_notices | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, non-destructive, and closed-world behavior, so the description's repetition of 'read-only, stateless, non-destructive' adds little. However, it does disclose the authentication requirement (X-RapidAPI-Key or X-SignalTender-Key) and stateless execution, which are useful beyond the annotations. It does not contradict any annotation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and alternatives are front-loaded, but the description is dense and includes redundant return-field details and safety hints already covered by annotations and the output schema. Several phrases, especially the output field list, do not earn their place given the structured data available.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex compliance-analysis tool with an output schema and full annotation coverage, the description supplies sufficient context: statutory grounding, authentication needs, input bounds, and sibling alternatives. The remaining gaps are minor because the output schema and annotations already carry return structure and safety profile.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented in the schema. The description mentions the primary text's 15–45,000 character limit and that the other two parameters calibrate regulatory regime and threshold assumptions, but these details largely restate the schema rather than adding new semantics.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb and resource: evaluate CUI/CDI security incidents against DFARS 252.204-7012, CISA CIRCIA, and FedRAMP incident SLAs. It explicitly distinguishes the tool from siblings like scan_far_dfars_clauses and generate_compliance_matrix, so an agent can select it without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It states exactly when to use this tool—DFARS 72-hour DIBNet and CIRCIA cyber incident reporting workflows—and names two alternatives with their distinct use cases. The routing guidance is explicit and leaves little ambiguity.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_dcaa_accounting_sf1408Audit DCAA Pre-Award Accounting System (SF 1408) & Indirect Rate PoolsARead-onlyIdempotentInspect
Audit a contractor's chart of accounts, indirect cost pool structure (Fringe, Overhead, G&A, B&P/IR&D), timekeeping procedures, labor distribution policy, and general ledger setup against the 18-point DCAA Standard Form 1408 (SF 1408) Pre-Award Accounting System Checklist, FAR 16.301-3, FAR Subpart 31.2, and DFARS 252.242-7006, returning an SF 1408 executive readiness overview, a line-by-line SF 1408 checklist audit, an indirect rate pool and allocation base analysis, a FAR 31.205 unallowable cost segregation assessment (with FAR 52.242-3 penalty risk), labor timekeeping and DCAA floor-check controls, and a pre-award survey remediation roadmap. This is a read-only, stateless, non-destructive GovCon accounting and compliance audit call (requires X-RapidAPI-Key; chart_of_accounts_and_pools_text accepts 20 to 45,000 characters, while target_contract_type_and_solicitation and accounting_software_and_erp_stack calibrate audit criteria across CPFF, CPIF, CPAF, T&M, and FFP contracts on Deltek Costpoint, Unanet, QuickBooks + GovCon timekeeping, or NetSuite). Use this tool when preparing for a DCAA SF 1408 Pre-Award Accounting System Survey, validating Fringe/Overhead/G&A pool-to-base causal/beneficial relationships, or segregating FAR 31.205 unallowable costs; use generate_igce_price_to_win instead to model proposal CLIN wrap-rate pricing and Price-to-Win sensitivity, or extract_pricing_schedule to parse Section B CLIN tables.
| Name | Required | Description | Default |
|---|---|---|---|
| chart_of_accounts_and_pools_text | Yes | Contractor's chart of accounts, indirect cost pool structure (Fringe, Overhead, G&A, B&P/IR&D), timekeeping procedures, labor distribution policy, and general ledger setup (20 to 45,000 characters). | |
| accounting_software_and_erp_stack | No | Current accounting ERP & timekeeping stack (e.g., Deltek Costpoint, Unanet GovCon, QuickBooks + ICAT/BigTime, NetSuite; defaults to 'QuickBooks_Online_With_GovCon_Timekeeping'). | QuickBooks_Online_With_GovCon_Timekeeping |
| target_contract_type_and_solicitation | No | Target contract type (CPFF, CPIF, CPAF, T&M, FFP) and solicitation SF 1408 / FAR 16.301-3 adequacy requirements (defaults to 'Cost_Plus_Fixed_Fee_CPFF_And_T_And_M'). | Cost_Plus_Fixed_Fee_CPFF_And_T_And_M |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| sf1408_18_point_checklist | No | Line-by-line audit of Standard Form 1408 Section II accounting system adequacy criteria with findings and remediation steps. |
| sf1408_executive_overview | No | Executive DCAA SF 1408 readiness verdict, compliance score (0-100), cost-reimbursable award eligibility, and summary. |
| indirect_rate_pool_and_base_analysis | No | Indirect cost pool (Fringe, Overhead, G&A, B&P/IR&D) and allocation base audit under FAR 31.201-4 and CAS 418/410. |
| pre_award_survey_remediation_roadmap | No | Ordered pre-audit action items and artifact checklist to pass the DCAA SF 1408 Pre-Award Accounting System Survey. |
| far_31_205_unallowable_cost_segregation | No | Audit of FAR 31.205 expressly unallowable cost account segregation and FAR 52.242-3 penalty protection controls. |
| labor_timekeeping_and_floor_check_controls | No | Evaluation of daily labor timekeeping, supervisor approvals, Total Time Accounting (TTA), and DCAA floor-check readiness. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is covered; the description redundantly restates 'read-only, stateless, non-destructive' but adds real value by disclosing the X-RapidAPI-Key auth requirement and the 20–45,000 character input bound. It stops short of describing rate limits, latency, or failure modes, keeping it below a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, front-loaded with the audit action and its regulatory anchors, with the usage and exclusion clauses at the end. The parenthetical enumerations are dense and partly duplicate the schema descriptions (character bounds, ERP list), which costs a point but does not obscure the call decision.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so the enumerated deliverables are bonus context rather than a necessity; the description nonetheless covers inputs, auth, sizing, and alternatives. Near-complete, with the only shortfall being mild over-specification of return contents that the output schema already carries.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the 3 baseline is already met, but the description goes further by explaining that the contract-type and ERP-stack parameters calibrate audit criteria across CPFF/CPIF/CPAF/T&M/FFP and across Costpoint/Unanet/QuickBooks/NetSuite — semantics the schema does not convey. It does not clarify what the defaults imply for the audit result, so it is not a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Names a specific verb (audit) and a precisely scoped resource: chart of accounts, indirect cost pools, timekeeping, labor distribution, and GL against the 18-point SF 1408 checklist plus FAR/DFARS references. It is unmistakable against siblings like generate_igce_price_to_win or extract_pricing_schedule, which it names explicitly.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Contains an explicit 'Use this tool when...' clause with three concrete triggers (SF 1408 survey prep, pool-to-base validation, FAR 31.205 segregation) and two explicit when-not redirects with the correct alternative for each. Routing is fully resolved by the description alone.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_foci_dd254_clearanceAudit DCSA Facility Clearance (FCL), DD Form 254 & FOCI MitigationARead-onlyIdempotentInspect
Audit DD Form 254 Contract Security Classification Specifications (Blocks 10, 11, 13), Standard Form 328 (SF 328 — Certificate Pertaining to Foreign Interests), and corporate cap-table / foreign investor structures against 32 CFR Part 117 (NISPOM) and Defense Counterintelligence and Security Agency (DCSA) Facility Clearance (FCL) and Foreign Ownership, Control, or Influence (FOCI) mitigation standards, returning an FCL & FOCI executive overview, a DD Form 254 Block 10/11 safeguarding matrix (COMSEC, SCI, SIPRNet, CUI), an SF 328 foreign interest factor audit, a DCSA FOCI mitigation agreement blueprint (Board Resolution, SCA, SSA with NID, or Proxy/Voting Trust with ECP and TCP controls), and a Key Management Personnel (KMP) Exclusion Resolution & NISP eMASS checklist. This is a read-only, stateless, non-destructive industrial security audit call (requires X-RapidAPI-Key; dd254_and_ownership_cap_table_text accepts 20 to 45,000 characters, while target_facility_clearance_level and foreign_ownership_and_board_context calibrate DCSA FCL safeguarding and 32 CFR 117.11 FOCI mitigation instruments). Use this tool when auditing DD Form 254 classified safeguarding requirements, SF 328 foreign ownership/LP triggers, or DCSA FCL / FOCI mitigation agreements; use generate_ato_rmf_package instead for DoD RMF / Continuous ATO (cATO) NIST 800-53 System Security Plans, or match_key_personnel for individual candidate security clearance and LCAT resume verification.
| Name | Required | Description | Default |
|---|---|---|---|
| target_facility_clearance_level | No | Required Facility Clearance (FCL) and safeguarding posture (e.g., Confidential, Secret, Top Secret, TS/SCI, COMSEC, SIPRNet, JWICS; defaults to 'Top_Secret_FCL_With_SCI_And_SIPRNet'). | Top_Secret_FCL_With_SCI_And_SIPRNet |
| dd254_and_ownership_cap_table_text | Yes | DD Form 254 Contract Security Classification Specification text (Blocks 10, 11, 13), SF 328 Certificate Pertaining to Foreign Interests entries, and corporate cap-table / foreign investor ownership structure (20 to 45,000 characters). | |
| foreign_ownership_and_board_context | No | Summary of foreign equity voting/ownership percentages, foreign board seats, foreign debt, or foreign technology licensing ties under 32 CFR Part 117 (NISPOM; defaults to 'Minority_Foreign_LP_Or_Board_Seat_Under_Review'). | Minority_Foreign_LP_Or_Board_Seat_Under_Review |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| fcl_and_foci_executive_overview | No | High-level DCSA Facility Clearance (FCL) eligibility verdict, FOCI severity tier, and recommended mitigation instrument. |
| sf328_foreign_interest_factor_audit | No | Evaluation of Standard Form 328 (Certificate Pertaining to Foreign Interests) triggers across foreign equity, LP feeders, board seats, debt, and revenue. |
| dcsa_foci_mitigation_agreement_blueprint | No | Structured DCSA FOCI mitigation blueprint (Board Resolution, SCA, SSA, or Proxy/Voting Trust) with Outside Director, ECP, and TCP controls. |
| dd254_block10_and_11_safeguarding_matrix | No | Block-by-block audit of DD Form 254 Block 10, 11, and 13 classified access, safeguarding, COMSEC, SCI, and SIPRNet mandates under 32 CFR Part 117. |
| kmp_exclusion_resolution_and_nisp_emass_checklist | No | Step-by-step Key Management Personnel (KMP) List, Board Exclusion Resolution, DISS, and NISP eMASS submission checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover readOnly/idempotent/non-destructive/openWorld=false, and the description adds non-redundant behavior: it is stateless, requires an X-RapidAPI-Key header, and enumerates the five artifacts produced (FCL/FOCI overview, safeguarding matrix, SF 328 factor audit, mitigation agreement blueprint, KMP exclusion/eMASS checklist). That tells the agent what it will actually get back and what credentials are needed before calling.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose and scope are front-loaded, but the first sentence is a sprawling run-on that enumerates five deliverables whose structure is already defined by the output schema. The repetition of read-only/stateless/non-destructive and the character limits already in the schema adds bulk without new signal.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a high-complexity, multi-standard audit tool, the description supplies the regime (NISPOM/32 CFR 117), the input expectations, credential requirements, output artifacts, and sibling routing. With an output schema present and rich annotations, nothing essential for a correct invocation is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description adds causal meaning beyond the schema: it explains that target_facility_clearance_level and foreign_ownership_and_board_context act as calibration knobs for DCSA safeguarding and 32 CFR 117.11 mitigation instruments, not just labels. The 20–45,000 character bound on the text param merely restates schema constraints.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Specific verb (audit) plus named resources (DD Form 254 Blocks 10/11/13, SF 328, cap-table/foreign investor structures) against named standards (32 CFR Part 117 NISPOM, DCSA FCL/FOCI). It explicitly separates itself from generate_ato_rmf_package (RMF/cATO) and match_key_personnel (individual clearances), so an agent can route correctly without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Contains an explicit 'Use this tool when...' trigger list (DD 254 classified safeguarding, SF 328 foreign ownership/LP triggers, FCL/FOCI mitigation agreements) and names two concrete alternatives with the conditions that select them. Both inclusion and exclusion guidance are present.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_govt_furnished_property_gfpGovernment-Furnished Property (GFP / FAR 52.245-1) & PIEE Property Management PlanARead-onlyIdempotentInspect
Audit GFP/GFE/GFI attachments under FAR 52.245-1 and DFARS 252.245-7003/7005, generating a DCMA-ready Property Management System Plan (PMSP), PIEE GFP Module reporting workflow, and IUID marking checklist. Returns a strictly validated GfpPropertyAuditResponse JSON object containing gfp_property_system_overview, far_52_245_1_ten_lifecycle_outcomes_audit, gfp_cap_line_item_and_iuid_registry_table, and piee_gfp_module_and_plant_clearance_workflow grounded in FAR 52.245-1, DFARS 252.245-7003 (Contractor Property Management System Administration), DFARS 252.245-7005 (PIEE GFP Module), & MIL-STD-130N. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; gfp_attachment_and_property_clauses_text accepts 15 to 45,000 characters, while dcma_property_system_audit_scope and liability_and_cap_regime calibrate the regulatory regime and threshold assumptions). Use this tool when executing Government-Furnished Property (GFP / FAR 52.245-1) & PIEE Property Management Plan workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| liability_and_cap_regime | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'FAR 52.245-1(h) Limited Risk of Loss (Government Self-Insures Except Willful Misconduct / Revoked PMSA)'). | FAR 52.245-1(h) Limited Risk of Loss (Government Self-Insures Except Willful Misconduct / Revoked PMSA) |
| dcma_property_system_audit_scope | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'FAR_52_245_1_10_Lifecycle_Outcomes_DFARS_252_245_7005_PIEE_GFP_Module_And_MIL_STD_130_IUID'). | FAR_52_245_1_10_Lifecycle_Outcomes_DFARS_252_245_7005_PIEE_GFP_Module_And_MIL_STD_130_IUID |
| gfp_attachment_and_property_clauses_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for Government-Furnished Property (GFP / FAR 52.245-1) & PIEE Property Management Plan (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| gfp_property_system_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| far_52_245_1_ten_lifecycle_outcomes_audit | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| gfp_cap_line_item_and_iuid_registry_table | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| piee_gfp_module_and_plant_clearance_workflow | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds genuinely new context: auth requirement (X-RapidAPI-Key / X-SignalTender-Key), statelessness, and the 15–45,000 character input bound. It restates 'read-only, stateless, non-destructive' somewhat redundantly, keeping it from a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose and routing are front-loaded, but the prose is a dense run-on that repeats the full FAR/DFARS citations three times, re-lists the tool title, and restates schema character limits. Several clauses could be trimmed without losing information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, return values need not be explained, yet the description enumerates response keys anyway (mild redundancy). It otherwise gives auth, input bounds, and regulatory grounding sufficient for correct invocation of a single-required-parameter tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description only repeats the character range (15 to 45,000) already in the schema and gestures at what `dcma_property_system_audit_scope` and `liability_and_cap_regime` calibrate, without adding format or option guidance beyond the defaults.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (Audit) and resource (GFP/GFE/GFI attachments under FAR 52.245-1 / DFARS 252.245-7003/7005) and names the concrete deliverables (PMSP, PIEE GFP Module workflow, IUID checklist). An agent can distinguish this from sibling clause-scanning and matrix tools without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly routes the caller: use this for GFP/FAR 52.245-1 and PIEE Property Management Plan workflows, and use `scan_far_dfars_clauses` for general FAR/DFARS flow-down or `generate_compliance_matrix` for Section L/M 'shall' extraction. That is when-to-use plus named alternatives with selection conditions.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_itar_ear_export_controlITAR (22 CFR 120–130), EAR & Technology Control Plan (TCP) Export ComplianceARead-onlyIdempotentInspect
Classify defense/dual-use technical deliverables against USML Categories (ITAR) and CCL ECCNs (EAR), flags DFARS 252.225-7048 export obligations, and generates a facility Technology Control Plan (TCP). Returns a strictly validated ItarEarExportResponse JSON object containing export_jurisdiction_overview, usml_and_eccn_classification_matrix, technology_control_plan_tcp_controls, and deemed_export_and_ddtc_bis_licensing grounded in 22 CFR Parts 120–130 (ITAR USML Categories IV & XI), 15 CFR Parts 730–774 (EAR CCL), & DFARS 252.225-7048. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; technical_deliverables_and_rfp_export_text accepts 15 to 45,000 characters, while target_export_regime and foreign_national_and_oconus_context calibrate the regulatory regime and threshold assumptions). Use this tool when executing ITAR (22 CFR 120–130), EAR & Technology Control Plan (TCP) Export Compliance workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| target_export_regime | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'ITAR_22_CFR_120_130_And_EAR_15_CFR_730_774_Dual_Audit'). | ITAR_22_CFR_120_130_And_EAR_15_CFR_730_774_Dual_Audit |
| foreign_national_and_oconus_context | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'U.S. Persons Only on ITAR USML Technical Data; Evaluate Deemed Export Rule (22 CFR 120.50 / 15 CFR 734.13)'). | U.S. Persons Only on ITAR USML Technical Data; Evaluate Deemed Export Rule (22 CFR 120.50 / 15 CFR 734.13) |
| technical_deliverables_and_rfp_export_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for ITAR (22 CFR 120–130), EAR & Technology Control Plan (TCP) Export Compliance (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| export_jurisdiction_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| usml_and_eccn_classification_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| deemed_export_and_ddtc_bis_licensing | No | Statutory governance protocol and actionable submission verification checklist. |
| technology_control_plan_tcp_controls | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, yet the description adds genuinely new context: authentication requirements (X-RapidAPI-Key or X-SignalTender-Key), statelessness, strict response validation, and the 15 to 45,000 character input bounds. It partially restates the read-only/non-destructive profile the annotations already cover, which keeps it from a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose and outputs are front-loaded, but the single dense paragraph repeats 'ITAR (22 CFR 120–130), EAR & Technology Control Plan (TCP) Export Compliance' three times and re-lists the four output field names that the output schema already defines. The trailing 'Use this tool when executing... workflows' clause restates the tool name with little added information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 3-parameter, fully documented, annotated, output-schema-backed tool, nothing needed to invoke it correctly is missing: auth method, input bounds, regulatory grounding, output shape, and alternative tools are all stated. The presence of an output schema means the description is not required to explain return values, so its redundancy there costs nothing in completeness.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% so baseline is 3, but the description adds role information beyond the schema: it says `target_export_regime` and `foreign_national_and_oconus_context` calibrate the regulatory regime and threshold assumptions, and repeats the input length bounds. The per-parameter explanation is a sentence fragment rather than full semantics, so it is not a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a specific verb (classify) and concrete resources (defense/dual-use technical deliverables against USML Categories and CCL ECCNs), then lists the outputs generated (TCP, DFARS obligations). It explicitly distinguishes itself from siblings: 'use `scan_far_dfars_clauses` instead for general FAR/DFARS clause flow-down audits, or `generate_compliance_matrix` for general Section L/M shall requirement extraction.'
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It states the triggering condition ('Use this tool when executing ITAR..., EAR & Technology Control Plan (TCP) Export Compliance workflows') and names two alternatives with the exact conditions that select them. An agent can route between the three tools without opening any schema.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_organizational_ethics_far_52_203_13FAR 52.203-13 Business Ethics, Procurement Integrity Act & OIG Mandatory DisclosureARead-onlyIdempotentInspect
Audit compliance incidents, overpayments, and hiring of former government officials against FAR 52.203-13 (Mandatory Disclosure Rule), False Claims Act (31 U.S.C. 3729), and Procurement Integrity Act (FAR 3.104), generating an Internal Control System & Post-Government Employment opinion. Returns a strictly validated EthicsMandatoryDisclosureResponse JSON object containing credible_evidence_and_ethics_overview, far_52_203_13_and_pia_trigger_audit_matrix, oig_disclosure_submission_and_pge_wall_memos, and far_9_4_present_responsibility_and_internal_controls grounded in FAR 52.203-13 (Contractor Code of Business Ethics and Conduct), 31 U.S.C. § 3729 (False Claims Act), FAR 3.104 (41 U.S.C. § 2101–2107 PIA), & 18 U.S.C. § 207. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; compliance_incident_or_former_official_hiring_text accepts 15 to 45,000 characters, while audit_focus_regime and contract_value_and_performance_duration calibrate the regulatory regime and threshold assumptions). Use this tool when executing FAR 52.203-13 Business Ethics, Procurement Integrity Act & OIG Mandatory Disclosure workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| audit_focus_regime | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'FAR_52_203_13_Credible_Evidence_OIG_Disclosure_FAR_3_104_PIA_And_18_USC_207_Revolving_Door'). | FAR_52_203_13_Credible_Evidence_OIG_Disclosure_FAR_3_104_PIA_And_18_USC_207_Revolving_Door |
| contract_value_and_performance_duration | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Active Contract > $6.0M Threshold and > 120 Days Performance (Full FAR 52.203-13(c) Internal Control System Required)'). | Active Contract > $6.0M Threshold and > 120 Days Performance (Full FAR 52.203-13(c) Internal Control System Required) |
| compliance_incident_or_former_official_hiring_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for FAR 52.203-13 Business Ethics, Procurement Integrity Act & OIG Mandatory Disclosure (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| credible_evidence_and_ethics_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| far_52_203_13_and_pia_trigger_audit_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| oig_disclosure_submission_and_pge_wall_memos | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| far_9_4_present_responsibility_and_internal_controls | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Adds real context beyond the annotations: the API-key requirement, the 15–45,000 character input band, and which parameters act as regime/threshold calibrators rather than source text. The 'read-only, stateless, non-destructive' restatement duplicates the annotation block and earns no additional credit, but nothing is contradicted.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose and routing are front-loaded, which is good, but the middle is padded: full statutory citations appear twice, all four output field names are enumerated despite an output schema, and the safety hints repeat the annotations. Roughly a third of the text could be cut without information loss.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, the description need not explain return values, and annotations plus 100% schema coverage carry the safety and parameter load. The remaining need — what a response actually decides (opinion vs. raw finding) — is handled by the field names and the phrase 'Internal Control System & Post-Government Employment opinion'.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3. The description only restates the length bounds already in the schema and gestures at the two calibration parameters; it does not explain what values of audit_focus_regime are meaningful or how the threshold string is parsed, so it adds little beyond structured data.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb set (audit incidents, overpayments, post-government hiring) against named authorities (FAR 52.203-13, FCA, PIA) and names the output artifact. It also explicitly separates itself from scan_far_dfars_clauses and generate_compliance_matrix, so the agent can route without opening schemas.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Names two concrete alternatives and the condition that selects each ('general FAR/DFARS clause flow-down' vs 'Section L/M shall requirement extraction'). The positive when-to-use clause is circular ('when executing ... workflows'), but the exclusion guidance is genuinely actionable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_section_508_vpatAudit Revised Section 508, WCAG 2.2 AA & Generate VPAT 2.5 Accessibility Conformance Report (ACR)ARead-onlyIdempotentInspect
Audit software, cloud SaaS portals, and electronic deliverables against Revised Section 508 (36 CFR Part 1194 / FAR Subpart 58.2), W3C WCAG 2.1 / 2.2 Level A & AA Success Criteria, and State SLED digital accessibility laws (such as Colorado HB21-1110) to generate an Accessibility Readiness Score (0-100), a structured ITI VPAT 2.5 Conformance Matrix (WCAG 2.2 Level A/AA + Revised Section 508 Chapters 3, 5, and 6), an Engineering Accessibility Remediation POA&M Roadmap, and a paste-ready VPAT 2.5 ACR & Equally Effective Alternate Access Plan (EEAAP) proposal narrative. This is a read-only, stateless, non-destructive accessibility compliance generator (requires X-RapidAPI-Key; product_architecture_and_ui_specs accepts 20 to 45,000 characters and known_accessibility_test_results_or_gaps accepts 10 to 35,000 characters). Use this tool when auditing software/SaaS accessibility or generating a Section 508 VPAT 2.5 ACR table for federal/SLED proposals; use answer_security_questionnaire instead for cybersecurity/SOC 2/NIST 800-171 questionnaires, or scan_far_dfars_clauses for general Section I FAR/DFARS clause flow-down audits.
| Name | Required | Description | Default |
|---|---|---|---|
| target_compliance_standard | No | Target accessibility regulatory regime ('Revised_Section_508_And_WCAG_2_2_AA' [default], 'Federal_Section_508_36_CFR_1194_Only', 'State_SLED_Accessibility_HB21_1110_And_WCAG_2_2_AA', or 'DoD_DISA_Section_508_And_Vpat_2_5_Rev'). | Revised_Section_508_And_WCAG_2_2_AA |
| product_architecture_and_ui_specs | Yes | Description of the software/SaaS application, UI framework (React/Angular/USWDS), electronic documents, user workflows, and target RFP Section 508 / accessibility solicitation clauses (20 to 45,000 characters). | |
| known_accessibility_test_results_or_gaps | No | Known accessibility test findings (axe-core, Lighthouse, DHS Trusted Tester v5, JAWS/NVDA/VoiceOver), existing exceptions (e.g., third-party GIS map canvas or legacy PDF exports), and current remediation status (10 to 35,000 characters). | Automated axe-core/WAVE CI scan + manual NVDA/JAWS screen-reader and keyboard-only navigation baseline. |
Output Schema
| Name | Required | Description |
|---|---|---|
| executive_vpat_summary | No | Executive accessibility compliance summary for the Agency Section 508 Coordinator and Contracting Officer. |
| vpat_2_5_conformance_matrix | No | Structured ITI VPAT 2.5 Accessibility Conformance Report (ACR) audit rows covering WCAG 2.2 Level A/AA and Revised Section 508 Chapters 3, 5, and 6. |
| accessibility_readiness_score | No | 0-100 score quantifying the product's Section 508 / WCAG 2.2 AA compliance readiness and VPAT 2.5 defensibility for federal/state procurement. |
| engineering_remediation_roadmap | No | Prioritized Accessibility Plan of Action & Milestones (POA&M) and engineering remediation roadmap for any 'Partially_Supports' or 'Does_Not_Support' items. |
| overall_section_508_determination | No | Overall Section 508 / WCAG 2.2 AA procurement conformance determination under FAR 58.2 and ITI VPAT 2.5 standards. |
| ready_to_submit_vpat_2_5_acr_narrative | No | Complete, paste-ready ITI VPAT 2.5 Accessibility Conformance Report (ACR) & FAR 58.2 Proposal Volume narrative including evaluation methodology (DHS Trusted Tester v5, axe-core, NVDA/JAWS) and Equally Effective Alternate Access Plan (EEAAP) language. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint/idempotentHint/destructiveHint/openWorldHint, so the safety profile is covered; the description nevertheless adds genuinely new operational context — an X-RapidAPI-Key is required, execution is stateless, and input length bounds are called out. It does not discuss rate limits, cost, or error handling, which keeps this below a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The first sentence front-loads the action and resource, and the second carries routing guidance; nothing is buried. The long output enumeration is dense but each artifact (score, matrix, roadmap, ACR/EEAAP) is a distinct deliverable, so it earns its space — though the character-limit restatement is redundant padding.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given an output schema exists, the description need not explain return values, yet it still summarizes the deliverable set so the agent knows what it will receive. Combined with annotations covering the safety profile and 100% schema coverage, an agent has everything needed to invoke this correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so all three parameters (including the four-value enum for target_compliance_standard) are already documented in the schema. The description mainly restates the 20–45,000 and 10–35,000 character bounds instead of adding interpretation, though naming the audit targets does hint at what belongs in product_architecture_and_ui_specs. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb and scope ('Audit software, cloud SaaS portals, and electronic deliverables against Revised Section 508... WCAG 2.1/2.2 A & AA... State SLED laws') and enumerates the exact artifacts produced (readiness score, VPAT 2.5 matrix, POA&M, ACR narrative). An agent can distinguish this from every sibling, which are all FAR/DFARS/security/RFP artifacts rather than accessibility conformance.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit routing is given: 'Use this tool when auditing software/SaaS accessibility or generating a Section 508 VPAT 2.5 ACR table for federal/SLED proposals', then two named alternatives with their domains — answer_security_questionnaire for SOC 2/NIST 800-171 and scan_far_dfars_clauses for Section I FAR/DFARS flow-down. The selection condition between siblings is unambiguous.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_service_contract_act_wageMap RFP LCATs to DOL SCA Wage Determinations & Audit Fringe / FAR 52.222-43 ComplianceARead-onlyIdempotentInspect
Map solicitation labor categories (LCATs) to Department of Labor (DOL) SAM.gov Service Contract Act (SCA / FAR 52.222-41) Directory of Occupations 5-digit codes and Davis-Bacon Act classifications, audit FLSA 29 CFR Part 541 exempt vs. non-exempt status, compute mandatory Health & Welfare (H&W) fringe obligations (Standard vs. EO 13706 Paid Sick Leave), Vacation (including EO 14055 predecessor seniority credit), and 11 Federal Holidays hourly loads, and generate an SF 1444 conformance and FAR 52.222-43 Option Year price adjustment compliance narrative. This is a read-only, stateless, non-destructive labor compliance and pricing audit call (requires X-RapidAPI-Key; rfp_labor_categories_and_locality_text accepts 20 to 45,000 characters, while wage_determination_and_fringe_mode and audit_objective calibrate H&W rates, holiday counts, and FAR 52.222-43 zero-escalation rules). Use this tool when mapping RFP labor categories to DOL SCA Wage Determinations, calculating H&W and vacation fringe floors, or preparing SF 1444 conformance requests; use generate_igce_price_to_win instead for full multi-year CLIN wrap-rate and Price-to-Win modeling, or match_key_personnel to evaluate candidate resumes against LCAT education/experience requirements.
| Name | Required | Description | Default |
|---|---|---|---|
| audit_objective | No | Audit objective: DOL 5-digit Occupation Code mapping, FLSA 29 CFR 541 exemption check, H&W/Vacation/Holiday build-up, SF 1444 conformance check, and FAR 52.222-43 price adjustment baseline (defaults to 'Map_DOL_Codes_Verify_Wage_Floors_And_Calculate_FAR_52_222_43_Baseline'). | Map_DOL_Codes_Verify_Wage_Floors_And_Calculate_FAR_52_222_43_Baseline |
| wage_determination_and_fringe_mode | No | Wage determination and fringe calculation mode (Standard H&W vs. EO 13706 Paid Sick Leave H&W, 11 Federal Holidays including Juneteenth, and predecessor seniority vacation accrual; defaults to 'SAM_DOL_SCA_Directory_6th_Ed_With_EO_13706_HW_And_11_Federal_Holidays'). | SAM_DOL_SCA_Directory_6th_Ed_With_EO_13706_HW_And_11_Federal_Holidays |
| rfp_labor_categories_and_locality_text | Yes | Solicitation labor categories (LCATs), job duties, proposed base hourly rates, place of performance county/MSA, and applicable DOL Wage Determination or CBA details (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| sca_labor_category_mappings | No | LCAT-by-LCAT mapping to DOL SCA Directory of Occupations codes, FLSA exemption audit, and total minimum hourly cost floor. |
| sca_wage_compliance_overview | No | High-level SCA/DBA statutory compliance overview, locality Wage Determination profile, and H&W fringe rate. |
| cost_volume_boe_sca_narrative_template | No | Paste-ready Cost Volume Narrative warranting SCA compliance, zero Option Year SCA escalation contingency per FAR 52.222-43, and bona fide fringe benefit plan administration. |
| far_52_222_43_price_adjustment_and_sf1444_plan | No | FAR 52.222-43 Option Year price adjustment protection rules, SF 1444 conformance playbook, and incumbent seniority vacation audit. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, and the description adds value on top: it discloses the X-RapidAPI-Key requirement, that the call is stateless, the 20–45,000 character input bound, and that the two mode parameters recalibrate H&W rates, holiday counts, and FAR 52.222-43 zero-escalation behavior. Auth and input-size constraints are exactly the kind of context annotations cannot convey.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The opening sentence is a ~110-word run-on that chains eight capabilities with commas, making the core action hard to extract at a glance. Content is largely substantive, but 'read-only, stateless, non-destructive' partly restates the existing annotations and could be trimmed to make room for a clearer lead.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With three parameters, full schema descriptions, an output schema, and rich annotations, the description supplies the missing pieces: business framing, mode semantics, auth, and sibling routing. Only minor gaps remain, such as what the narrative output looks like when conformance fails or how partial/ambiguous LCAT matches are reported.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3; the description earns extra by explaining what the opaque mode strings actually change (Standard vs. EO 13706 H&W, 11 holidays including Juneteenth, EO 14055 predecessor seniority credit, zero-escalation rules) and what must be packed into the free-text payload (LCATs, duties, base rates, county/MSA, WD or CBA). It stops short of saying how the two calibrator strings interact or which combinations are valid.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a highly specific verb+resource pair: mapping RFP labor categories (LCATs) to DOL SCA/Davis-Bacon 5-digit codes, auditing FLSA exempt status, computing H&W/vacation/holiday fringe, and generating SF 1444 / FAR 52.222-43 narratives. It is unmistakable against siblings like generate_igce_price_to_win or match_key_personnel because it explicitly delegates those adjacent jobs elsewhere.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit 'Use this tool when...' trigger list (DOL code mapping, H&W/vacation floors, SF 1444 prep) and names two concrete alternatives with the conditions that select them (generate_igce_price_to_win for multi-year CLIN wrap rates, match_key_personnel for resume screening). When-to-use, when-not-to-use, and alternatives are all present.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
audit_supply_chain_scrmAudit Supply Chain Risk (NIST 800-161 C-SCRM, NDAA 889, FASCSA, TAA, BAA) & Generate SBOM AttestationARead-onlyIdempotentInspect
Audit hardware Bills of Materials (BOMs), sub-tier suppliers, and software components (SBOM) against NIST SP 800-161 Rev. 1 Cybersecurity Supply Chain Risk Management (C-SCRM), FAR 52.204-25 (NDAA Section 889 Part A/B prohibition on Huawei, ZTE, Hytera, Hikvision, Dahua and their affiliates), FAR 52.204-30 (FASCSA exclusion orders), the Buy American Act (FAR Part 25 domestic content), and the Trade Agreements Act (FAR 52.225-5 designated countries), returning JSON with a Supply Chain Risk Score (0-100), an overall SCRM verdict, per-line NDAA 889 and TAA determinations, a BAA domestic-content percentage, NIST 800-161 SR-family control gaps, an NTIA minimum-elements SBOM and CISA Secure Software Self-Attestation readiness review, paste-ready C-SCRM Plan sections, a SCRM POA&M remediation roadmap, and a proposal-ready SCRM narrative. This is a read-only, stateless, non-destructive compliance auditor (requires X-RapidAPI-Key; nothing is stored, filed, or submitted to SAM.gov, and FASCSA results must still be verified in SAM.gov; solicitation_or_contract_context accepts 20 to 45,000 characters, bom_line_items accepts 1 to 200 lines, and software_components accepts up to 500 SBOM components). Use this tool when vetting a BOM, reseller quote, or SBOM for NDAA 889 / FASCSA / TAA / BAA award eligibility or drafting a C-SCRM Plan and SBOM attestation; use audit_section_508_vpat instead for Section 508 / WCAG 2.2 accessibility and VPAT conformance, scan_far_dfars_clauses for general Section I FAR/DFARS clause flow-down risk scanning, answer_security_questionnaire for SOC 2 / FedRAMP / NIST 800-171 questionnaires, or generate_ato_rmf_package for NIST 800-53 SSP / RMF / cATO authorization packages.
| Name | Required | Description | Default |
|---|---|---|---|
| sbom_format | No | Format of the offeror's SBOM deliverable: 'CycloneDX_1_6' (default), 'SPDX_2_3', 'SPDX_3_0', 'Proprietary_Or_Spreadsheet', or 'None_Available'. | CycloneDX_1_6 |
| offeror_name | No | Legal name of the prime offeror / reseller submitting the BOM and supply chain representations (2 to 300 characters). | Offeror (Prime Contractor) |
| bom_line_items | Yes | Hardware / COTS Bill of Materials line items to screen (1 to 200 lines). | |
| contracting_agency | No | Contracting agency or SLED buyer, e.g. 'U.S. Army PEO C3T', 'GSA FAS', or 'Arizona ADOA-ASET' (2 to 300 characters). | Department of Defense (DoD) |
| software_components | No | Software Bill of Materials (SBOM) components for NTIA minimum-elements and CISA secure software attestation review (0 to 500 components). | |
| target_compliance_regime | No | Target supply chain regulatory regime: 'Auto_Detect_From_Clauses' (default), 'Federal_DoD_Full_C_SCRM_NDAA_889_TAA_BAA', 'Federal_Civilian_FASCSA_And_CISA_Secure_Software', or 'State_SLED_Prohibited_Vendor_And_Domestic_Preference'. | Auto_Detect_From_Clauses |
| additional_supplier_notes | No | Optional sub-tier supplier attestations, SAM.gov FAR 52.204-24/26 representations, ownership/affiliation notes, or existing C-SCRM program documentation (0 to 20,000 characters). | |
| applicable_contract_clauses | No | Supply chain clauses and standards in the solicitation, e.g. 'FAR 52.204-25', 'FAR 52.204-30', 'FAR 52.225-5', 'DFARS 252.225-7001', 'DFARS 252.204-7012', 'DFARS 252.246-7008', 'NIST SP 800-161 Rev. 1', 'OMB M-22-18' (0 to 40 entries). | |
| solicitation_or_contract_context | Yes | Solicitation / contract scope, Section H/I supply chain clauses, delivery location, end-use, and any agency C-SCRM, NDAA 889, TAA, BAA, or SBOM requirements (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| sbom_attestation | No | NTIA SBOM minimum-elements review and CISA Secure Software Self-Attestation readiness. |
| ndaa_889_findings | No | Per-line FAR 52.204-25 (NDAA Section 889 Part A/B) prohibited-vendor screening findings. |
| remediation_roadmap | No | Prioritized SCRM Plan of Action & Milestones (POA&M) remediation roadmap. |
| baa_domestic_content | No | Buy American Act (FAR Part 25) domestic content analysis. |
| c_scrm_plan_sections | No | Paste-ready Cybersecurity Supply Chain Risk Management (C-SCRM) Plan sections aligned to NIST SP 800-161 Rev. 1. |
| overall_scrm_verdict | No | Overall C-SCRM / NDAA 889 / FASCSA / TAA / BAA award-eligibility verdict. |
| executive_scrm_summary | No | Executive supply chain risk summary for the Contracting Officer and offeror leadership. |
| fascsa_exclusion_check | No | FAR 52.204-30 FASCSA exclusion/removal order screening. |
| taa_compliance_by_line | No | Per-line Trade Agreements Act (FAR 52.225-5) designated-country determinations. |
| supply_chain_risk_score | No | Quantitative supply chain risk score from 0 (no material risk) to 100 (prohibited / award-blocking). |
| nist_800_161_control_gaps | No | NIST SP 800-161 Rev. 1 C-SCRM control gaps with severity and implementation guidance. |
| ready_to_submit_scrm_narrative | No | Paste-ready proposal Supply Chain Risk Management volume narrative with NDAA 889 / FASCSA representations, TAA/BAA certification language, and SBOM attestation statement. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Adds real context beyond the annotations: it requires an X-RapidAPI-Key, nothing is stored/filed/submitted to SAM.gov, and FASCSA hits must still be independently verified — a material caveat for a compliance verdict. It restates the read-only/non-destructive profile already in annotations, and says nothing about latency, cost, or confidence/basis for the score, so it falls short of a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Everything stated is substantive, and the purpose and usage triggers are front-loaded. However, it is delivered as one very long run-on paragraph that fuses purpose, output inventory, operational caveats, input limits, and sibling routing — an agent has to parse a dense wall of text rather than scan discrete sections.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex, nine-parameter compliance auditor, the description covers inputs, outputs, auth, and failure caveats (SAM.gov verification) with no gaps an agent would need to fill. The enumerated return values are partly redundant given an output schema exists, which trims a point but does not leave the definition incomplete.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3, but the description adds hard operating bounds the schema only partly conveys in prose: 20–45,000 characters of solicitation context, 1–200 BOM lines, and up to 500 SBOM components. It does not hint at which parameters drive the Auto_Detect_From_Clauses regime selection, which would have made it a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Specific verb (audit/screen) plus specific resources (hardware BOM lines, sub-tier suppliers, SBOM components) and the exact regulatory regimes applied. It also enumerates the concrete deliverable outputs (risk score, 889/TAA determinations, BAA percentage, SR-family gaps, POA&M), which lets an agent tell it apart from any sibling without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit 'Use this tool when…' trigger (vetting a BOM, reseller quote, or SBOM for award eligibility; drafting a C-SCRM Plan / SBOM attestation) and then routes four named siblings — audit_section_508_vpat, scan_far_dfars_clauses, answer_security_questionnaire, generate_ato_rmf_package — each with the condition that selects it. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
classify_naics_psc_nigpClassify NAICS, SIC, Federal PSC & State NIGP/UNSPSC CodesARead-onlyIdempotentInspect
Map any company profile, product description, or Statement of Work (SOW) into ranked 6-digit NAICS codes (with official SBA Small Business Size Standards in revenue or headcount), 4-digit SIC codes, 4-character Federal PSC codes, and State NIGP/UNSPSC commodity codes. This is a read-only, stateless taxonomy classification call (requires X-RapidAPI-Key; description_text is required, context_type tunes code selection for vendor KYB profiles vs. RFP scopes, and max_secondary_codes [1-5, default 3] controls how many secondary NAICS/PSC alternatives are returned alongside the primary code). Use this tool whenever you need industry, procurement, or KYB taxonomy codes and SBA small-business size caps; use search_historical_awards instead to query past contract awards once you have a NAICS code, or parse_b2b_contract to extract contract dates and dollar values.
| Name | Required | Description | Default |
|---|---|---|---|
| context_type | No | Classification context: 'company_or_vendor_profile', 'rfp_or_sow_scope', or 'product_or_line_item'. | company_or_vendor_profile |
| description_text | Yes | Unstructured text describing a company's offerings, a B2B product catalog, or a government RFP/SOW technical scope (20 to 50,000 characters). | |
| max_secondary_codes | No | Maximum number of secondary/alternative NAICS, PSC, and NIGP codes to return in addition to the top-ranked primary code (integer 1 to 5; defaults to 3). |
Output Schema
| Name | Required | Description |
|---|---|---|
| sic_codes | No | 4-digit Standard Industrial Classification (SIC) codes for FinTech KYB, banking underwriting, and corporate filings. |
| primary_naics | No | Highest-confidence primary 6-digit NAICS code and SBA Small Business Size Standard. |
| federal_psc_codes | No | 4-character Federal Product Service Codes (PSC) for SAM.gov saved searches and FPDS award tracking. |
| secondary_naics_codes | No | Additional relevant 6-digit NAICS codes for SAM.gov registration and secondary capabilities. |
| primary_industry_sector | No | 2-digit NAICS sector code and name (e.g., '54 - Professional, Scientific, and Technical Services'). |
| kyb_and_procurement_notes | No | Actionable guidance covering SAM.gov NAICS/PSC profile setup, SBA small-business size standard nuances (e.g., 150-employee IT Value Added Reseller footnote under 541519), SLED NIGP registration, and KYB risk classification. |
| entity_or_offering_summary | No | Concise 1-sentence executive summary of the company, SOW, or product analyzed. |
| state_unspsc_and_nigp_codes | No | 8-digit UNSPSC and 5-digit NIGP Class-Item codes for State/Municipal SLED vendor portals and ERP catalogs. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, non-destructive, and stateless behavior, so the safety profile is covered. The description adds one genuinely non-redundant fact — it requires an X-RapidAPI-Key — but says nothing about return format, rate limits, or failure modes, and the output schema carries the return shape.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the outputs and scoping, then parentinghetical parameter detail, then an explicit routing sentence to alternatives. Dense and largely waste-free, though the single long sentence packing all parameters is heavy to parse.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, the description needn't explain return values; together with the auth note, param intent, and explicit sibling routing, an agent has everything needed to select and invoke this tool correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3, but the description goes beyond the schema by explaining that context_type 'tunes code selection for vendor KYB profiles vs. RFP scopes' and that max_secondary_codes controls secondary NAICS/PSC alternatives returned. It omits the 'product_or_line_item' nuance, keeping it short of a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb ('Map') and enumerates the exact resource outputs: ranked 6-digit NAICS with SBA size standards, 4-digit SIC, 4-character Federal PSC, and NIGP/UNSPSC codes. This is clearly distinguishable from siblings like search_historical_awards or parse_b2b_contract.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly says to use this tool 'whenever you need industry, procurement, or KYB taxonomy codes and SBA small-business size caps,' then names two alternatives and the conditions that select them (search_historical_awards once you have a NAICS code; parse_b2b_contract for dates/dollar values).
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
extract_pricing_scheduleExtract Section B CLIN Pricing Tables, Quotes & Labor Rate CardsARead-onlyIdempotentInspect
Extract multi-tier CLIN/SLIN pricing schedules, GSA/T&M labor rate cards, vendor quotes, and Bill of Materials (BOM) tables from unstructured text into normalized JSON with automated line-item math auditing. This is a read-only, stateless extraction call (requires X-RapidAPI-Key; document_text accepts 20 to 100,000 characters, expected_document_type optionally hints the table schema, and audit_math_and_anomalies [default true] verifies quantity * unit_price == extended_price and flags arithmetic discrepancies). Use this tool when parsing pricing tables, CLIN schedules, invoices, or labor rate cards; use parse_b2b_contract instead for general contract dates/parties/deliverables, or search_historical_awards to look up historical government award prices.
| Name | Required | Description | Default |
|---|---|---|---|
| document_text | Yes | Raw text or copied table content from a Federal Section B CLIN schedule, T&M labor rate card, B2B vendor quote, BOM, or invoice (20 to 100,000 characters). | |
| expected_document_type | No | Primary document type hint: 'federal_section_b_clin_schedule', 'vendor_quote', 'commercial_invoice', 'labor_rate_card_tm', 'bill_of_materials_bom', or 'purchase_order'. | federal_section_b_clin_schedule |
| audit_math_and_anomalies | No | When true (default), cross-checks each line item (`quantity * unit_price == total_price`) and subtotal summation, returning any arithmetic mismatches in `math_discrepancies`. |
Output Schema
| Name | Required | Description |
|---|---|---|
| line_items | No | Normalized array of all extracted CLINs, SLINs, labor rate rows, and BOM SKUs. |
| currency_code | No | ISO 4217 3-letter currency code (defaults to 'USD'). |
| period_subtotals | No | Subtotal breakdown grouped by contract performance period or billing tier. |
| options_total_usd | No | Sum of all Option Year / Renewal Tier line items in USD (0.0 if no option periods exist). |
| base_period_total_usd | No | Sum of all Base Period / Year 1 / Initial Term line items in USD. |
| vendor_or_issuer_name | No | Vendor, prime contractor, or quote issuer name if present in the text. |
| detected_document_type | No | Classified pricing document type. |
| dominant_pricing_model | No | Overall contract pricing structure (e.g., 'HYBRID_MIXED', 'FIRM_FIXED_PRICE_FFP', 'TIME_AND_MATERIALS_TM'). |
| customer_or_agency_name | No | Buyer organization, government agency, or bill-to entity if present in the text. |
| math_and_pricing_anomalies | No | Arithmetic discrepancies (Quantity * Unit Price != Stated Total), missing NTE ceilings, or escalation anomalies. |
| document_title_or_reference | No | Extracted solicitation number, quote ID, invoice number, or contract title. |
| finops_and_price_to_win_summary | No | Executive FinOps & Price-to-Win (PTW) analysis summarizing blended labor rates, annual escalation percentages, discount depth, and negotiation leverage. |
| payment_terms_and_invoicing_rules | No | Extracted payment terms (e.g., 'Net 30', 'WAWF/IPP electronic invoicing', 'Milestone billing schedule', 'Annual upfront'). |
| total_evaluated_contract_value_usd | No | Grand total contract ceiling or quote value across Base + All Option Periods in USD. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Goes beyond the annotations by disclosing the X-RapidAPI-Key requirement, statelessness, the 20–100,000 character input bound, and the default-on audit behavior that flags arithmetic mismatches. It duplicates readOnlyHint with 'read-only' and says nothing about error modes, rate limits, or cost, so it is strong but not exhaustive.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three sentences, each earning its place: capability and output, then operational/parameter context, then routing against siblings. The verb and resource are front-loaded before the dense parenthetical, so an agent can decide on the first clause.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists and annotations already declare the safety profile, so the description need not explain return values. It covers inputs, constraints, auth, defaults, and sibling routing — nothing an agent needs to invoke this correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the schema already documents all three parameters including the enum values and defaults. The description mostly restates those bounds; the only marginal addition is framing expected_document_type as an optional schema hint rather than a hard filter. Baseline 3 is appropriate when the schema does the heavy lifting.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (extract) plus the exact resource family (CLIN/SLIN pricing schedules, labor rate cards, vendor quotes, BOMs) and the output shape (normalized JSON with math auditing). An agent can distinguish it from parse_b2b_contract and search_historical_awards by name alone.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly names the when-to-use trigger (pricing tables, CLIN schedules, invoices, labor rate cards) and names two alternatives with the conditions that select them: parse_b2b_contract for dates/parties/deliverables, search_historical_awards for historical award prices. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_ai_governance_nist_ai_rmf_omb_m24Federal AI Governance, OMB M-24-10/M-24-18 & NIST AI RMF 1.0 Compliance PackageARead-onlyIdempotentInspect
Evaluate AI/ML/LLM solutions proposed for federal and SLED agencies against OMB Memoranda M-24-10 & M-24-18, NIST AI RMF 1.0 (Govern, Map, Measure, Manage), and DoD Responsible AI (RAI) Toolkit, outputting a Safety-Impact Classification & Model Card. Returns a strictly validated AiGovernanceOmbResponse JSON object containing omb_safety_and_rights_impact_overview, nist_ai_rmf_govern_map_measure_manage_matrix, omb_m_24_10_and_m_24_18_minimum_practices_audit, and federal_ai_system_card_and_hitl_safeguards grounded in OMB Memorandum M-24-10, OMB Memorandum M-24-18 (Advancing the Responsible Acquisition of AI in Government), NIST AI 100-1 (AI RMF 1.0), NIST AI 600-1, & DoD CDAO RAI Shield. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; proposed_ai_system_and_agency_use_case_text accepts 15 to 45,000 characters, while target_ai_governance_frameworks and deployment_enclave_and_training_data_policy calibrate the regulatory regime and threshold assumptions). Use this tool when executing Federal AI Governance, OMB M-24-10/M-24-18 & NIST AI RMF 1.0 Compliance Package workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| target_ai_governance_frameworks | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'OMB_M_24_10_OMB_M_24_18_NIST_AI_RMF_1_0_NIST_AI_600_1_GenAI_And_DoD_CDAO_RAI_Toolkit'). | OMB_M_24_10_OMB_M_24_18_NIST_AI_RMF_1_0_NIST_AI_600_1_GenAI_And_DoD_CDAO_RAI_Toolkit |
| deployment_enclave_and_training_data_policy | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Stateless RAG on Agency Tenant (Zero Training on Government CUI/PII; Open-Format Export to Prevent Vendor Lock-In)'). | Stateless RAG on Agency Tenant (Zero Training on Government CUI/PII; Open-Format Export to Prevent Vendor Lock-In) |
| proposed_ai_system_and_agency_use_case_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for Federal AI Governance, OMB M-24-10/M-24-18 & NIST AI RMF 1.0 Compliance Package (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| omb_safety_and_rights_impact_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| federal_ai_system_card_and_hitl_safeguards | No | Statutory governance protocol and actionable submission verification checklist. |
| nist_ai_rmf_govern_map_measure_manage_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| omb_m_24_10_and_m_24_18_minimum_practices_audit | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/openWorld=false/idempotent/non-destructive, and the description goes beyond them by disclosing the required auth headers (X-RapidAPI-Key or X-SignalTender-Key) and the stateless execution model. It repeats the annotation-derived safety traits and enumerates output field names even though an output schema exists, which is redundant rather than additive.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The capability and alternatives are front-loaded, but the description is a single bloated block that repeats the full citation string three times (M-24-10, M-24-18, NIST AI RMF, AI 600-1, DoD RAI) and restates limits already in the schema. Sentences are dense and would benefit from trimming rather than adding.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return-value explanation is not required, and the description still names the response type and its top-level sections. Auth requirements, character bounds, defaults, and the routing alternatives cover what an agent needs to invoke it correctly; only the redundant framework recitation holds it back.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline applies: all three parameters are documented in the schema itself. The description adds only the calibrating role of target_ai_governance_frameworks and deployment_enclave_and_training_data_policy plus a character range that duplicates the schema's minLength/maxLength.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (evaluate) plus resource (AI/ML/LLM solutions for federal/SLED agencies) against named frameworks and a named deliverable (Safety-Impact Classification & Model Card). It explicitly names the two sibling tools it is not (scan_far_dfars_clauses, generate_compliance_matrix), so an agent can route without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Names explicit alternatives with the conditions that select them (FAR/DFARS flow-down audit vs Section L/M 'shall' extraction), which is genuinely useful routing. The positive trigger sentence ('Use this tool when executing Federal AI Governance... workflows') largely restates the title, so the when-to-use side is weaker than the when-not-to-use side.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_ato_rmf_packageGenerate GovCon RMF, Continuous ATO (cATO), SSP & POA&M PackageARead-onlyIdempotentInspect
Transform RFP cybersecurity clauses, system architecture descriptions, and cloud hosting baselines into a NIST SP 800-53 Rev 5 / DoDI 8510.01 RMF / FedRAMP / StateRAMP Authority to Operate (ATO & Continuous ATO) package with FIPS 199 / CNSSI 1253 security categorization, System Security Plan (SSP) control inheritance matrices, eMASS/CSAM-ready Plan of Action & Milestones (POA&M) schedules, Continuous Monitoring (ConMon) DevSecOps blueprints, and Shipley proposal narratives. This is a read-only, stateless generative authorization modeling call (requires X-RapidAPI-Key; system_architecture_and_rfp_cyber_text accepts 40 to 100,000 characters, cloud_hosting_and_inherited_controls_context accepts 20 to 80,000 characters, and target_authorization_framework and target_impact_level calibrate control baselines across DoD RMF IL2-IL6, FedRAMP, StateRAMP, and CMMC 2.0). Use this tool when building System Security Plans (SSPs), eMASS POA&M items, FIPS 199 categorizations, or cATO roadmaps for an ATO boundary; use answer_security_questionnaire instead to answer vendor security questionnaires and calculate a numeric DoD SPRS score (-203 to 110), or scan_far_dfars_clauses to audit FAR/DFARS solicitation clauses.
| Name | Required | Description | Default |
|---|---|---|---|
| target_ato_timeline_days | No | Target calendar days from contract award to achieve full ATO / cATO authorization. | |
| target_authorization_framework | No | Target government cybersecurity authorization framework. | dod_rmf_il4_il5_cato |
| rfp_security_and_ato_requirements | Yes | Raw text from RFP Section C/H/L/M detailing ATO, RMF (eMASS/Xacta), FedRAMP, StateRAMP, DISA Impact Level (IL4/IL5), NIST SP 800-53 Rev 5, or CMMC Level 2 authorization requirements. | |
| system_architecture_and_boundary_context | Yes | Description of the bidder's cloud environment, hosting boundary, identity provider, encryption posture, DevSecOps toolchain, and any existing compliance gaps. |
Output Schema
| Name | Required | Description |
|---|---|---|
| ato_readiness_score | No | Overall ATO / cATO readiness score from 0 to 100 based on boundary maturity, control coverage, and open findings. |
| poam_remediation_schedule | No | Structured Plan of Action & Milestones (POA&M) remediation table for any open findings or architecture gaps. |
| rmf_six_step_milestone_plan | No | Day-by-day RMF Step 1 through Step 6 schedule to achieve IATT and full ATO within target_ato_timeline_days. |
| ssp_control_implementations | No | Audit-ready NIST SP 800-53 Rev 5 / NIST 800-171 System Security Plan (SSP) control implementation narratives. |
| authorization_boundary_summary | No | FIPS 199 categorization, Impact Level baseline, GRC system of record, CSP control inheritance percentage, and boundary summary. |
| cato_devsecops_pipeline_blueprint | No | Continuous ATO (cATO) DevSecOps CI/CD security gates, ConMon cadence, and OSCAL/SBOM automation blueprint. |
| proposal_technical_volume_ato_narrative | No | Executive-ready Shipley Technical Volume narrative explaining how the Offeror will achieve rapid, low-risk ATO / cATO without delaying mission deployment. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The annotations already declare readOnlyHint, destructiveHint, idempotentHint, and openWorldHint, so safety behavior is largely covered. The description adds useful context that this is a stateless generative call requiring X-RapidAPI-Key, plus input size constraints, though it does not add much beyond the safety profile already present.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and usage guidance are front-loaded, and the dense list of deliverables is relevant for such a complex tool. It is still quite long and acronym-heavy, with some repetition across framework and deliverable names.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex generative ATO tool with an output schema and rich annotations, the description covers purpose, usage, alternatives, stateless behavior, and authentication. The main gap is the incorrect parameter-name references, which slightly reduce completeness.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline would be 3, but the description references parameter names that do not match the schema, including `system_architecture_and_rfp_cyber_text`, `cloud_hosting_and_inherited_controls_context`, and `target_impact_level`. That mismatch risks misleading the agent about which parameters to supply, despite the added length and framework-calibration context.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific transformation from RFP/security architecture inputs into an ATO/cATO package, naming concrete deliverables such as SSP control inheritance matrices, POA&M schedules, FIPS 199 categorization, and ConMon blueprints. It also distinguishes the tool from nearby siblings by naming `answer_security_questionnaire` and `scan_far_dfars_clauses`.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly says when to use this tool—building SSPs, eMASS POA&M items, FIPS 199 categorizations, or cATO roadmaps—and when to use alternatives instead. The sibling routing is concrete and actionable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_award_fee_plan_incentive_maximizerFAR Subpart 16.4 Award-Fee (CPAF) & Incentive-Fee (CPIF / FPIF) Evaluation MaximizerARead-onlyIdempotentInspect
Model CPAF, CPIF, and FPIF share-ratio curves (overrun/underrun ceiling geometry under FAR 16.401) and transforms periodic performance metrics into an Award-Fee Evaluation Board (AFEB) self-assessment presentation to maximize unearned/rollover fee pools. Returns a strictly validated CpafCpifAwardFeeResponse JSON object containing award_and_incentive_fee_geometry_overview, cpif_fpif_share_ratio_and_pta_sensitivity_table, afeb_table_16_1_self_assessment_briefing_sections, and far_16_401_e_4_rollover_rules_and_afdo_strategy grounded in FAR Subpart 16.4 (Incentive Contracts), FAR 16.401(e)(3) Table 16-1 (Standard Award-Fee Adjectival Ratings), FAR 16.401(e)(4) (Rollover Prohibition), & DFARS 216.405-2. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; incentive_or_award_fee_plan_and_period_metrics_text accepts 15 to 45,000 characters, while contract_fee_structure_type and evaluation_period_and_pool_context calibrate the regulatory regime and threshold assumptions). Use this tool when executing FAR Subpart 16.4 Award-Fee (CPAF) & Incentive-Fee (CPIF / FPIF) Evaluation Maximizer workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| contract_fee_structure_type | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'Combined_CPAF_Award_Fee_Adjectival_Table_16_1_And_CPIF_FPIF_Share_Ratio_PTA_Geometry'). | Combined_CPAF_Award_Fee_Adjectival_Table_16_1_And_CPIF_FPIF_Share_Ratio_PTA_Geometry |
| evaluation_period_and_pool_context | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Award-Fee Period 04 (6-Month Evaluation Pool: $1,250,000 Available Award Fee + Base Fee 2.0%)'). | Award-Fee Period 04 (6-Month Evaluation Pool: $1,250,000 Available Award Fee + Base Fee 2.0%) |
| incentive_or_award_fee_plan_and_period_metrics_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for FAR Subpart 16.4 Award-Fee (CPAF) & Incentive-Fee (CPIF / FPIF) Evaluation Maximizer (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| award_and_incentive_fee_geometry_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| cpif_fpif_share_ratio_and_pta_sensitivity_table | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| far_16_401_e_4_rollover_rules_and_afdo_strategy | No | Statutory governance protocol and actionable submission verification checklist. |
| afeb_table_16_1_self_assessment_briefing_sections | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, openWorldHint=false, and the description restates the safety profile but adds real value: authentication requirements ('requires X-RapidAPI-Key or X-SignalTender-Key'), statelessness, and input length bounds. It also enumerates the exact response fields, which exceeds what annotations convey. Minor deduction only because part of the safety statement duplicates annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded and the size is defensible for a highly technical compliance tool, but the description is a single sprawling sentence with redundancy—it repeats the full title in the usage clause ('Use this tool when executing FAR Subpart 16.4 Award-Fee ... Maximizer workflows') and lists output fields at length. Some editing would improve scannability.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given a complex regulated-domain tool with an output schema, the description covers auth, input bounds, parameter roles, output fields, and sibling alternatives. An agent has everything needed to decide when and how to call it; nothing material is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented in the schema. The description adds only marginal calibration ('contract_fee_structure_type and evaluation_period_and_pool_context calibrate the regulatory regime and threshold assumptions') and repeats the character limits already present. Baseline 3 is appropriate when the schema already carries the semantic load.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb ('Model ... share-ratio curves ... transforms periodic performance metrics into an AFEB self-assessment presentation') and resource (CPAF/CPIF/FPIF fee geometry under FAR 16.401). Explicitly distinguishes itself from sibling audit/extraction tools by naming the exact regulatory subpart and deliverable type, so an agent can discriminate it without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly says when to use it ('Use this tool when executing FAR Subpart 16.4 Award-Fee ... workflows') and names two alternatives with their domains: 'use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M shall requirement extraction'. This is textbook routing guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_capture_black_hat_reviewGenerate GovCon Black-Hat Competitive Review & Ethical Ghosting StatementsARead-onlyIdempotentInspect
Conduct a Shipley Black-Hat competitive intelligence simulation on a target solicitation and incumbent contractor, returning a Black-Hat executive assessment with unseating probability (0-100%), simulated competitor Black-Hat profiles (predicted bid strategy, pricing/wrap-rate posture, exploitable vulnerabilities, and counter-strategies), paste-ready Shipley ethical ghosting statements mapped to RFP Section L/M evaluation factors, an incumbent recompete vulnerability matrix (transition risk neutralizer, technical debt exposure, PTW wrap-rate wedge, and Contracting Officer shaping questions), and Red Team evaluator scoring triggers. This is a read-only, stateless, non-destructive capture intelligence generator (requires X-RapidAPI-Key; solicitation_and_incumbent_context_text accepts 20 to 45,000 characters, while bidder_discriminators_and_proof_points and evaluation_type_and_posture tailor ghosting prose across Best-Value Tradeoff and LPTA competitions). Use this tool when running a pre-RFP or pre-proposal Black-Hat competitive review to expose incumbent weaknesses and draft Shipley ethical ghosting language; use match_capability_statement instead for an initial Gate-1 Bid/No-Bid Pwin score, or generate_igce_price_to_win for quantitative LCAT and wrap-rate sensitivity modeling.
| Name | Required | Description | Default |
|---|---|---|---|
| evaluation_type_and_posture | No | Capture posture and source selection method (e.g., Challenger Unseating Incumbent under Best-Value Tradeoff, Incumbent Defending Recompete, or LPTA; defaults to 'Challenger_Unseating_Incumbent_Best_Value_Tradeoff'). | Challenger_Unseating_Incumbent_Best_Value_Tradeoff |
| bidder_discriminators_and_proof_points | No | Bidder's technical discriminators, proprietary accelerators, past performance metrics, socio-economic status, and wrap-rate / PTW advantages (defaults to 'Cleared_Automation_First_Team_With_Zero_Trust_cATO_And_Lower_Wrap_Rate'). | Cleared_Automation_First_Team_With_Zero_Trust_cATO_And_Lower_Wrap_Rate |
| solicitation_and_incumbent_context_text | Yes | Target RFP scope, Section M evaluation weights, incumbent contractor name/PIID, historical award ceiling, known incumbent pain points (SLA misses, turnover, legacy tech debt), and likely competitor bidders (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| competitor_black_hat_profiles | No | Simulated Black-Hat profiles for the incumbent and top challenger archetypes with exploitable vulnerabilities and counter-strategies. |
| black_hat_executive_assessment | No | High-level Black-Hat competitive intelligence summary, unseating probability, and primary win strategy. |
| red_team_evaluator_scoring_triggers | No | Concrete proof points and callout boxes designed to earn formal SSEB 'Significant Strengths' under FAR 15.305. |
| shipley_ethical_ghosting_statements | No | Paste-ready Shipley ethical ghosting statements mapped to RFP Section L/M evaluation factors. |
| incumbent_recompete_vulnerability_matrix | No | Tactical playbook neutralizing incumbent transition advantages, exposing technical debt, and shaping Q&A amendments. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/stateless/non-destructive, and the description partially repeats them, but it also adds a credential requirement ('requires X-RapidAPI-Key') that is not in the annotations or schema. It stops short of describing latency, output sizing, or any failure modes for oversized context input.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded, but the middle is one sprawling sentence with a long parenthetical list, and the safety traits are restated redundantly ('read-only, stateless, non-destructive'). The parameter character limits are repeated from the schema, adding bulk without new meaning.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex generation tool, the definition covers input shape, auth, posture variations, and intended workflow, and an output schema exists so return values need not be spelled out. Nothing an agent needs to invoke it correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% and already documents all three parameters, so the baseline is 3. The description adds genuine cross-parameter meaning by stating that `bidder_discriminators_and_proof_points` and `evaluation_type_and_posture` tailor the ghosting prose across Best-Value Tradeoff vs. LPTA, which is not evident from either field description alone.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb and resource ('Conduct a Shipley Black-Hat competitive intelligence simulation on a target solicitation and incumbent contractor') and then enumerates the concrete deliverables (unseating probability, competitor profiles, ghosting statements, vulnerability matrix, Red Team triggers). An agent can distinguish it from every sibling without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit triggering condition ('when running a pre-RFP or pre-proposal Black-Hat competitive review') plus two named alternatives with the conditions that select them: match_capability_statement for a Gate-1 Bid/No-Bid Pwin score and generate_igce_price_to_win for LCAT/wrap-rate modeling.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_cdrls_did_data_deliverablesDoD CDRL (DD Form 1423) & Data Item Description (DID) Schedule ExtractorARead-onlyIdempotentInspect
Extract all Contract Data Requirements List (CDRL / DD Form 1423) items from DoD RFPs, maps Data Item Descriptions (DIDs), Block 4 authority, submission frequencies, inspection/acceptance codes, and builds a WBS Data Delivery Calendar. Returns a strictly validated CdrlDd1423Response JSON object containing cdrl_schedule_overview, dd_form_1423_extracted_items, did_tailoring_and_delivery_calendar, and piee_wawf_and_block18_pricing_governance grounded in DFARS Subpart 227.71, DoD 5010.12-M (Procedures for the Acquisition and Management of Technical Data), & ASSIST DID Registry. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; rfp_exhibit_a_cdrl_and_pws_text accepts 15 to 45,000 characters, while contract_award_and_pop_start_context and dd1423_pricing_group_strategy calibrate the regulatory regime and threshold assumptions). Use this tool when executing DoD CDRL (DD Form 1423) & Data Item Description (DID) Schedule Extractor workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| dd1423_pricing_group_strategy | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Map DD Form 1423 Block 18 Price Groups (Group I, II, III, IV — NSP vs. Separately Priced Data CLIN)'). | Map DD Form 1423 Block 18 Price Groups (Group I, II, III, IV — NSP vs. Separately Priced Data CLIN) |
| rfp_exhibit_a_cdrl_and_pws_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for DoD CDRL (DD Form 1423) & Data Item Description (DID) Schedule Extractor (15 to 45,000 characters). | |
| contract_award_and_pop_start_context | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'Contract Award / Post-Award Conference (PAC) = Day 0; 12-Month Base Period + 4 Option Years'). | Contract Award / Post-Award Conference (PAC) = Day 0; 12-Month Base Period + 4 Option Years |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| cdrl_schedule_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| dd_form_1423_extracted_items | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| did_tailoring_and_delivery_calendar | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| piee_wawf_and_block18_pricing_governance | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, and the description largely restates them ('read-only, stateless, non-destructive'). The one real addition beyond structured fields is the auth requirement (X-RapidAPI-Key or X-SignalTender-Key); there is no disclosure of validation failure behavior, truncation handling for oversized text, or rate limits, despite the 'strictly validated' claim.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The core extraction statement is front-loaded, but the description is one dense run-on block with visible waste: the four output key names duplicate an existing output schema, the safety profile duplicates annotations, and the 'Use this tool when executing ... workflows' clause is tautological. The regulatory grounding (DFARS 227.71, DoD 5010.12-M, ASSIST) and character limits are worth keeping, but the whole could be roughly half its length.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given an output schema exists, the description need not explain return values, and it covers input bounds, auth, regulatory basis, and scope comprehensively for a complex compliance-extraction tool. The remaining hole is behavioral edge cases — what happens with under-length/over-length text or when the source contains no CDRL tables — which an agent would want before invoking.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so parameter meaning is already carried by the schema, and the description mostly repeats it ('accepts 15 to 45,000 characters'). It does add a small amount of semantics by explaining that the two context parameters 'calibrate the regulatory regime and threshold assumptions,' which clarifies their role beyond their defaults. That is baseline-plus, not materially above it.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('Extract all Contract Data Requirements List (CDRL / DD Form 1423) items from DoD RFPs') and enumerates the extraction targets (DIDs, Block 4 authority, submission frequencies, inspection/acceptance codes) plus the derived WBS Data Delivery Calendar. That is precise enough to distinguish it from the two named siblings without opening either schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly routes to alternatives with conditions: 'use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M shall requirement extraction.' The circular filler sentence 'Use this tool when executing DoD CDRL ... workflows' adds nothing, but the sibling routing is genuinely usable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_compliance_matrixGenerate Shipley RFP Compliance Matrix & Proposal OutlineARead-onlyIdempotentInspect
Shred unstructured RFP Section C (SOW/PWS), Section L (Instructions), and Section M (Evaluation Criteria) text into a numbered shall/must Requirements Traceability Matrix, Section L-to-M cross-reference map, and annotated Proposal Outline with page allocations. This is a read-only, stateless analysis operation (requires X-RapidAPI-Key; raw_text accepts 50 to 100,000 characters, and proposal_methodology selects 'shipley' [default Volume I-IV structure], 'federal_far' [FAR 15.3], or 'standard_b2b' outline conventions). Use this tool when shredding a base RFP into a compliance checklist and proposal outline; use analyze_rfp_amendment_diff instead when comparing an SF-30 amendment against a base RFP, or generate_rfp_response to draft the actual prose narrative for a specific section.
| Name | Required | Description | Default |
|---|---|---|---|
| raw_text | Yes | Raw RFP Section C (Statement of Work / PWS), Section L (Instructions to Offerors), and/or Section M (Evaluation Factors) text (50 to 100,000 characters). | |
| proposal_methodology | No | Proposal structuring methodology: 'shipley' (Shipley Associates capture standard), 'standard_b2b' (commercial enterprise RFP), or 'federal_far' (strict FAR Section L/M mapping). | shipley |
Output Schema
| Name | Required | Description |
|---|---|---|
| proposal_outline | No | Structured section-by-section proposal outline with mapped requirements, win themes, and page budgets. |
| solicitation_title | No | Inferred or stated title/scope of the RFP or Statement of Work. |
| requirements_matrix | No | Ordered list of shredded RFP requirements mapped to proposal sections and required verification evidence. |
| proposal_methodology | No | Echoed proposal methodology applied ('shipley', 'standard_b2b', or 'federal_far'). |
| submission_format_rules | No | Extracted administrative formatting, page limit, font, margin, or submission instructions that could trigger rejection if violated. |
| evaluation_criteria_weights | No | Extracted Section M or commercial evaluation scoring factors and relative weights. |
| total_mandatory_shall_count | No | Total count of mandatory ('MANDATORY_SHALL') requirements identified in the text. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive/openWorld=false, and the description goes further by disclosing the X-RapidAPI-Key auth requirement and that the operation is stateless — facts not derivable from annotations. The input bound ('50 to 100,000 characters') and default methodology behavior add operational context an agent needs before calling.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the operation and its outputs, then constraints, then routing — a logical order with no filler sentences. It is dense and long-ish for two parameters, but nearly every clause carries distinct information; only the character-range repetition is slightly redundant with the schema.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, the description needn't describe return values, and it instead covers the remaining gaps: input sources, size limits, auth, default methodology, and sibling alternatives. Nothing needed to invoke it correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% and the char range largely restates minLength/maxLength, but the description adds real semantic value for the enum by explaining what each methodology actually yields ('shipley' default Volume I-IV structure, 'federal_far' FAR 15.3, 'standard_b2b' commercial conventions) rather than just listing tokens.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Names a specific verb+resource ('Shred unstructured RFP Section C ... Section L ... Section M text') and enumerates the three concrete artifacts produced: a numbered Requirements Traceability Matrix, an L-to-M cross-reference map, and an annotated proposal outline. It also explicitly distinguishes itself from two named siblings, so an agent can route without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
States positively when to use it ('shredding a base RFP into a compliance checklist and proposal outline') and gives two explicit exclusions with the condition that selects each: 'analyze_rfp_amendment_diff' for SF-30 amendment comparison and 'generate_rfp_response' for drafting section prose.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_cost_accounting_cas_ds2Audit CAS Coverage (Modified vs. Full CAS) & Draft CASB Form DS-1 Disclosure SectionsARead-onlyIdempotentInspect
Determine Cost Accounting Standards (CAS / 48 CFR Chapter 99) exemptions vs. Modified CAS ($2M trigger contract / < $50M net CAS-covered awards) vs. Full CAS (>= $50M net CAS-covered awards or single award >= $50M) under FAR 52.230-1 through 52.230-6, audit contractor cost accounting practices against CAS 401, CAS 402, CAS 405, CAS 406, CAS 410 (Total Cost Input vs. Value-Added G&A base), and CAS 418, and generate paste-ready CASB Form DS-1 Disclosure Statement Continuation Sheet narratives across Parts I, II, III, IV, and VII plus FAR 52.230-6 General Dollar Magnitude (GDM) cost-impact governance rules. This is a read-only, stateless, non-destructive GovCon cost accounting compliance and disclosure generator (requires X-RapidAPI-Key; contractor_accounting_and_awards_profile accepts 20 to 45,000 characters, while target_cas_coverage_and_ds_form and g_and_a_allocation_base_preference calibrate Modified vs. Full CAS audits and CAS 410 G&A base distortion checks). Use this tool when determining FAR Part 30 CAS coverage tiers, auditing CAS 401-420 compliance, or drafting a CASB Form DS-1 Disclosure Statement; use audit_dcaa_accounting_sf1408 instead for pre-award Standard Form 1408 accounting system surveys, or generate_igce_price_to_win for proposal LCAT wrap-rate pricing.
| Name | Required | Description | Default |
|---|---|---|---|
| target_cas_coverage_and_ds_form | No | Target CAS coverage evaluation and disclosure form (CAS Exemption Audit, Modified CAS 401/402/405/406, Full CAS 19 Standards, or CASB DS-1 / DS-2 Disclosure Statement preparation; defaults to 'Full_CAS_19_Standards_Transition_And_CASB_DS1_Disclosure_Statement'). | Full_CAS_19_Standards_Transition_And_CASB_DS1_Disclosure_Statement |
| g_and_a_allocation_base_preference | No | CAS 410 G&A allocation base preference (Total Cost Input [TCI], Value-Added Cost Input excluding direct material/subcontracts, or Single Element Cost Input; defaults to 'Evaluate_Total_Cost_Input_TCI_vs_Value_Added_Base_Under_CAS_410'). | Evaluate_Total_Cost_Input_TCI_vs_Value_Added_Base_Under_CAS_410 |
| contractor_accounting_and_awards_profile | Yes | Contractor business size status, prior/current year net CAS-covered awards, contract types, direct vs. indirect charging rules, Fringe/Overhead/G&A pool structures, and pass-through subcontract volume (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| core_cas_standards_compliance_audit | No | Audit of CAS 401, CAS 402, CAS 405, CAS 406, CAS 410, and CAS 418 compliance against DCAA CAM Chapter 8. |
| casb_ds1_disclosure_statement_sections | No | Paste-ready CASB Form DS-1 Disclosure Statement Continuation Sheet narratives across Parts I, II, III, IV, and VII. |
| cas_applicability_and_coverage_determination | No | 48 CFR 9903 CAS exemption vs. Modified CAS vs. Full CAS determination and FAR 52.230 clause mapping. |
| far_52_230_6_cost_impact_and_change_governance | No | FAR 52.230-6 60-day CFAO advance notice rules and General Dollar Magnitude (GDM) cost-impact governance. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the description's "read-only, stateless, non-destructive" restates structured data. The one genuine addition is the auth requirement ("requires X-RapidAPI-Key"), and it reiterates the schema's character bounds rather than disclosing anything new about invocation behavior or output shaping.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded, but the core content is delivered as one sprawling run-on sentence with stacked parentheticals (dollar thresholds, CAS numbers, TCI-vs-Value-Added asides) that are hard to parse. The single-sentence usage/routing clause at the end is efficient; the middle is dense and could be broken into scannable clauses without losing content.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need not be explained. Between the CAS tier thresholds, the covered standards, the DS-1 parts, the GDM governance angle, the auth requirement, and routing to two alternatives, an agent has everything needed to decide and call correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
With 100% schema description coverage, the schema already documents all three parameters, including the 20–45,000 character range restated verbatim in the description. The description does add framing that the two optional params calibrate Modified vs. Full CAS audits and CAS 410 G&A base distortion, which is modest added value beyond the schema text — the baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a precise verb+resource set: determining CAS exemption vs. Modified CAS vs. Full CAS coverage, auditing practices against CAS 401/402/405/406/410/418, and generating CASB Form DS-1 narratives and GDM rules. It is unmistakably distinct from siblings like `audit_dcaa_accounting_sf1408` (SF 1408 surveys) and `generate_igce_price_to_win` (LCAT wrap rates), which are named explicitly.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit triggering conditions are given ("Use this tool when determining FAR Part 30 CAS coverage tiers, auditing CAS 401-420 compliance, or drafting a CASB Form DS-1") plus two named alternatives with the conditions that select them. Nothing about tool selection is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_cpars_past_performanceGenerate Shipley Volume III Past Performance & CPARS CitationsARead-onlyIdempotentInspect
Transform unstructured project histories, prior contract summaries, and CPARS excerpts into Shipley Section L/M Past Performance Volume III citations with predicted DoD Source Selection Relevance ('Very Relevant' to 'Not Relevant') and Performance Confidence ratings, Scope/Magnitude/Complexity matrices, FAR 42.1503 5-Factor CPARS narratives, and Context-Challenge-Action-Result (CCAR) blocks. This is a read-only, stateless generative evaluation call where relevance/confidence ratings are model-inferred against Section M criteria (requires X-RapidAPI-Key; rfp_section_l_m_requirements and project_history_text accept up to 100,000 characters, and optional bidder_role_and_context calibrates Prime vs. Subcontractor/JV attribution and page budgets). Use this tool when building Volume III Past Performance contract citations and CPARS questionnaires; use generate_rfp_response instead for Volume I Technical Approach prose, or match_key_personnel for individual staff resumes.
| Name | Required | Description | Default |
|---|---|---|---|
| project_history_text | Yes | Unstructured prior contract summaries, internal project delivery notes, or official CPARS evaluation excerpts (contract numbers, agencies, dollar values, FTEs, KPIs, and technical accomplishments). | |
| bidder_role_and_context | No | Optional pursuit context specifying Prime vs. Subcontractor citation mix, Joint Venture / SBA Mentor-Protege structure (13 CFR 125.8), or Volume III page-limit constraints. | Prime Offeror submitting 3 Past Performance citations (2 Prime contracts + 1 Major Subcontractor contract) for a Federal / DoD best-value trade-off solicitation. |
| rfp_section_l_m_requirements | Yes | Target RFP Section L (Volume III Past Performance instructions, recency window, minimum annual/total dollar value, max citations), Section M (relevance evaluation criteria), and Section C/PWS core task areas. |
Output Schema
| Name | Required | Description |
|---|---|---|
| volume_summary | No | Executive Past Performance Volume III summary, DoD Confidence rating prediction, and ready-to-paste Volume Introduction. |
| past_performance_citations | No | List of Shipley-formatted Past Performance citations with Relevance ratings, Scope/Magnitude/Complexity matrices, and CPARS narratives. |
| relevance_gaps_and_mitigations | No | Evaluator risk audit of potential Relevance gaps paired with FAR 15.305(a)(2) mitigation language. |
| ppq_and_cor_interview_prep_checklist | No | Actionable checklist for preparing Past Performance Questionnaires (PPQs) and briefing Contracting Officer Representatives (CORs) before government reference checks. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the readOnly/idempotent annotations, it discloses that this is a stateless generative call, that relevance and confidence ratings are model-inferred against Section M criteria, and that an X-RapidAPI-Key is required. Those are decision-relevant behaviors (unverified model output, auth prerequisite) that annotations alone do not convey.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the deliverable, then behavior, then routing - a sensible order. The first sentence is a heavily overloaded list that could be split, which costs a point, but there is no filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Covers the auth requirement, input size constraints, optional calibration parameter, model-inference caveat, and sibling boundaries; output details are covered by the output schema, so nothing critical is missing for correct invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3. The description still adds value by explaining what bidder_role_and_context calibrates (Prime vs. Subcontractor/JV attribution and page budgets) and by restating the 100,000-character ceiling, though the latter duplicates the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb, resource, and artifact set (Shipley Volume III Past Performance/CPARS citations) and names the siblings it is not (generate_rfp_response, match_key_personnel). An agent can route to it without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly says 'Use this tool when building Volume III Past Performance contract citations and CPARS questionnaires' and then names two alternatives with the conditions that select them. When-to-use and when-not-to-use are both present.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_cui_marking_distribution_planControlled Unclassified Information (CUI / 32 CFR 2002 & DoDI 5200.48) Handling PlanARead-onlyIdempotentInspect
Analyze deliverables against the NARA CUI Registry, 32 CFR Part 2002, and DoDI 5200.48 to generate exact CUI banner/portion markings, DoD Distribution Statements (A–F), and a CUI Sanitization & Spill Response SOP. Returns a strictly validated CuiMarkingPlanResponse JSON object containing cui_registry_governance_overview, deliverable_cui_banner_and_distribution_matrix, portion_marking_and_designation_indicator_blocks, and nist_800_88_sanitization_and_spill_response_sop grounded in 32 CFR Part 2002 (NARA CUI Program), DoDI 5200.48 (Controlled Unclassified Information), DoDI 5230.24 (Distribution Statements), & NIST SP 800-88 Rev. 1. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; deliverables_and_security_classification_guide_text accepts 15 to 45,000 characters, while cui_authority_framework and controlling_dod_office_and_ldc_context calibrate the regulatory regime and threshold assumptions). Use this tool when executing Controlled Unclassified Information (CUI / 32 CFR 2002 & DoDI 5200.48) Handling Plan workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| cui_authority_framework | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to '32_CFR_Part_2002_NARA_CUI_Registry_DoDI_5200_48_And_DoDI_5230_24_Distribution_Statements'). | 32_CFR_Part_2002_NARA_CUI_Registry_DoDI_5200_48_And_DoDI_5230_24_Distribution_Statements |
| controlling_dod_office_and_ldc_context | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Controlling DoD Office: AFLCMC/HNC (Hanscom AFB, MA) | Limited Dissemination Controls: NOFORN, FEDCON, DL ONLY'). | Controlling DoD Office: AFLCMC/HNC (Hanscom AFB, MA) | Limited Dissemination Controls: NOFORN, FEDCON, DL ONLY |
| deliverables_and_security_classification_guide_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for Controlled Unclassified Information (CUI / 32 CFR 2002 & DoDI 5200.48) Handling Plan (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| cui_registry_governance_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| deliverable_cui_banner_and_distribution_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| nist_800_88_sanitization_and_spill_response_sop | No | Statutory governance protocol and actionable submission verification checklist. |
| portion_marking_and_designation_indicator_blocks | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the annotations (read-only, non-destructive, idempotent), the description adds critical context: it is stateless, requires an X-RapidAPI-Key or X-SignalTender-Key, enforces input character limits, returns a strictly validated `CuiMarkingPlanResponse` JSON object with named sections, and describes how the auxiliary parameters calibrate the analysis. No contradictions with annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose is front-loaded and the structure is logical: purpose, output fields, legal grounding, behavioral traits, and usage alternatives. However, the description is lengthy and repeats the same regulatory citations (32 CFR Part 2002, DoDI 5200.48) multiple times, which slightly dilutes conciseness.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity and the presence of an output schema, the description still provides everything an agent needs: purpose, output structure, input roles, authentication requirements, character limits, stateless behavior, and clear sibling alternatives. Nothing essential is missing for correct invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the schema already documents parameter purposes, defaults, and min/max lengths. The description adds only a vague note that `cui_authority_framework` and `controlling_dod_office_and_ldc_context` 'calibrate the regulatory regime and threshold assumptions,' which largely duplicates the schema's descriptions. Baseline 3 is appropriate when schema does the heavy lifting.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb (analyze) and resource (deliverables against CUI regulations), then names the exact artifacts produced: CUI banner/portion markings, DoD Distribution Statements (A–F), and a CUI Sanitization & Spill Response SOP. It clearly distinguishes itself from sibling tools by naming `scan_far_dfars_clauses` and `generate_compliance_matrix` as alternatives for different scopes.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use this tool: 'Use this tool when executing Controlled Unclassified Information (CUI / 32 CFR 2002 & DoDI 5200.48) Handling Plan workflows.' It then names two sibling alternatives and the specific cases where each should be used instead, leaving no ambiguity about routing.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_data_rights_assertion_tableGenerate DFARS 252.227-7017 & FAR 52.227-14 IP & Data Rights Assertion TableARead-onlyIdempotentInspect
Audit software components, AI/ML models and weights, firmware, technical data packages, and CDRL deliverables by development funding history (100% private expense, SBIR/STTR, mixed funding, or government-funded) to generate a 4-column DFARS 252.227-7017 Data Rights Assertion Table, verbatim DFARS 252.227-7013/7014/7018 and FAR 52.227-14 restrictive marking legends, a 10 U.S.C. 4401 Modular Open Systems Approach (MOSA) boundary and DFARS 252.227-7027 deferred-ordering protection plan, and a pre-award IP negotiation checklist. This is a read-only, stateless, non-destructive Government Contracts IP compliance generator (requires X-RapidAPI-Key; software_modules_and_cdrl_deliverables_text accepts 20 to 45,000 characters, while governing_acquisition_regime and modular_open_systems_approach_mosa_context calibrate DoD DFARS vs. Civilian FAR data rights rules and 10 U.S.C. 4401 open interface boundaries). Use this tool when building a proposal's DFARS 252.227-7017 / FAR 52.227-14 Data Rights Assertion Table, verbatim restrictive legends, or MOSA IP segregation plan; use generate_sbir_sttr_commercialization instead for full SBIR/STTR Phase I-III work plans, or scan_far_dfars_clauses for general Section I FAR/DFARS clause scanning.
| Name | Required | Description | Default |
|---|---|---|---|
| governing_acquisition_regime | No | Applicable IP clause framework: DoD DFARS 252.227-7013/7014/7015/7017/7018 (SBIR) or Civilian FAR 52.227-14 / 52.227-19 (defaults to 'DoD_DFARS_252_227_7013_7014_7015_7017_And_7018'). | DoD_DFARS_252_227_7013_7014_7015_7017_And_7018 |
| modular_open_systems_approach_mosa_context | No | 10 U.S.C. 4401 Modular Open Systems Approach (MOSA) interface strategy separating open APIs/form-fit-function data from proprietary source code and model weights (defaults to 'MOSA_Open_API_Boundary_Preserving_Proprietary_Core_Algorithms'). | MOSA_Open_API_Boundary_Preserving_Proprietary_Core_Algorithms |
| software_modules_and_cdrl_deliverables_text | Yes | Inventory of software components, AI/ML models, weights, firmware, technical data packages, and CDRL deliverables with their development funding history (100% private expense, mixed funding, SBIR/STTR, or government-funded; 20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| ip_strategy_executive_overview | No | Executive summary of the data rights assertion posture, background IP protection, and MOSA alignment. |
| dfars_252_227_7017_assertion_table | No | Complete 4-column DFARS 252.227-7017 Identification and Assertion of Use, Release, or Disclosure Restrictions table. |
| pre_award_ip_negotiation_checklist | No | Pre-award checklist for submitting the signed DFARS 252.227-7017 attachment with the proposal and negotiating Specially Negotiated License Rights. |
| restrictive_marking_and_legend_templates | No | Verbatim DFARS/FAR restrictive legends and placement instructions for source code, binaries, and technical data deliverables. |
| mosa_and_deferred_ordering_protection_plan | No | 10 U.S.C. § 4401 MOSA interface boundary plan, black-box encapsulation strategy, and DFARS 252.227-7027/7037 audit defense. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare read-only, idempotent, non-destructive, and closed-world, so safety needs little defense. The description adds genuinely new operational facts: an X-RapidAPI-Key is required and the call is stateless. It does not discuss determinism of generated legal legends or edge-case handling, which would be the remaining useful detail given the compliance stakes.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and output inventory are front-loaded, which is good, but the parenthetical re-specifies character limits, the third parameter's accepted range, and the optional parameters' roles — all already in the schema. The result is a dense, hyphen-heavy block where a sentence of redundant detail dilutes the routing guidance.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need no explanation, and annotations are rich. The description still covers the auth key, statelessness, input-size bounds, and the full set of generated artifacts — enough for an agent to call it correctly. Only nuance around determinism or input-token expectations is absent.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description's parenthetical about how `governing_acquisition_regime` and `modular_open_systems_approach_mosa_context` 'calibrate' DoD vs. Civilian rules and 10 U.S.C. 4401 boundaries largely restates the schema's own parameter descriptions, adding only light framing about how the two axes interact.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (audit / generate) and a highly specific resource: a 4-column DFARS 252.227-7017 Data Rights Assertion Table plus DFARS/FAR restrictive legends and a MOSA boundary plan. The artifact produced is unmistakable, and no sibling tool produces an IP assertion table, so it is trivially distinguishable.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use it ('when building a proposal's DFARS 252.227-7017 / FAR 52.227-14 Data Rights Assertion Table, verbatim restrictive legends, or MOSA IP segregation plan') and names two alternatives with their distinct scopes. Each routing condition maps to a concrete deliverable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_doe_national_lab_mando_subcontractDOE / NNSA National Lab M&O Subcontract & DEAR (48 CFR Ch. 9) Compliance AuditorARead-onlyIdempotentInspect
Audit DOE/NNSA Management & Operating (M&O) National Laboratory solicitations (Sandia, LANL, ORNL, LLNL) for DEAR 48 CFR 952/970 clauses, Q-Clearance / L-Clearance requirements, Foreign National Unclassified Visits (DOE O 142.3B), and patent waivers. Returns a strictly validated DoeDearSubcontractResponse JSON object containing doe_national_lab_subcontract_overview, dear_48_cfr_952_970_clause_audit_matrix, q_l_clearance_foci_and_doe_o_142_3b_controls, and patent_rights_and_crada_tech_transfer_strategy grounded in 48 CFR Chapter 9 (DEAR Parts 952 & 970), 10 CFR Part 710 (Q/L Access Authorizations), DOE O 142.3B, & DOE O 470.4B. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; doe_national_lab_rfp_and_dear_clauses_text accepts 15 to 45,000 characters, while target_national_lab_and_mando_prime and clearance_and_ip_posture calibrate the regulatory regime and threshold assumptions). Use this tool when executing DOE / NNSA National Lab M&O Subcontract & DEAR (48 CFR Ch. 9) Compliance Auditor workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| clearance_and_ip_posture | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'DOE Q-Clearance / L-Clearance Cross-Over from DoD TS/Secret + Domestic Small Business Patent Retention (DEAR 952.227-11)'). | DOE Q-Clearance / L-Clearance Cross-Over from DoD TS/Secret + Domestic Small Business Patent Retention (DEAR 952.227-11) |
| target_national_lab_and_mando_prime | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'Sandia_National_Laboratories_NTESS_And_Los_Alamos_National_Lab_Triad_NNSA'). | Sandia_National_Laboratories_NTESS_And_Los_Alamos_National_Lab_Triad_NNSA |
| doe_national_lab_rfp_and_dear_clauses_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for DOE / NNSA National Lab M&O Subcontract & DEAR (48 CFR Ch. 9) Compliance Auditor (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| doe_national_lab_subcontract_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| dear_48_cfr_952_970_clause_audit_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| q_l_clearance_foci_and_doe_o_142_3b_controls | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| patent_rights_and_crada_tech_transfer_strategy | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare read-only, idempotent, non-destructive behavior, but the description adds useful operational context: it is stateless, requires an API key, and enforces a 15–45,000 character input range. It also identifies the validated response object and grounding regulations, though it does not discuss rate limits or performance characteristics.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is long but front-loaded with purpose, regulatory scope, output shape, and usage guidance. Some regulatory detail and repeated title phrasing are dense, but the length is defensible for a highly specialized compliance auditor.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the complex regulatory domain, rich schema, annotations, and output schema, the description provides enough context for correct invocation. It covers scope, output fields, grounding authorities, input constraints, authentication, and sibling alternatives.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the parameter semantics are already well documented. The description reiterates the primary text length range and says the target/clearance parameters calibrate the regulatory regime, but adds little beyond what the schema descriptions already provide.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description gives a specific verb and resource: auditing DOE/NNSA National Lab M&O solicitations for DEAR, clearance, foreign-visit, and patent-waiver requirements. It clearly distinguishes this specialized DOE/DEAR audit from general FAR/DFARS and Section L/M tools by naming the exact regulatory regimes and output object.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly states when to use the tool for DOE/NNSA National Lab M&O subcontract and DEAR compliance workflows. It also names alternatives (`scan_far_dfars_clauses` for general FAR/DFARS flow-down and `generate_compliance_matrix` for general Section L/M extraction), providing clear routing guidance.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_evms_ipmdr_variance_analysisCalculate EVMS Metrics (CPI, SPI, TCPI, IEAC) & Generate IPMDR Format 5 NarrativesARead-onlyIdempotentInspect
Calculate Earned Value Management System (EVMS) performance indices (CV, CV%, SV, SV%, CPI, SPI, TCPI_BAC, VAC, and 3-method Independent Estimate at Completion [IEAC]) across Work Breakdown Structure (WBS) Control Accounts under DFARS 252.234-7001/7002, FAR 52.234-4, and NDIA EIA-748-D (32 Guidelines), and generate ready-to-submit DI-MGMT-81861C IPMDR Format 5 Root-Cause Variance Analysis (isolating Rate vs. Usage and Schedule drivers), Critical Path impact assessments, and Control Account Manager (CAM) Corrective Action Plans with Estimated Completion Dates (ECDs). This is a read-only, stateless, non-destructive earned-value calculation and CDRL narrative generator (requires X-RapidAPI-Key; wbs_control_account_metrics_text accepts 20 to 45,000 characters, while variance_reporting_thresholds and evms_reporting_standard calibrate CDRL breach flags and EIA-748 Management Reserve / baseline integrity audits). Use this tool when computing WBS Control Account CPI/SPI/TCPI/IEAC metrics and drafting monthly IPMR/IPMDR Format 5 Variance Analysis CDRL narratives; use audit_dcaa_accounting_sf1408 instead for pre-award DCAA SF 1408 accounting system adequacy, or generate_quality_assurance_qasp for FAR 37.6 QASP and SLA surveillance matrices.
| Name | Required | Description | Default |
|---|---|---|---|
| evms_reporting_standard | No | Target EVMS reporting DID and standard (DI-MGMT-81861C IPMDR Format 5, DFARS 252.234-7002, and EIA-748-D 32 Guidelines; defaults to 'DI_MGMT_81861C_IPMDR_Format_5_And_EIA_748_D_32_Guidelines'). | DI_MGMT_81861C_IPMDR_Format_5_And_EIA_748_D_32_Guidelines |
| variance_reporting_thresholds | No | Contract CDRL variance reporting thresholds (e.g., +/- 10% and +/- $50,000 current period or cumulative CV/SV; defaults to 'Plus_Minus_10_Percent_And_50000_USD_Cumulative_Format_5'). | Plus_Minus_10_Percent_And_50000_USD_Cumulative_Format_5 |
| wbs_control_account_metrics_text | Yes | WBS Control Account metrics (BCWS/PV, BCWP/EV, ACWP/AC, BAC), technical/schedule/rate variance drivers, Management Reserve (MR) balance, and contract reporting thresholds (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| evms_executive_program_summary | No | Program-level EVMS rollup, CPI/SPI/TCPI realism check, and EIA-748 compliance overview. |
| ieac_and_baseline_integrity_audit | No | 3-method Independent Estimate at Completion (IEAC) comparison, Management Reserve audit, and EIA-748 baseline integrity controls. |
| control_account_format_5_narratives | No | Ready-to-submit IPMDR Format 5 Variance Analysis narratives with Root Cause, Impact, and CAM Corrective Action Plans for each WBS Control Account. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Adds genuinely non-schema context: requires an X-RapidAPI-Key, and states the tool is read-only, stateless and non-destructive (partially redundant with annotations, but the auth requirement and statelessness are real value-adds). It also explains how thresholds and the reporting standard drive breach flags and MR/baseline audits. It does not, however, describe output size limits or failure behavior for out-of-range input.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the purpose sentence, then the behavioral clause, then the routing guidance — a sensible order. It is dense with acronyms and the first sentence runs very long, with character-limit details that the schema already encodes, but almost no sentence is pure filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be explained. The description still supplies the auth requirement, the calibration semantics of the two optional controls, and explicit routing to two relevant siblings — everything an agent needs to invoke it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3; the description goes beyond it by explaining the intent of `variance_reporting_thresholds` (calibrates CDRL breach flags) and `evms_reporting_standard` (drives EIA-748 Management Reserve and baseline integrity audits), which the schema only states as examples/defaults. The 20–45,000 character bound is repeated from the schema rather than adding meaning.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States specific verbs (calculate, generate) against specific resources (EVMS indices CV/SV/CPI/SPI/TCPI/VAC/IEAC, IPMDR Format 5 narratives, CAM corrective action plans) and anchors them to named standards (DFARS 252.234-7001/7002, EIA-748-D, DI-MGMT-81861C). An agent can immediately distinguish this from the audit/QA siblings.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states 'Use this tool when computing WBS Control Account CPI/SPI/TCPI/IEAC metrics and drafting monthly IPMR/IPMDR Format 5 narratives', then names two alternatives (audit_dcaa_accounting_sf1408, generate_quality_assurance_qasp) with the conditions that select them. Both when-to-use and when-not-to-use are covered.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_fedramp_equivalency_body_of_evidenceDoD FedRAMP Moderate Equivalency (2024 DoD CIO Memo) & 3PAO Body of Evidence AuditorARead-onlyIdempotentInspect
Audit cloud service offerings against the DoD CIO FedRAMP Moderate Equivalency Memorandum (100% 3PAO assessment, zero unmitigated high/moderate POA&Ms, KSIs) and generates a complete Cloud Equivalency Body of Evidence (BoE) checklist. Returns a strictly validated FedrampEquivalencyResponse JSON object containing dod_cio_equivalency_overview, body_of_evidence_boe_8_artifact_checklist, three_pao_100_pct_and_zero_poam_remediation_matrix, and dibcs_72hr_incident_reporting_and_prime_verification grounded in DoD CIO Memorandum 'Federal Risk and Authorization Management Program Moderate Equivalency for Cloud Service Provider's Cloud Service Offerings' (Jan 2, 2024) & DFARS 252.204-7012(b)(2)(ii)(D). This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; cloud_service_offering_and_3pao_posture_text accepts 15 to 45,000 characters, while target_equivalency_standard and underlying_iaas_and_fips_posture calibrate the regulatory regime and threshold assumptions). Use this tool when executing DoD FedRAMP Moderate Equivalency (2024 DoD CIO Memo) & 3PAO Body of Evidence Auditor workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| target_equivalency_standard | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'DoD_CIO_Jan_2024_FedRAMP_Moderate_Equivalency_Memo_DFARS_252_204_7012_c_d_And_FedRAMP_Rev5'). | DoD_CIO_Jan_2024_FedRAMP_Moderate_Equivalency_Memo_DFARS_252_204_7012_c_d_And_FedRAMP_Rev5 |
| underlying_iaas_and_fips_posture | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Hosted on AWS GovCloud (US) FedRAMP High JAB P-ATO; FIPS 140-3 Validated Cryptographic Modules'). | Hosted on AWS GovCloud (US) FedRAMP High JAB P-ATO; FIPS 140-3 Validated Cryptographic Modules |
| cloud_service_offering_and_3pao_posture_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for DoD FedRAMP Moderate Equivalency (2024 DoD CIO Memo) & 3PAO Body of Evidence Auditor (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| dod_cio_equivalency_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| body_of_evidence_boe_8_artifact_checklist | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| three_pao_100_pct_and_zero_poam_remediation_matrix | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| dibcs_72hr_incident_reporting_and_prime_verification | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover readOnly/idempotent/non-destructive/openWorld=false, yet the description adds genuinely new operational facts: statelessness, the required auth header (X-RapidAPI-Key or X-SignalTender-Key), the 15–45,000 character input band, and that output is a strictly validated typed JSON object. It does not state rate limits or failure modes, so not a 5, but this is well above the annotation bar.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the core purpose, which is good, but the full title 'DoD FedRAMP Moderate Equivalency (2024 DoD CIO Memo) & 3PAO Body of Evidence Auditor' is repeated verbatim mid-description and the signature sentence is a 100+ word run-on packing four output keys plus two citations. Dense and partly redundant content is carried over from the title rather than earning its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given an output schema exists, return values need not be explained, yet the four sections are still named; auth, input bounds, statelessness and sibling alternatives are all covered. Completeness is only slightly short of full because the practical effect of the two calibration parameters on the resulting BoE remains unstated.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3. The description adds modest semantic value by saying `target_equivalency_standard` and `underlying_iaas_and_fips_posture` 'calibrate the regulatory regime and threshold assumptions' and by restating the input length range, but it clarifies little about how these fields change the generated BoE beyond what the schema defaults already imply.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb pair ('audit' cloud offerings / 'generates' a BoE checklist) against a named, dated authority (DoD CIO FedRAMP Moderate Equivalency Memo, Jan 2 2024, DFARS 252.204-7012(b)(2)(ii)(D)) and enumerates the four output sections. An agent can distinguish this from generate_ato_rmf_package or audit_supply_chain_scrm without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly routes away from siblings: 'use `scan_far_dfars_clauses` instead for general FAR/DFARS clause flow-down audits, or `generate_compliance_matrix` for general Section L/M shall requirement extraction.' The positive trigger ('use this tool when executing ... workflows') is largely circular, restating the tool name rather than naming a concrete situation, which keeps it short of a 5.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_gsa_mas_offerGenerate GSA MAS Schedule SIN Mapping, 0.75% IFF Rate Card & PRC Compliance PackageARead-onlyIdempotentInspect
Map commercial labor rate cards, software/cloud SKUs, commercial discounting practices, and past project histories into a GSA Multiple Award Schedule (MAS) Large Category F (IT) eOffer or eMod package containing a Special Item Number (SIN) mapping matrix (54151S, 54151HACS, 518210C, 511210, OLM), a GSA Price Proposal Template (PPT) ceiling rate card grossed up for the 0.75% Industrial Funding Fee (Net / 0.9925) with 5-year GSAR 552.238-118 EPA escalation, GSAR 552.238-81 Price Reductions Clause (PRC) / Most Favored Customer (MFC) guardrails, CSP-1 vs. Transactional Data Reporting (TDR) pathway recommendations, and a ready-to-submit SCP-FSS-001 proposal narrative. This is a read-only, stateless, non-destructive compliance and pricing generator (requires X-RapidAPI-Key; commercial_catalog_and_lcat_rates accepts 20 to 45,000 characters and corporate_experience_and_project_context accepts 20 to 35,000 characters). Use this tool when preparing a GSA Multiple Award Schedule (MAS) eOffer, SIN addition eMod, or GSAR 552.238-81 Price Reductions Clause (PRC) / MFC audit; use generate_igce_price_to_win instead for single-RFP IGCE wrap-rate and Price-to-Win modeling, or match_key_personnel to tailor individual candidate resumes to LCAT minimums.
| Name | Required | Description | Default |
|---|---|---|---|
| submission_type | No | Submission mode: 'New_GSA_MAS_Offer' (default, full SCP-FSS-001 eOffer package) or 'Add_SIN_or_EPA_Price_Mod' (GSA eMod SIN addition or GSAR 552.238-118 Economic Price Adjustment). | New_GSA_MAS_Offer |
| pricing_disclosure_pathway | No | GSA MAS pricing disclosure pathway: 'CSP-1_Traditional_PRC' (traditional Commercial Sales Practices with Most Favored Customer tracking), 'TDR_Transactional_Data_Reporting' (GSAR 552.238-81 Alt I TDR exemption), or 'Auto_Recommend' (default). | Auto_Recommend |
| commercial_catalog_and_lcat_rates | Yes | Commercial Price List (CPL), LCAT titles, hourly rates, minimum education/years of experience, software/SaaS SKUs, and standard commercial discounting practices (20 to 45,000 characters). | |
| corporate_experience_and_project_context | Yes | Past project experience for SCP-FSS-001 Factor 4 (1-2 completed projects per target SIN), target GSA IT/Cyber SINs (`54151S`, `54151HACS`, `518210C`), and commercial customer classes (20 to 35,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| sin_mapping_matrix | No | Structured GSA MAS Special Item Number (SIN) mapping matrix (`54151S`, `54151HACS`, `518210C`, `OLM`, etc.) with Factor 4 relevant project narratives. |
| gsa_lcat_iff_price_list | No | GSA MAS Price Proposal Template (PPT) table with minimum education/experience, CPL rate, Net rate, 0.75% IFF ceiling rate (`Net / 0.9925`), and 5-year EPA progression. |
| gsa_mas_readiness_score | No | Overall GSA eOffer / eMod readiness score (0-100) under SCP-FSS-001. |
| iff_and_epa_pricing_summary | No | Executive summary of the 0.75% Industrial Funding Fee (IFF) gross-up (`Net / 0.9925`), proposed GSA discount off CPL, and 5-year GSAR 552.238-118 EPA escalation. |
| recommended_pricing_pathway | No | Recommended GSA pricing disclosure pathway (TDR Transactional Data Reporting vs. CSP-1 Traditional Most Favored Customer) with rationale. |
| prc_and_mfc_compliance_guardrails | No | GSAR 552.238-81 Price Reductions Clause (PRC) and Most Favored Customer (MFC) Basis of Award guardrails and safe-harbor exemptions. |
| ready_to_submit_scp_fss_001_narrative | No | Authoritative, paste-ready SCP-FSS-001 Administrative, Technical (Factor 1 Corporate Experience, Factor 2 Past Performance, Factor 3 Quality Control, Factor 4 Relevant SIN Experience), and Price Proposal narrative for GSA eOffer / eMod. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, and the description largely restates that ('read-only, stateless, non-destructive'), which earns no credit. It does add genuinely useful non-annotation context: an X-RapidAPI-Key is required and the two required string inputs have character bounds. However, it says nothing about latency, whether output is a generated document vs. inline text, or failure modes — notable given the tool's complexity.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is front-loaded with the core action and output artifacts before the constraints and alternatives, and every clause carries information. It is dense — the opening sentence stacks a long enumeration of deliverables — but no sentence is filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists so return values need no explanation, yet the description still enumerates deliverables, states the auth requirement, gives input size bounds, and routes to alternatives. For a complex, high-stakes compliance generator, an agent has everything needed to call it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100% and both enum parameters are documented in the schema, so the baseline is 3. The description's parameter-related content (character limits, SIN lists, catalog contents) duplicates the schema rather than adding new semantics for submission_type or pricing_disclosure_pathway beyond what the enums already convey.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb (Map) over concrete resources (labor rate cards, SKUs, discounting practices, past projects) and names the exact output artifacts (SIN matrix, PPT ceiling rate card with 0.75% IFF gross-up, PRC guardrails, SCP-FSS-001 narrative). It explicitly distinguishes itself from generate_igce_price_to_win and match_key_personnel, so an agent can route without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It states the triggering scenarios directly (GSA MAS eOffer, SIN addition eMod, GSAR 552.238-81 PRC/MFC audit) and names two alternative tools with the conditions that select them. Nothing about when-to-use or when-not-to-use is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_gsa_tdr_quarterly_sales_iff_reconcilerGSA FAS Sales Reporting Portal (SRP), TDR Line-Item & IFF CAV/IOA Audit ReconcilerARead-onlyIdempotentInspect
Audit commercial vs. GSA Schedule invoices to separate Open-Market vs. Schedule sales, calculate quarterly 0.75% IFF remittance, validate Transactional Data Reporting (TDR) 16-field data elements, and prepare for a GSA IOA Contractor Assistance Visit (CAV). Returns a strictly validated GsaTdrIffAuditResponse JSON object containing gsa_srp_and_iff_reconciliation_overview, invoice_schedule_vs_open_market_classification_table, tdr_16_field_validation_and_ioa_cav_checklist, and iff_remittance_calendar_and_price_reductions_safe_harbor grounded in GSAR 552.238-80 (Industrial Funding Fee and Sales Reporting — 0.75% IFF within 30 days of quarter close), GSAR 552.238-81 (TDR), & GSA IOA Contractor Assistance Visit (CAV) Guide. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; quarterly_invoice_ledger_and_gsa_contract_text accepts 15 to 45,000 characters, while gsa_reporting_regime and reporting_quarter_and_sins calibrate the regulatory regime and threshold assumptions). Use this tool when executing GSA FAS Sales Reporting Portal (SRP), TDR Line-Item & IFF CAV/IOA Audit Reconciler workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| gsa_reporting_regime | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'GSAR_552_238_80_IFF_0_75_Pct_GSAR_552_238_81_TDR_16_Data_Elements_And_IOA_CAV_Readiness'). | GSAR_552_238_80_IFF_0_75_Pct_GSAR_552_238_81_TDR_16_Data_Elements_And_IOA_CAV_Readiness |
| reporting_quarter_and_sins | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'FY2026 Q4 (July 1 – Sept 30; SRP Filing Due Oct 30) | SINs: 54151S, 54151HACS, 518210C, OLM'). | FY2026 Q4 (July 1 – Sept 30; SRP Filing Due Oct 30) | SINs: 54151S, 54151HACS, 518210C, OLM |
| quarterly_invoice_ledger_and_gsa_contract_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for GSA FAS Sales Reporting Portal (SRP), TDR Line-Item & IFF CAV/IOA Audit Reconciler (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| gsa_srp_and_iff_reconciliation_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| tdr_16_field_validation_and_ioa_cav_checklist | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| invoice_schedule_vs_open_market_classification_table | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| iff_remittance_calendar_and_price_reductions_safe_harbor | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive/openWorld=false, so the safety profile is covered. The description adds genuinely new context: auth requirement (X-RapidAPI-Key or X-SignalTender-Key), statelessness, and the 15–45,000 character input bounds, plus the regulatory basis (GSAR 552.238-80/81, IOA CAV Guide) that scopes the analysis.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
All the substance is crammed into a single monolithic paragraph that mixes purpose, output field enumeration, legal citations, auth, and sibling routing, with the most decision-relevant routing information placed last. Nothing is strictly wasted, but it is not front-loaded and the output-field listing is redundant given the output schema.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With annotations carrying the safety profile and an output schema existing, the definition still supplies auth requirements, input size constraints, and regulatory grounding. An agent has enough to decide when and how to call it; the lingering gap is how to best format the two free-text calibration parameters.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the schema already documents all three parameters, and the description largely restates lengths already present in maxLength/minLength. Saying gsa_reporting_regime and reporting_quarter_and_sins 'calibrate the regulatory regime and threshold assumptions' adds only marginal semantic value beyond the schema descriptions, so baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names concrete verbs and resources: audit commercial vs. GSA Schedule invoices, separate Open-Market vs. Schedule sales, calculate the 0.75% IFF, validate TDR 16-field elements, and prep for an IOA CAV. It also names the two sibling tools it is not (scan_far_dfars_clauses, generate_compliance_matrix). The purpose is specific, though it is buried in a dense run-on sentence of regulatory jargon.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The final sentence explicitly routes the agent: use scan_far_dfars_clauses for general FAR/DFARS flow-down and generate_compliance_matrix for Section L/M 'shall' extraction. The 'use when executing ... workflows' clause is somewhat tautological, but the sibling exclusions are concrete and actionable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_gwac_task_order_fair_opportunityGWAC / IDIQ Task Order Fair Opportunity (FAR 16.505) & Pool Selection OptimizerARead-onlyIdempotentInspect
Match task order TORFPs across OASIS+, GSA Polaris, 8(a) STARS III, VETS 2, NASA SEWP, and NITAAC CIO-SP3/4 against vendor contract pools, scoring self-scoring scorecard matrices and drafting rapid 5-day TORFP responses. Returns a strictly validated GwacTaskOrderResponse JSON object containing gwac_fair_opportunity_overview, vehicle_pool_and_scorecard_alignment_matrix, rapid_torfp_technical_and_staffing_sections, and far_16_505_protest_thresholds_and_ombudsman_governance grounded in FAR 16.505(b)(1) (Fair Opportunity), FAR 16.505(a)(10) ($10M Civilian / $25M DoD Task Order Protest Jurisdictional Cap), & GSAR 552.216-74. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; torfp_scope_and_vehicle_holders_text accepts 15 to 45,000 characters, while target_gwac_or_mac_vehicles and turnaround_window_and_evaluation_mode calibrate the regulatory regime and threshold assumptions). Use this tool when executing GWAC / IDIQ Task Order Fair Opportunity (FAR 16.505) & Pool Selection Optimizer workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| target_gwac_or_mac_vehicles | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'GSA_OASIS_Plus_Unrestricted_And_SB_GSA_Polaris_8a_STARS_III_VETS_2_CIO_SP3'). | GSA_OASIS_Plus_Unrestricted_And_SB_GSA_Polaris_8a_STARS_III_VETS_2_CIO_SP3 |
| torfp_scope_and_vehicle_holders_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for GWAC / IDIQ Task Order Fair Opportunity (FAR 16.505) & Pool Selection Optimizer (15 to 45,000 characters). | |
| turnaround_window_and_evaluation_mode | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to '5-Business-Day Rapid TORFP Turnaround | FAR 16.505(b)(1) Highest Technically Rated Offeror (HTRO) / Fair Opportunity'). | 5-Business-Day Rapid TORFP Turnaround | FAR 16.505(b)(1) Highest Technically Rated Offeror (HTRO) / Fair Opportunity |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| gwac_fair_opportunity_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| rapid_torfp_technical_and_staffing_sections | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| vehicle_pool_and_scorecard_alignment_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| far_16_505_protest_thresholds_and_ombudsman_governance | No | Statutory governance protocol and actionable submission verification checklist. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, and the description stays consistent while adding genuinely new context: an auth requirement (X-RapidAPI-Key or X-SignalTender-Key), statelessness, and the regulatory grounding (FAR 16.505(b)(1), $10M/$25M protest caps, GSAR 552.216-74). It does not discuss cost, rate limits, or failure modes, which keeps it below a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is front-loaded with the action, but it is a single run-on block that packs the response field list, legal citations, auth requirements, and parameter notes into one paragraph. The usage sentence repeats the tool name verbatim, and the enumerated response fields duplicate the output schema, so several clauses do not earn their place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, the return-value enumeration is redundant but harmless; the description still supplies the auth, statelessness, and scoping context an agent needs before calling. Nothing critical is missing for a three-parameter read-only analysis tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description does explain the role of the two optional knobs ('calibrate the regulatory regime and threshold assumptions') and repeats the 15–45,000 character bound, but adds no syntax, format, or accepted-value guidance beyond what the schema already states.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a concrete verb ('Match') against a specific resource set — task order TORFPs across OASIS+, Polaris, 8(a) STARS III, VETS 2, SEWP, CIO-SP3/4 — plus scorecard scoring and rapid TORFP drafting. The final sentence explicitly separates it from scan_far_dfars_clauses and generate_compliance_matrix, so an agent can route correctly without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Names two alternative siblings and the condition that selects each ('general FAR/DFARS clause flow-down audits', 'general Section L/M shall requirement extraction'), which is real routing guidance. The positive trigger ('use this tool when executing GWAC / IDIQ Task Order Fair Opportunity... workflows') largely restates the tool name, so the when-to-use side is weaker than the when-not side.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_igce_price_to_winBuild GovCon IGCE, Indirect Wrap-Rate & Price-to-Win (PTW) ModelARead-onlyIdempotentInspect
Model an Independent Government Cost Estimate (IGCE), compounded Indirect Wrap-Rate breakdown (Fringe, Overhead, G&A, and Fee/Profit), GSA CALC+ aligned LCAT rate card, multi-year Section B CLIN pricing schedule, 4-scenario Price-to-Win (PTW) sensitivity matrix, and Shipley Volume IV Basis of Estimate (BOE) narrative from RFP Section B/SOW text. This is a read-only, stateless financial modeling and estimation call (requires X-RapidAPI-Key; rfp_section_b_and_sow_text accepts 30 to 120,000 characters, optional historical_benchmark_and_incumbent_context and bidder_indirect_wrap_assumptions anchor indirect multipliers and incumbent baselines, and evaluation_methodology calibrates FAR 15.101-1 Best-Value Tradeoff vs. LPTA or FAR 15.404-1(d) Cost Realism). Use this tool when building forward-looking Volume IV Price/Cost models, wrap-rate build-ups, and Price-to-Win targets; use search_historical_awards instead to query past FPDS/SAM award records, or extract_pricing_schedule to parse an existing vendor quote or invoice table.
| Name | Required | Description | Default |
|---|---|---|---|
| evaluation_methodology | No | Source selection evaluation methodology: 'BEST_VALUE_TRADEOFF' (FAR 15.101-1), 'LPTA_LOWEST_PRICE_TECHNICALLY_ACCEPTABLE' (FAR 15.101-2), 'HIGHEST_TECHNICALLY_RATED_FAIR_REASONABLE_PRICE', or 'COST_REALISM_CPFF' (FAR 15.404-1(d)). | BEST_VALUE_TRADEOFF |
| rfp_section_b_and_sow_text | Yes | Raw RFP Section B (Supplies or Services and Prices/Costs), PWS/SOW level-of-effort & LCAT staffing requirements, contract type (FFP, T&M, Labor-Hour, CPFF), Period of Performance (Base + Option Years), and Place of Performance (Contractor-site vs. Government-site). | |
| bidder_indirect_wrap_assumptions | No | Optional bidder indirect rate assumptions (Fringe %, Overhead %, G&A %, Target Fee/Profit %, annual productive hours per FTE such as 1,880 or 1,920, and annual Option Year escalation %). | |
| historical_benchmark_and_incumbent_context | No | Optional incumbent contract value, FPDS/USAspending historical award benchmarks, GSA MAS SIN 54151S CALC+ ceiling rates, or known agency budget ceilings to anchor the IGCE and Price-to-Win model. |
Output Schema
| Name | Required | Description |
|---|---|---|
| ptw_discount_vs_igce_pct | No | Percentage difference between recommended Price-to-Win and the estimated IGCE (e.g., -6.4 represents a 6.4% discount below IGCE). |
| ptw_sensitivity_scenarios | No | Competitive Price-to-Win sensitivity matrix (Aggressive Floor, Recommended Target PTW, Incumbent Benchmark, IGCE Ceiling). |
| recommended_price_to_win_usd | No | Recommended total evaluated Price-to-Win ($ USD) across Base + all Option Years. |
| solicitation_pricing_overview | No | Executive summary of contract structure, total FTEs, Period of Performance, and pricing strategy. |
| lcat_rate_card_and_fte_buildup | No | Bottom-up LCAT staffing, unburdened direct wage, burdened bill rate, and GSA CALC+ benchmark table. |
| wrap_rate_calculator_breakdown | No | Compounded Fringe, Overhead, G&A, and Fee wrap-rate breakdown. |
| clin_period_of_performance_schedule | No | Section B CLIN pricing schedule across Base Year and Option Years. |
| section_b_cost_narrative_and_boe_summary | No | Ready-to-paste Shipley Volume IV Price/Cost Narrative and Basis of Estimate (BOE) justification. |
| cost_realism_and_price_reasonableness_posture | No | FAR 15.404-1 Price Reasonableness & Cost Realism risk classification. |
| independent_government_cost_estimate_igce_usd | No | Estimated Independent Government Cost Estimate (IGCE) baseline ($ USD) across the full PoP. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint/idempotentHint/non-destructive, so the description correctly does not re-argue safety; instead it adds genuinely new context — that the call is stateless and requires an X-RapidAPI-Key, plus character-bounds on the main input. It does not disclose runtime, cost, or failure modes, so it falls short of a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, but the first is a long deliverable enumeration and the second crams auth, length bounds, and three parameter roles into one run-on. It is front-loaded and mostly earns its space, yet the density makes it harder to scan than a short structured list would.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 4-parameter single-shot modeling call with a full output schema, the description covers inputs, auth, statelessness, and routing to alternatives. Missing only operational details such as expected latency or output size, which for a heavy modeling call would be useful but are not essential to invoke it correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3; the description nonetheless explains the functional role of each optional parameter — that historical/incumbent context and bidder wrap assumptions 'anchor indirect multipliers and incumbent baselines' and that evaluation_methodology calibrates FAR 15.101-1 tradeoff vs. LPTA or 15.404-1(d) cost realism. That causal framing is not present in the schema and helps an agent decide whether to supply the optional fields.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a precise verb and a concrete set of deliverables (IGCE, wrap-rate breakdown, LCAT rate card, Section B CLIN schedule, PTW matrix, BOE narrative) derived from RFP Section B/SOW text. The scope is distinguishable from every sibling, particularly extract_pricing_schedule and search_historical_awards, without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly says when to use it ('forward-looking Volume IV Price/Cost models, wrap-rate build-ups, and Price-to-Win targets') and names two alternatives with the condition that selects each: search_historical_awards for past FPDS/SAM records and extract_pricing_schedule for parsing an existing quote or invoice table. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_justification_ja_sole_sourceFAR 6.302 / FAR 8.405-6 Sole-Source Justification & Approval (J&A / LSJ) DrafterARead-onlyIdempotentInspect
Draft a complete 12-Part FAR 6.303-2 Justification & Approval (J&A), FAR 8.405-6 Limited Sources Justification (LSJ), or FAR 16.505(b)(2) Fair Opportunity Exception package for Contracting Officers. Returns a strictly validated SoleSourceJaResponse JSON object containing statutory_exception_overview, far_6_303_2_twelve_part_ja_sections, unacceptable_delay_and_duplicative_cost_quantification, and sam_gov_posting_and_approval_routing grounded in FAR 6.302-1 (10 U.S.C. § 3204(a)(1) / 41 U.S.C. § 3304(a)(1)), FAR 6.303-2 (12 Mandatory Content Elements), & FAR 8.405-6 / 16.505(b)(2). This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; sole_source_requirement_and_vendor_uniqueness_text accepts 15 to 45,000 characters, while statutory_authority_pathway and estimated_dollar_value_and_approval_tier calibrate the regulatory regime and threshold assumptions). Use this tool when executing FAR 6.302 / FAR 8.405-6 Sole-Source Justification & Approval (J&A / LSJ) Drafter workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| statutory_authority_pathway | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'FAR_6_302_1_Only_One_Responsible_Source_10_USC_3204_a_1'). | FAR_6_302_1_Only_One_Responsible_Source_10_USC_3204_a_1 |
| estimated_dollar_value_and_approval_tier | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to '$18.5M Total Estimated Value — Competition Advocate Approval Tier ($750K to $15M / $20M DoD PEO/HCA Threshold)'). | $18.5M Total Estimated Value — Competition Advocate Approval Tier ($750K to $15M / $20M DoD PEO/HCA Threshold) |
| sole_source_requirement_and_vendor_uniqueness_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for FAR 6.302 / FAR 8.405-6 Sole-Source Justification & Approval (J&A / LSJ) Drafter (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| statutory_exception_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| far_6_303_2_twelve_part_ja_sections | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| sam_gov_posting_and_approval_routing | No | Statutory governance protocol and actionable submission verification checklist. |
| unacceptable_delay_and_duplicative_cost_quantification | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, openWorldHint=false, and destructiveHint=false. The description adds useful context beyond annotations: stateless behavior, API-key requirement, input length constraint, and the returned response structure. It does not contradict the annotations.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The key routing and constraints are front-loaded, but the description is a dense run-on that repeats the full tool title, lists response field names that the output schema already covers, and stacks legal citations. It is informative but not efficiently structured.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex regulatory drafting tool, the description covers purpose, alternatives, authentication, input constraints, and output shape. Since an output schema exists, it does not need to explain return values in more detail, but it still names the key response fields.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents all three parameters. The description adds semantic context by explaining that the statutory-authority parameter calibrates the regulatory regime and the dollar-value parameter calibrates approval-threshold assumptions, plus the 15-to-45,000-character input range.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific drafting action and names the exact regulatory artifacts: FAR 6.303-2 J&A, FAR 8.405-6 LSJ, and FAR 16.505(b)(2) exception package. It clearly distinguishes this from sibling tools such as scan_far_dfars_clauses and generate_compliance_matrix.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit alternative tools and the conditions that select them: use scan_far_dfars_clauses for FAR/DFARS clause flow-down audits and generate_compliance_matrix for Section L/M extraction. The phrase 'use this tool when executing ... workflows' is somewhat tautological, but the sibling routing guidance is clear.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_mentor_protege_jv_agreementGenerate SBA Mentor-Protégé (13 CFR 125.9) & Joint Venture Operating AgreementARead-onlyIdempotentInspect
Audit and generate SBA All-Small Mentor-Protégé Program Agreements (13 CFR 125.9) and unpopulated Joint Venture Operating Agreements (13 CFR 125.8, 121.103(h), 124.513 8(a), 126.616 HUBZone, 127.506 WOSB, 128.402 SDVOSB), returning an SBA affiliation safe-harbor overview, all mandatory 13 CFR 125.8(b)(2) Operating Agreement clauses (Protégé Managing Venturer & Responsible Manager controls neutralizing OHA negative-control protests, >= 40% substantive Protégé workshare, commensurate profit distribution, dual-signature JV bank account, and equipment/labor schedules), a quantitative 40% Protégé workshare and FAR 52.219-14 audit, and a 6-year SBA MPP Developmental Plan blueprint. This is a read-only, stateless, non-destructive GovCon corporate structuring and SBA compliance generator (requires X-RapidAPI-Key; mentor_and_protege_profile_text accepts 20 to 45,000 characters, while target_set_aside_and_jv_type and agreement_deliverable_scope calibrate SBA socio-economic JV rules and developmental assistance plans). Use this tool when drafting or auditing an SBA 13 CFR 125.8 Joint Venture Operating Agreement or 13 CFR 125.9 Mentor-Protégé Developmental Plan to survive OHA size/status protests; use generate_teaming_strategy instead for standard FAR Subpart 9.6 Prime/Subcontractor Teaming Agreements, or generate_small_business_participation for Large Business Prime FAR 52.219-9 Subcontracting Plans.
| Name | Required | Description | Default |
|---|---|---|---|
| agreement_deliverable_scope | No | Deliverable scope: 13 CFR 125.8(b)(2) Joint Venture Operating Agreement + Solicitation Addendum Clauses, 13 CFR 125.9 SBA Mentor-Protégé Developmental Plan, and OHA Size/Status Protest Pre-Audit (defaults to 'Full_13_CFR_125_8_JV_Operating_Agreement_Clauses_Plus_13_CFR_125_9_MPP_Developmental_Plan'). | Full_13_CFR_125_8_JV_Operating_Agreement_Clauses_Plus_13_CFR_125_9_MPP_Developmental_Plan |
| target_set_aside_and_jv_type | No | Target socioeconomic set-aside and SBA JV regulation (13 CFR 125.8 Small Business, 128.402 SDVOSB, 124.513 8(a), 127.506 WOSB, or 126.616 HUBZone; defaults to 'Unpopulated_SDVOSB_And_All_Small_MPP_Joint_Venture_13_CFR_125_8_And_128_402'). | Unpopulated_SDVOSB_And_All_Small_MPP_Joint_Venture_13_CFR_125_8_And_128_402 |
| mentor_and_protege_profile_text | Yes | Profiles of the Protégé (Managing Venturer) and Mentor (Partner Venturer), socioeconomic certifications (Small, 8(a), SDVOSB, WOSB, HUBZone), target solicitation details, and proposed workshare split (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| mentor_protege_and_jv_overview | No | Executive overview of SBA regulatory compliance, unpopulated LLC structure, affiliation safe harbor, and 2-year rule. |
| sba_mpp_developmental_plan_blueprint | No | SBA All-Small Mentor-Protégé Program (13 CFR 125.9) developmental assistance blueprint and term compliance check. |
| thirteen_cfr_125_8_mandatory_clauses | No | Complete set of 13 CFR 125.8(b)(2) mandatory Joint Venture Operating Agreement clauses neutralizing OHA protest traps. |
| forty_percent_workshare_and_limitations_audit | No | Quantitative audit of FAR 52.219-14 Limitations on Subcontracting and the mandatory >= 40% Protégé workshare rule. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, destructiveHint=false, idempotentHint=true, and openWorldHint=false, and the description is consistent with them. Beyond annotations, it adds that the tool is stateless, requires X-RapidAPI-Key, returns a safe-harbor overview and compliance audit, and describes the character range for the profile input.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and alternatives are front-loaded, but the description is a dense run-on with heavy parenthetical citations and a long clause list. Much of the regulatory detail is useful, yet the structure could be more scannable and less repetitive.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity, annotations, full schema descriptions, and an output schema, the description supplies enough context to invoke it correctly. It covers scope, preconditions, alternatives, and output components without omitting anything the agent needs.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented in the schema with defaults and length constraints. The description reinforces their roles, but mostly repeats schema information rather than adding new syntax or format guidance beyond what is already structured.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses a specific verb-and-resource pairing: it audits and generates SBA Mentor-Protégé and Joint Venture Operating Agreements under named regulations. It explicitly distinguishes itself from sibling tools by naming generate_teaming_strategy and generate_small_business_participation as alternatives for different agreement types.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit when-to-use guidance: drafting or auditing an SBA 13 CFR 125.8 JV Operating Agreement or 13 CFR 125.9 MPP Development Plan to survive OHA protests. It also names two sibling alternatives and the conditions that select them, leaving little to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_novated_merger_change_of_name_far_42GovCon M&A Contract Novation (FAR 42.1204) & Change-of-Name Due Diligence PackageARead-onlyIdempotentInspect
Generate a complete FAR 42.1204 Three-Party Novation Agreement package for GovCon asset/stock acquisitions, auditing anti-assignment exceptions (41 U.S.C. 6305), SAM.gov UEI/CAGE transfer checklists, and SBA recertification triggers under 13 CFR 121.404(g). Returns a strictly validated NovationFar42Response JSON object containing transaction_structure_and_novation_overview, far_42_1204_document_checklist_and_three_party_agreement, sba_13_cfr_121_404_recertification_and_backlog_audit, and sam_uei_cage_and_dcsa_fcl_transition_runbook grounded in 41 U.S.C. § 6305 (Anti-Assignment Act), FAR Subpart 42.12 (FAR 42.1204 Novation & FAR 42.1205 Change-of-Name), & 13 CFR § 121.404(g). This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; m_and_a_transaction_and_contract_backlog_text accepts 15 to 45,000 characters, while deal_structure_and_pathway and small_business_and_clearance_context calibrate the regulatory regime and threshold assumptions). Use this tool when executing GovCon M&A Contract Novation (FAR 42.1204) & Change-of-Name Due Diligence Package workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| deal_structure_and_pathway | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'Asset_Purchase_Requiring_FAR_42_1204_Three_Party_Novation_vs_Stock_Purchase_Or_FAR_42_1205_Change_Of_Name'). | Asset_Purchase_Requiring_FAR_42_1204_Three_Party_Novation_vs_Stock_Purchase_Or_FAR_42_1205_Change_Of_Name |
| small_business_and_clearance_context | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Audit 13 CFR 121.404(g) 30-Day SBA Size Recertification, GWAC/MAC Eligibility, & DCSA 32 CFR 117 Changed Condition Package'). | Audit 13 CFR 121.404(g) 30-Day SBA Size Recertification, GWAC/MAC Eligibility, & DCSA 32 CFR 117 Changed Condition Package |
| m_and_a_transaction_and_contract_backlog_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for GovCon M&A Contract Novation (FAR 42.1204) & Change-of-Name Due Diligence Package (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| transaction_structure_and_novation_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| sam_uei_cage_and_dcsa_fcl_transition_runbook | No | Statutory governance protocol and actionable submission verification checklist. |
| sba_13_cfr_121_404_recertification_and_backlog_audit | No | Paste-ready compliance narratives, control specifications, or submission sections. |
| far_42_1204_document_checklist_and_three_party_agreement | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare read-only, idempotent, non-destructive, and closed-world behavior, so the description does not need to carry the full safety profile. It adds useful operational context beyond annotations: API key requirement, stateless behavior, strict validation, and input length limits for the primary text parameter.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose is front-loaded and the description includes valuable routing and output-field details, but it is a dense single paragraph with redundancy against the title, schema, and annotations. It could be more scannable and would benefit from separating purpose, return shape, usage alternatives, and parameter roles.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex compliance-generation tool, the description supplies the legal framework, expected output object components, input size constraints, authentication requirement, safety profile, and sibling distinctions. With an output schema present and 100% parameter description coverage, no critical invocation information appears missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents all three parameters. The description adds some framing by noting that the primary text accepts 15 to 45,000 characters and that the other parameters calibrate regulatory regime and threshold assumptions, but this largely mirrors schema descriptions rather than adding new syntax or interpretation guidance.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses a specific verb-resource pairing: generating a FAR 42.1204 Three-Party Novation Agreement package, including anti-assignment, SAM.gov UEI/CAGE, and SBA recertification checks. It clearly distinguishes this tool from siblings by naming `scan_far_dfars_clauses` and `generate_compliance_matrix` as alternatives for different workflows.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly states when to use the tool for GovCon M&A Contract Novation workflows and when to use alternatives: `scan_far_dfars_clauses` for general FAR/DFARS flow-down audits and `generate_compliance_matrix` for Section L/M requirement extraction. This gives an agent concrete routing criteria.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_oci_mitigation_planAudit FAR Subpart 9.5 Organizational Conflicts of Interest (OCI) & Generate Mitigation PlanARead-onlyIdempotentInspect
Audit existing prime/subcontract awards (SETA, A&AS, IV&V, Systems Engineering, Cloud Architecture) against a target solicitation scope to detect Unequal Access to Information, Biased Ground Rules, and Impaired Objectivity under FAR Subpart 9.5 (FAR 9.505-1 through 9.505-4) and generate an OCI Risk Score (0-100), a 3-Pillar Case-Law Audit Matrix, an Organizational Firewall & NDA Control Matrix, and a ready-to-submit OCI Disclosure & Mitigation Plan volume. This is a read-only, stateless, non-destructive compliance and legal-engineering generator (requires X-RapidAPI-Key; new_solicitation_scope_and_oci_clauses accepts 20 to 45,000 characters and existing_contracts_and_corporate_relationships accepts 20 to 35,000 characters). Use this tool when auditing FAR 9.5 / DFARS 252.209-7008 / 252.209-7009 Organizational Conflicts of Interest or drafting an OCI Mitigation Plan & Non-Disclosure Firewall; use scan_far_dfars_clauses instead for general Section I FAR/DFARS flow-down clause scanning, or generate_teaming_strategy to structure 13 CFR 125.6 Prime/Sub workshare splits.
| Name | Required | Description | Default |
|---|---|---|---|
| target_solicitation_and_sow_text | Yes | Full or excerpted target RFP scope, PWS/SOW tasks, Section H/I/K/L OCI disclosure instructions, and issuing agency/program office. | |
| current_and_prior_contracts_portfolio | Yes | Summary of the bidder's (and any proposed subcontractor's) active or recent prime/sub contracts, SETA/A&AS/IV&V advisory roles, and access to nonpublic source-selection or proprietary third-party data. | |
| proposed_bidding_role_and_teaming_structure | No | Bidder's pursuit structure ('Prime_Offeror', 'Subcontractor_or_Teaming_Partner', 'Joint_Venture_or_Mentor_Protege', or 'SETA_or_A_and_AS_Incumbent_Pivoting_to_Development'). | Prime_Offeror |
Output Schema
| Name | Required | Description |
|---|---|---|
| overall_oci_determination | No | Formal FAR Subpart 9.5 OCI risk determination and pursuit posture recommendation. |
| executive_oci_risk_summary | No | Executive legal and capture summary of the OCI audit findings for the Contracting Officer and Capture Director. |
| three_pillar_far_9_5_audit_matrix | No | Comprehensive audit across all three FAR Subpart 9.5 / GAO OCI pillars: Unequal Access to Information (FAR 9.505-4), Biased Ground Rules (FAR 9.505-1/9.505-2), and Impaired Objectivity (FAR 9.505-3). |
| oci_clearance_and_defensibility_score | No | 0-100 score indicating how defensible the bidder's OCI posture and mitigation plan are against Contracting Officer exclusion or GAO bid protest. |
| organizational_firewall_and_nda_controls | No | Concrete organizational, technical (IT/GovCloud enclave), personnel NDA, and workshare carve-out controls. |
| ready_to_submit_oci_mitigation_plan_narrative | No | Complete, paste-ready Volume I / Section L Organizational Conflict of Interest (OCI) Disclosure & Mitigation Plan narrative including a FAR 9.505-4 Non-Disclosure Agreement (NDA) template and Contracting Officer certification block. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the description's restatement of 'read-only, stateless, non-destructive' earns no credit. It does add genuinely new operational context: the X-RapidAPI-Key auth requirement and the input size envelopes (20–45,000 and 20–35,000 chars), which tell an agent about failure modes a caller must avoid.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with purpose and deliverables, which is good, but the opening is a single 70+ word run-on sentence and the second sentence packs auth, both length limits, and positioning against two siblings into another dense clause. The redundant annotation restatement and duplicated schema limits are sentences that don't earn their place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values needn't be explained, and the two required text inputs are thoroughly described in the schema itself. The description covers the regulatory domain, prerequisites, input ceilings, and sibling routing. The main gap is the misnamed parameters, which could mislead an agent filling the call.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so baseline is 3, but the description actively degrades it: it refers to parameters as `new_solicitation_scope_and_oci_clauses` and `existing_contracts_and_corporate_relationships`, which do not exist in the schema (actual names are `target_solicitation_and_sow_text` and `current_and_prior_contracts_portfolio`). The character limits it cites are already in the schema's minLength/maxLength, and the third enum parameter is never mentioned.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('Audit existing prime/subcontract awards against a target solicitation scope') plus the exact regulatory basis (FAR 9.505-1 through 9.505-4) and the concrete deliverables produced. It is clearly distinguishable from siblings like scan_far_dfars_clauses and generate_teaming_strategy, which it names explicitly.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use it ('auditing FAR 9.5 / DFARS 252.209-7008 / 252.209-7009 OCI or drafting an OCI Mitigation Plan & NDA Firewall') and routes to two named alternatives with the conditions that select them. This is about as clear as when/when-not guidance gets.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_oconus_sofa_defense_logisticsDoD OCONUS / INDOPACOM Deployment, SOFA, Defense Base Act (DBA) & SPOT ComplianceARead-onlyIdempotentInspect
Evaluate Pacific/OCONUS defense IT solicitations for Status of Forces Agreement (SOFA) TESA/TDY accreditation, FAR 52.228-3 Defense Base Act (DBA) insurance wraps, DFARS 252.225-7040 SPOT synchronization, and COLA/Post Allowance rate structures. Returns a strictly validated OconusSofaDbaResponse JSON object containing oconus_theater_deployment_overview, sofa_host_nation_accreditation_matrix, dba_insurance_and_dssr_allowance_model, and spot_loa_and_crc_deployment_checklist grounded in FAR 52.228-3 (42 U.S.C. §§ 1651–1654 Defense Base Act), DFARS 252.225-7040 / 252.225-7995 (SPOT LOA), & DSSR Chapters 130/220/650. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; oconus_pws_and_theater_clauses_text accepts 15 to 45,000 characters, while target_combatant_command_and_host_nations and dba_and_dssr_allowance_assumptions calibrate the regulatory regime and threshold assumptions). Use this tool when executing DoD OCONUS / INDOPACOM Deployment, SOFA, Defense Base Act (DBA) & SPOT Compliance workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| dba_and_dssr_allowance_assumptions | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'FAR 52.228-3 Defense Base Act (DBA) Insurance + DSSR Living Quarters Allowance (LQA), Post Allowance (COLA), & Danger Pay'). | FAR 52.228-3 Defense Base Act (DBA) Insurance + DSSR Living Quarters Allowance (LQA), Post Allowance (COLA), & Danger Pay |
| oconus_pws_and_theater_clauses_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for DoD OCONUS / INDOPACOM Deployment, SOFA, Defense Base Act (DBA) & SPOT Compliance (15 to 45,000 characters). | |
| target_combatant_command_and_host_nations | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'USINDOPACOM_USFJ_Japan_USFK_Korea_Guam_And_USEUCOM_Germany_DOCPER_TESA'). | USINDOPACOM_USFJ_Japan_USFK_Korea_Guam_And_USEUCOM_Germany_DOCPER_TESA |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| oconus_theater_deployment_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| sofa_host_nation_accreditation_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| spot_loa_and_crc_deployment_checklist | No | Statutory governance protocol and actionable submission verification checklist. |
| dba_insurance_and_dssr_allowance_model | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, and the description restates that safety profile redundantly. What it adds beyond structured data is real: authentication requirements (X-RapidAPI-Key or X-SignalTender-Key), statelessness, and the shape of the validated `OconusSofaDbaResponse` output. It does not disclose latency, token/context cost, or failure modes for oversized input, so it stops short of a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose and regulatory citations are front-loaded, which is good, but the middle is a dense run-on of parenthetical statute lists and self-referential title repetition. The clause covering key requirements and character limits duplicates the input schema on a field the agent can already read, so several phrases do not earn their place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a high-complexity regulatory tool it covers the essentials: what is analyzed, the legal grounding, the auth credential, and the output envelope — and since a full output schema exists, return values need no further explanation. The minor gap is that the practical consequence of the two calibration inputs on the resulting matrix is left unstated.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3 and the schema already documents all three parameters. The description adds only a light gloss — that the text field carries the primary solicitation (15–45,000 chars, restating maxLength/minLength) and that the other two "calibrate the regulatory regime and threshold assumptions" — without explaining how a host-nation string or assumption list changes the output.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb ("Evaluate") against a specific resource ("Pacific/OCONUS defense IT solicitations"), then enumerates the exact regulatory tests applied: SOFA TESA/TDY accreditation, FAR 52.228-3 DBA, DFARS 252.225-7040 SPOT, and COLA/Post Allowance. It explicitly names the siblings it is not (scan_far_dfars_clauses, generate_compliance_matrix), so an agent can disambiguate without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit triggering condition ("Use this tool when executing DoD OCONUS / INDOPACOM Deployment, SOFA, DBA & SPOT Compliance workflows") and names two alternatives with the condition that selects each: "use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction." That is textbook when/when-not/alternative routing.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_oral_presentation_prepBuild GovCon Oral Presentation Deck, Live Tech-Demo Runbook & Murder-Board Q&AARead-onlyIdempotentInspect
Generate a FAR 15.102 & Shipley Phase-II Oral Presentation slide-by-slide blueprint, Key Personnel speaker-attributed talking points, a minute-by-minute Live Technical Demonstration / Scenario Challenge runbook with zero-downtime failover contingencies, an adversarial SSEB 'Murder Board' Q&A coaching matrix, and evaluator caucus takeaways from RFP Section L/M oral instructions. This is a read-only, stateless generative preparation call (requires X-RapidAPI-Key; rfp_oral_instructions_and_sow_text accepts 30 to 120,000 characters, proposed_solution_and_key_personnel maps slides strictly to eligible Key Personnel speakers, optional known_incumbent_and_risk_areas sharpens Murder-Board trap questions, and presentation_format_mode selects 'COMBINED_ORALS_TECH_DEMO_AND_QA' [default], 'EXECUTIVE_SLIDE_BRIEFING_AND_QA', 'LIVE_TECHNICAL_SCENARIO_CHALLENGE', or 'KEY_PERSONNEL_INTERVIEW_AND_CAUCUS'). Use this tool when preparing for Phase-II advisory down-select oral presentations, live technical demonstrations, or SSEB Q&A caucuses; use generate_rfp_response instead for written Volume I Technical Approach prose, or match_key_personnel for written Volume II resumes and Letters of Commitment.
| Name | Required | Description | Default |
|---|---|---|---|
| presentation_format | No | Oral evaluation format: 'far_15_102_oral_technical_proposal' (default Federal FAR 15.102 / GSA FEDSIM Phase II Orals), 'live_technical_demo_and_coding_challenge' (hands-on tech demo & scenario execution), 'executive_key_personnel_orals_and_qna' (Key Personnel oral defense), or 'sled_finalist_vendor_interview' (State/Local BAFO interview). | far_15_102_oral_technical_proposal |
| total_session_minutes | No | Total scheduled duration of the oral presentation, live demo, and Q&A session in minutes (15 to 240; defaults to 90). | |
| rfp_oral_instructions_and_sow_text | Yes | Raw RFP Section L Oral Presentation / Live Tech-Demo rules (time limits, slide limits, speaker eligibility restrictions under FAR 15.102, live scenario prompts), Section M evaluation criteria, and PWS/SOW technical scope (30 to 120,000 characters). | |
| bidder_solution_and_key_personnel_context | Yes | Proposed Key Personnel names/roles/clearances, technical architecture, past performance metrics, and competitive win themes to weave into the speaker scripts and Murder-Board Q&A answers. |
Output Schema
| Name | Required | Description |
|---|---|---|
| slide_deck_blueprint | No | Slide-by-slide Shipley oral presentation blueprint with action captions, speaker assignments, visual concepts, and verbatim scripts. |
| murder_board_qna_bank | No | Adversarial SSEB Murder-Board questions with hidden evaluator concerns, responder roles, gold-standard answers, and traps to avoid. |
| live_tech_demo_runbook | No | Step-by-step live technical demonstration runbook with operator actions, evaluator strength callouts, and offline failover contingencies. |
| solicitation_and_format_summary | No | Identified solicitation title/ID, oral format, speaker restrictions, and Section M evaluation hierarchy. |
| recommended_time_budget_breakdown | No | Minute-by-minute time allocation across Opening/Intros, Core Technical Slides, Live Demo, Caucus Buffer, and Q&A. |
| key_personnel_speaker_choreography | No | Rules of engagement and handoff choreography ensuring every Key Personnel speaker demonstrates deep technical mastery without talking over teammates. |
| closing_evaluator_leave_behind_pitch | No | Final 60-second executive closing statement designed to anchor 'High Confidence / Multiple Significant Strengths' before the SSEB caucuses. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, openWorldHint=false, so the safety profile is fully covered upstream. The description does add genuinely new behavioral facts — statelessness and the X-RapidAPI-Key auth requirement — which is real value. However, the quoted character bounds and format defaults duplicate the schema, and it never characterizes output shape or cost/latency, so this is additive but thin beyond the auth note.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The deliverable list is front-loaded and every element is substantive, but the second sentence packs auth, three parameter explanations and four enum values into one dense run-on that is hard to parse and partly redundant with the schema (30–120,000 characters). The misstated parameter and enum names also consume space that would be better spent correctly.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists and annotations cover the safety profile, so the description need not explain return values; it does cover purpose, auth and sibling routing well. But for a 4-parameter generative tool, giving wrong parameter identifiers and wrong enum literals leaves an agent without a reliable path to a correct invocation, which is the one thing the description most needed to get right.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so baseline would be 3, but the description actively misnames the parameters: it refers to `proposed_solution_and_key_personnel` where the schema has `bidder_solution_and_key_personnel_context`, and to `presentation_format_mode` where the schema has `presentation_format`. Worse, it lists enum values ('COMBINED_ORALS_TECH_DEMO_AND_QA' [default], 'EXECUTIVE_SLIDE_BRIEFING_AND_QA', 'LIVE_TECHNICAL_SCENARIO_CHALLENGE', 'KEY_PERSONNEL_INTERVIEW_AND_CAUCUS') that do not exist in the schema, whose actual values and default are entirely different — an agent following the prose would generate invalid calls.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (Generate) and a precisely enumerated set of deliverables — slide blueprint, speaker-attributed talking points, live-demo runbook, Murder-Board Q&A matrix, evaluator caucus takeaways — tied to FAR 15.102/Shipley Phase II. The scope is instantly separable from generate_rfp_response and match_key_personnel, which are named explicitly.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit 'Use this tool when preparing for Phase-II advisory down-select oral presentations, live technical demonstrations, or SSEB Q&A caucuses' trigger, plus two named alternatives with the conditions that select them (written Volume I prose, written Volume II resumes/LOCs). When-to-use, when-not-to-use and alternatives are all present.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_ota_white_paperGenerate DoD Other Transaction Authority (OTA / 10 U.S.C. 4022) Prototype White Paper & Milestone ScheduleARead-onlyIdempotentInspect
Convert commercial dual-use technology specifications and DoD Problem Statements / Commercial Solutions Openings (CSOs) / Request for Prototype Proposals (RPPs) across DIU, C5ISR/CECOM, SOSSEC, SpEC, MTEC, NSTXL, and AFWERX into a 10 U.S.C. 4022 statutory eligibility assessment, evaluator-ready OTA Prototype White Paper sections, an outcome-based Fixed-Price Payable Milestone Schedule & Rough Order of Magnitude (ROM), a Phase 3 Sole-Source Follow-On Production Strategy under 10 U.S.C. 4022(f), an OTA Intellectual Property & Data Rights posture (FAR/DFARS/Bayh-Dole exempt), and consortium pitch deck talking points. This is a read-only, stateless, non-destructive capture and prototype proposal generator (requires X-RapidAPI-Key; commercial_solution_and_problem_topic_text accepts 20 to 45,000 characters, while target_ota_consortium_and_pathway and nontraditional_contractor_and_cost_share_status calibrate consortium formatting and 10 U.S.C. 4022(d)(1) Nontraditional Defense Contractor [NDC], Small Business, or 1/3 cost-share rules). Use this tool when drafting a DoD 10 U.S.C. 4022 Other Transaction Authority (OTA) Prototype White Paper, DIU Commercial Solutions Opening (CSO) solution brief, or Fixed-Price Payable Milestone Schedule; use generate_sbir_sttr_commercialization instead for 15 U.S.C. 638 SBIR/STTR Phase I-III proposals, or generate_rfp_response for traditional FAR Part 15 technical proposal volumes.
| Name | Required | Description | Default |
|---|---|---|---|
| target_ota_consortium_and_pathway | No | Target OTA pathway or consortium (e.g., DIU Commercial Solutions Opening [CSO], SOSSEC, SpEC Space Enterprise Consortium, C5ISR, NSTXL, AFWERX; defaults to 'DIU_Commercial_Solutions_Opening_CSO'). | DIU_Commercial_Solutions_Opening_CSO |
| commercial_solution_and_problem_topic_text | Yes | DoD Problem Statement / CSO / RPP topic description (DIU, C5ISR/CECOM, SOSSEC, SpEC, MTEC, NSTXL) and vendor's dual-use commercial technology, TRL, and architecture (20 to 45,000 characters). | |
| nontraditional_contractor_and_cost_share_status | No | 10 U.S.C. 4022 statutory eligibility posture: Nontraditional Defense Contractor (NDC), Small Business, or Traditional Defense Contractor with NDC sub / 1/3 cost-share (defaults to 'Nontraditional_Defense_Contractor_NDC_Zero_Cost_Share'). | Nontraditional_Defense_Contractor_NDC_Zero_Cost_Share |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| executive_white_paper_sections | No | Evaluator-ready OTA Prototype White Paper / Solution Brief sections tailored to DIU CSO and DoD Consortium scoring criteria. |
| payable_milestone_schedule_and_rom | No | Outcome-based Fixed-Price Payable Milestone Schedule and Rough Order of Magnitude (ROM) pricing table. |
| consortium_pitch_deck_talking_points | No | High-impact talking points for the Phase 2 DIU / Consortium oral pitch and live technical demonstration. |
| ota_statutory_eligibility_assessment | No | 10 U.S.C. 4022 statutory eligibility assessment covering NDC/Small Business status, cost-share exemption, and 10 U.S.C. 4022(f) sole-source production eligibility. |
| dual_use_and_follow_on_production_strategy | No | TRL advancement roadmap, commercial dual-use viability, and 10 U.S.C. 4022(f) non-competitive follow-on production transition strategy. |
| intellectual_property_and_data_rights_posture | No | OTA Intellectual Property and Data Rights negotiation posture leveraging FAR/DFARS/Bayh-Dole exemptions. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true, destructiveHint=false, and idempotentHint=true, so safety is covered. The description adds useful non-schema context: it is stateless, requires an X-RapidAPI-Key, and gives character bounds for the core input. It does not describe response shape or failure behavior, but the output schema is present, so this is still strong.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The content is front-loaded and most clauses carry substantive information, but the first sentence is a very long, dense run-on that stacks statutory citations and consortium names. It is readable but not efficiently structured, and the same consortium list appears in both the description prose and the parameter descriptions.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity, the description covers purpose, alternatives, auth requirements, stateless behavior, and input constraints. An output schema exists, so the description does not need to explain return values. Nothing critical for correct invocation is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3. The description goes beyond the schema by explaining what each parameter controls: the consortium/pathway parameter calibrates consortium formatting, and the NDC/cost-share parameter calibrates 10 U.S.C. 4022(d)(1) eligibility handling. This adds real semantic value even though the schema already documents the fields.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a specific action (convert inputs into an OTA prototype white paper and milestone schedule) and enumerates the exact deliverables: statutory eligibility assessment, white paper sections, milestone schedule/ROM, Phase 3 strategy, IP/data-rights posture, and pitch points. It also distinguishes itself from sibling tools by naming `generate_sbir_sttr_commercialization` and `generate_rfp_response` as alternatives.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly states when to use this tool (drafting a 10 U.S.C. 4022 OTA prototype white paper, DIU CSO solution brief, or fixed-price payable milestone schedule) and when not to use it, routing SBIR/STTR work and FAR Part 15 proposals to named sibling tools. Nothing about tool selection is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_phase_in_transition_planGenerate GovCon 30/60/90-Day Phase-In / Phase-Out Transition & Incumbent Capture PlanARead-onlyIdempotentInspect
Generate a risk-mitigated 30/60/90-Day Phase-In and Phase-Out Transition Plan from solicitation Section C/L/M transition instructions and incumbent workforce context, returning a 0-100 Transition Risk Readiness Score, an executive transition summary, chronological Work Breakdown Structure (WBS) milestones across Days 1-30, 31-60, and 61-90 (plus Phase-Out), an Executive Order 14055 / Service Contract Act (SCA) Incumbent Workforce Capture & Right-of-First-Refusal retention plan with DD-254/DISS clearance crossover timelines and outreach scripts, functional Knowledge Transfer & Shadowing tracks with COR Operational Readiness Review (ORR) gates, a FAR 52.237-3 Continuity of Services Phase-Out checklist, and a ready-to-submit Shipley Transition Plan proposal volume. This is a read-only, stateless, non-destructive capture and program-management generator (requires X-RapidAPI-Key; solicitation_transition_and_sow_text accepts 30 to 75,000 characters, optional incumbent_workforce_and_clearance_context accepts up to 50,000 characters, and transition_timeline_window calibrates milestone cadences across 30-day rapid cutovers, standard 30/60/90-day transitions, 120-day enterprise transitions, and FAR 52.237-3 phase-outs). Use this tool when drafting a Phase-In / Phase-Out Transition Plan volume, WBS mobilization schedule, or incumbent staff capture strategy; use match_key_personnel instead to audit and format individual Key Personnel resumes and Letters of Commitment, or generate_teaming_strategy for 13 CFR 125.6 Prime/Sub workshare splits.
| Name | Required | Description | Default |
|---|---|---|---|
| target_agency | No | Optional issuing agency or contracting office. | Department of Defense (DoD) / Federal & State Agency |
| clearance_requirement | No | Optional personnel and facility security clearance level required (DD-254 / DISS / Public Trust). | Secret / Top Secret SCI & Public Trust |
| transition_duration_days | No | Optional total Phase-In transition duration in calendar days (15 to 180; defaults to 90). | |
| transition_timeline_window | No | Transition schedule profile ('Rapid_30_Day_Cutover', 'Standard_30_60_90_Day_Phase_In', 'Extended_120_Day_Enterprise_Transition', or 'Include_Phase_Out_FAR_52_237_3'). | Standard_30_60_90_Day_Phase_In |
| solicitation_transition_and_sow_text | Yes | Solicitation Section C/L/M transition instructions, PWS scope, incumbent staffing size, clearance levels, and continuity-of-operations mandates (30 to 75,000 characters). | |
| incumbent_workforce_and_clearance_context | No | Optional incumbent contractor details, target FTE count, Collective Bargaining Agreement (CBA) / Service Contract Act (SCA) context, and DD-254 facility/personnel security clearance transfer requirements (0 to 50,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| wbs_30_60_90_day_milestones | No | Chronological Work Breakdown Structure (WBS) transition milestones across Days 1-30, Days 31-60, Days 61-90 (and Phase-Out) with activities, deliverables, exit criteria, and risk mitigations. |
| executive_transition_summary | No | Executive summary of the zero-mission-disruption Phase-In / Phase-Out strategy, governance structure, and Day-1 Full Operational Capability (FOC) roadmap. |
| transition_risk_readiness_score | No | 0-100 score quantifying Day-1 operational continuity, incumbent capture probability, and FAR 52.237-3 compliance readiness. |
| ready_to_submit_transition_volume | No | Complete, paste-ready Shipley Phase-In / Phase-Out Transition Plan proposal volume narrative in Markdown. |
| incumbent_capture_and_retention_plan | No | Comprehensive incumbent workforce capture, EO 14055 / SCA right-of-first-refusal compliance, DD-254/DISS clearance crossover timeline, and outreach script. |
| knowledge_transfer_and_shadowing_schedule | No | Functional knowledge transfer tracks with side-by-side shadowing durations, artifact handover checklists, and COR Operational Readiness Review (ORR) gates. |
| far_52_237_3_phase_out_continuity_checklist | No | FAR 52.237-3 Continuity of Services Phase-Out checklist covering GFE/GFP return, CUI sanitization, credential revocation, and successor contractor training. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is clear. The description adds useful behavioral context beyond annotations, notably that the tool is stateless and requires an X-RapidAPI-Key, while also restating some annotation-covered non-destructive traits.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is front-loaded and informative, but it is organized as very long, dense sentences with multiple embedded lists. It also repeats schema-covered constraints such as character limits and annotation-covered read-only/non-destructive traits, reducing conciseness.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity, the 100% schema coverage, the presence of an output schema, and the rich annotations, the description is complete enough for an agent to understand purpose, usage, constraints, authentication needs, and sibling alternatives. No critical invocation information appears missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so each parameter already has structured documentation. The description reinforces character limits and timeline calibration profiles, but largely repeats what the schema already provides rather than adding substantially new parameter semantics.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses a specific verb and resource: generating a 30/60/90-day Phase-In/Phase-Out Transition Plan from solicitation and incumbent context. It also enumerates the key outputs, making the tool distinguishable from siblings that handle personnel resumes, teaming strategy, or compliance matrices.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly states when to use the tool: drafting a Phase-In/Phase-Out Transition Plan volume, WBS mobilization schedule, or incumbent staff capture strategy. It also names alternatives with their distinct purposes: `match_key_personnel` for Key Personnel resumes and Letters of Commitment, and `generate_teaming_strategy` for 13 CFR 125.6 Prime/Sub workshare splits.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_post_award_cpar_rebuttalGenerate FAR 42.1503 CPARS Self-Assessment & 14-Day Reviewing Official RebuttalARead-onlyIdempotentInspect
Transform contract performance metrics (SLA attainment, CDRL on-time delivery, cost variance, key personnel stability, small business utilization) and Assessing Official (AO) draft CPAR narratives into a FAR 42.1503 Table 42-1 justified CPARS Self-Assessment Package, factor-by-factor rating upgrade narratives (Quality, Schedule, Cost Control, Management, Small Business), a formal 14-Calendar-Day Reviewing Official (RO) Rebuttal Brief correcting factual omissions and excusable Government GFE delays, and a COR Evidence Binder checklist. This is a read-only, stateless, non-destructive post-award past-performance generator (requires X-RapidAPI-Key; contract_metrics_and_assessing_official_text accepts 20 to 45,000 characters, while cpar_submission_mode and target_far_42_1503_rating_goal calibrate proactive annual self-assessments vs. 14-day non-concurrence rebuttals under FAR 42.1503(d)). Use this tool when preparing an annual CPARS Self-Assessment for the COR/Assessing Official or rebutting an unfavorable draft CPAR within the statutory 14-calendar-day window; use generate_cpars_past_performance instead when formatting already-completed historical contracts into a Proposal Volume III Past Performance submission, or analyze_debriefing_bid_protest for FAR 15.506 post-award debriefings and GAO bid protests.
| Name | Required | Description | Default |
|---|---|---|---|
| cpar_submission_mode | No | Submission mode under FAR 42.1503: Proactive Annual Self-Assessment Package, 14-Calendar-Day Draft CPAR Rebuttal to Reviewing Official, or Both (defaults to 'Proactive_Annual_CPARS_Self_Assessment_And_14_Day_Rebuttal_Package'). | Proactive_Annual_CPARS_Self_Assessment_And_14_Day_Rebuttal_Package |
| target_far_42_1503_rating_goal | No | Target FAR 42.1503 Table 42-1 rating outcome across Quality, Schedule, Cost Control, Management, Small Business, and Regulatory Compliance (defaults to 'Upgrade_To_Exceptional_And_Very_Good_With_Positive_Rec'). | Upgrade_To_Exceptional_And_Very_Good_With_Positive_Rec |
| contract_metrics_and_assessing_official_text | Yes | Contract performance metrics (SLA attainment, CDRL on-time delivery, cost variance, key personnel fill rate, small business goals) and, if rebutting a draft CPAR, the Assessing Official's draft ratings and narrative (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| cpar_evaluation_overview | No | High-level FAR 42.1503 CPARS assessment, 14-day deadline rule, and rating upgrade feasibility. |
| cor_evidence_binder_checklist | No | Checklist of objective artifacts (CDRL acceptance receipts, monthly IPR slides, WAWF vouchers, eSRS confirmations, COR emails) to attach to the CPARS submission. |
| far_42_1503_factor_by_factor_narratives | No | Factor-by-factor CPARS narratives mapped to FAR 42.1503 Table 42-1 across Quality, Schedule, Cost Control, Management, and Small Business. |
| fourteen_day_reviewing_official_rebuttal_brief | No | Formal 14-Calendar-Day Reviewing Official rebuttal brief correcting factual errors and excusable Government delays. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, destructiveHint false, idempotentHint, and openWorldHint false, so the safety profile is covered. The description adds useful context beyond annotations: it specifies statelessness, requires an X-RapidAPI-Key, and defines input length boundaries. It stops short of detailing rate limits, error behavior, or output retrieval mechanics, but the additions are meaningful.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is front-loaded with core purpose and deliverables, then transitions to usage guidance and behavioral details. Every sentence contributes value, though the first sentence is dense and slightly overlong. The repeated safety modifiers (read-only, stateless, non-destructive) mirror annotations but are not entirely redundant because statelessness is not explicitly annotated.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the complexity and the existence of an output schema, the description covers all critical aspects: what the tool produces, when to use it, authentication requirements, input constraints, and how parameters calibrate output. No essential information for correct invocation is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents all parameters including min/max lengths, defaults, and enums. The description restates the character range and explains how `cpar_submission_mode` and `target_far_42_1503_rating_goal` calibrate self-assessment vs. rebuttal modes, but adds little beyond what the schema provides. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific transformation verb and enumerates the exact deliverables: CPARS Self-Assessment Package, factor-by-factor rating upgrade narratives, 14-day RO Rebuttal Brief, and COR Evidence Binder checklist. It explicitly distinguishes itself from sibling tools by naming `generate_cpars_past_performance` and `analyze_debriefing_bid_protest` with their respective use cases.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It provides explicit when-to-use guidance (preparing annual CPARS Self-Assessment or rebutting an unfavorable draft CPAR within the 14-day window) and when-not-to-use guidance with named alternatives for past performance formatting and debriefing/bid protest analysis. The statutory context (FAR 42.1503(d)) further clarifies the timing and purpose.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_quality_assurance_qaspGenerate GovCon Quality Assurance Surveillance Plan (QASP), PRS Table & PWS SLA/KPI MatrixARead-onlyIdempotentInspect
Transform Performance Work Statement (PWS), Statement of Work (SOW), or Statement of Objectives (SOO) deliverables into a FAR Subpart 37.6 Quality Assurance Surveillance Plan (QASP) package containing a 0-100 QASP Readiness Score, an executive surveillance summary, a Performance Requirements Summary (PRS) Table (with PWS section reference, performance objective, measurable KPI standard, Acceptable Quality Level [AQL], FAR 46.4 surveillance method, monitoring frequency, positive/negative incentive or invoice deduction formula, and assigned COR/QA role), automated SLA/KPI telemetry metrics, a closed-loop Non-Conformance & Cure Notice Corrective Action Report (CAR) workflow with FAR 52.246 inspection citations, and a ready-to-submit QASP/QCP proposal narrative. This is a read-only, stateless, non-destructive quality engineering and proposal generator (requires X-RapidAPI-Key; pws_or_sow_deliverables_text accepts 30 to 75,000 characters, while contract_type_and_incentive_structure and surveillance_rigor_and_mission_criticality calibrate AQL thresholds and incentive/deduction mechanics across FFP, T&M, CPAF, CPIF, and Hybrid IDIQ task orders). Use this tool when building a FAR 37.6 Quality Assurance Surveillance Plan (QASP), Performance Requirements Summary (PRS) matrix, or Contractor Quality Control Plan (QCP) with AQLs and SLA deduction formulas; use generate_compliance_matrix instead to shred general Section C/L/M shall/must requirements into a proposal outline, or generate_rfp_response to draft general Technical Approach prose.
| Name | Required | Description | Default |
|---|---|---|---|
| target_agency | No | Optional issuing agency or contracting office. | Department of Defense (DoD) / Federal & State Agency |
| pws_or_sow_deliverables_text | Yes | Raw Performance Work Statement (PWS), Statement of Work (SOW), or Statement of Objectives (SOO) tasks, service levels, and deliverable requirements (30 to 75,000 characters). | |
| solicitation_or_contract_number | No | Optional solicitation or contract number for QASP traceability. | SOL-2026-QASP-001 |
| contract_type_and_incentive_structure | No | Contract type and fee structure ('Firm_Fixed_Price_FFP', 'Time_and_Materials_TM', 'Cost_Plus_Award_Fee_CPAF', 'Cost_Plus_Incentive_Fee_CPIF', or 'Hybrid_IDIQ_Task_Order'). | Firm_Fixed_Price_FFP |
| surveillance_rigor_and_mission_criticality | No | Mission criticality profile ('Mission_Critical_24x7_Zero_Trust', 'Standard_Enterprise_IT_SLA', or 'R_and_D_Agile_DevSecOps'). | Mission_Critical_24x7_Zero_Trust |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| qasp_readiness_score | No | 0-100 score quantifying the measurability, FAR Subpart 37.6 compliance, and audit defensibility of the generated QASP and PRS matrix. |
| sla_and_kpi_telemetry_metrics | No | Automated SLA and KPI telemetry metrics with target thresholds, measurement windows, data sources, and breach escalation triggers. |
| executive_surveillance_summary | No | Executive summary of the Performance-Based Acquisition (FAR 37.6) surveillance strategy, ISO 9001 / CMMI Level 3 quality governance, and COR partnership model. |
| ready_to_submit_qasp_narrative | No | Complete, paste-ready Quality Assurance Surveillance Plan (QASP) & Quality Control Plan (QCP) proposal volume narrative in Markdown. |
| non_conformance_and_cure_notice_workflow | No | Closed-loop Non-Conformance, Corrective Action Report (CAR), Root Cause Analysis (RCA), Corrective Action Plan (CAP), and FAR 52.246 inspection workflow. |
| performance_requirements_summary_prs_table | No | Structured FAR Subpart 37.6 Performance Requirements Summary (PRS) matrix mapping PWS sections to objectives, standards, AQLs, surveillance methods, and incentive/deduction formulas. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, yet the description restates 'read-only, stateless, non-destructive', which is largely redundant. What it genuinely adds is the authentication requirement (X-RapidAPI-Key) and the input-size acceptance window, neither of which appears in annotations or parameter docs — useful call-time context. The long output-artifact enumeration, however, duplicates the output schema rather than adding behavioral insight.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is front-loaded correctly, opening with the transformation verb and source artifacts. However, the mid-section parenthetical enumerating every PRS column ('PWS section reference, performance objective, measurable KPI standard, Acceptable Quality Level [AQL], FAR 46.4 surveillance method, monitoring frequency ... assigned COR/QA role') is a wall of list items that restates the output schema and dilutes the routing guidance that matters most.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a heavy generator, the agent needs to know inputs accepted, auth, and what it gets back; the description covers source artifacts, optional context fields, and the headline outputs, while an output schema exists so return-value detail needn't be spelled out. The main gap is that the scoring rubric and CAR workflow phases are named but not qualified in any way that would change invocation behavior.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already defines all five parameters, setting a baseline of 3. The description goes past that by explaining the causal effect of the two calibration parameters — contract type calibrates AQL thresholds and incentive/deduction mechanics across FFP/T&M/CPAF/CPIF/Hybrid IDIQ, and surveillance rigor sets the criticality profile — which tells an agent how parameter choice changes output, not just what values are legal.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb (Transform ... into) and a concrete set of named artifacts: a FAR Subpart 37.6 QASP package, a 0-100 readiness score, a PRS Table, SLA/KPI telemetry, a CAR workflow, and a proposal narrative. It explicitly distinguishes itself from generate_compliance_matrix and generate_rfp_response, so an agent can route between them without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit trigger ('Use this tool when building a FAR 37.6 QASP, PRS matrix, or QCP with AQLs and SLA deduction formulas') plus named alternatives with the condition that selects each — generate_compliance_matrix for Section C/L/M 'shall'/'must' shredding and generate_rfp_response for Technical Approach prose. Both when-to-use and when-not-to-use are covered.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_rea_equitable_adjustmentGenerate FAR Part 43 REA, Constructive Change & Eichleay CDA Claim PackageARead-onlyIdempotentInspect
Analyze post-award scope creep, out-of-scope COR technical directions, Government-Furnished Equipment/Information (GFE/GFI) or ATO delays, and stop-work orders under FAR 52.243-1/2/3/4, FAR 52.242-14/15/17, and the Contract Disputes Act (41 U.S.C. 7101) to generate a Request for Equitable Adjustment (REA) or Certified CDA Claim package containing a 5-element constructive change proof, a DCAA-auditable Quantum Cost Schedule (direct labor, indirect burden, Eichleay unabsorbed home office overhead, FAR 31.205-33 allowable REA preparation costs, and DFARS 215.404-71 weighted guidelines profit), an Eichleay 3-step standby overhead and CPM schedule extension analysis, and verbatim DFARS 252.243-7002 and CDA 41 U.S.C. 7103 certifications. This is a read-only, stateless, non-destructive post-award contract claims and quantum analysis generator (requires X-RapidAPI-Key; contract_change_and_delay_facts accepts 20 to 45,000 characters, while remedy_clause_and_submission_type and quantum_pricing_methodology calibrate non-adversarial FAR Part 43 REAs vs. interest-bearing CDA claims). Use this tool when quantifying post-award constructive changes, Government delays, or Eichleay standby overhead for a Contracting Officer REA or CDA claim; use analyze_debriefing_bid_protest instead for pre-award or post-award GAO/COFC bid protests under FAR 15.506, or generate_post_award_cpar_rebuttal for FAR 42.1503 CPARS rating rebuttals.
| Name | Required | Description | Default |
|---|---|---|---|
| quantum_pricing_methodology | No | Quantum pricing method (Segregated Actual Costs, Modified Total Cost, Jury Verdict Method, Eichleay Unabsorbed Home Office Overhead, and FAR 31.205-33 REA Preparation Cost recovery; defaults to 'Segregated_Actual_Labor_Hours_Plus_Eichleay_Standby_Overhead_And_FAR_31_205_33_Prep_Costs'). | Segregated_Actual_Labor_Hours_Plus_Eichleay_Standby_Overhead_And_FAR_31_205_33_Prep_Costs |
| contract_change_and_delay_facts | Yes | Chronology of out-of-scope COR/CO technical directions, Government-furnished equipment/information (GFE/GFI) or ATO delays, stop-work orders, standby labor costs, and company overhead figures (20 to 45,000 characters). | |
| remedy_clause_and_submission_type | No | Target remedy clause and submission posture (e.g., Non-Adversarial FAR Part 43 REA under FAR 52.243-1/2/3/4 & DFARS 252.243-7002 vs. Certified CDA Claim under 41 U.S.C. 7103; defaults to 'FAR_52_243_1_Constructive_Change_And_FAR_52_242_17_Delay_Non_Adversarial_REA'). | FAR_52_243_1_Constructive_Change_And_FAR_52_242_17_Delay_Non_Adversarial_REA |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| rea_quantum_cost_schedule | No | DCAA-auditable Quantum Cost Breakdown across direct labor, indirect pools, Eichleay standby overhead, REA preparation costs (FAR 31.205-33), and weighted guidelines profit. |
| rea_entitlement_executive_overview | No | High-level REA vs. CDA legal posture, 5-element constructive change proof, and total recommended adjustment. |
| eichleay_and_delay_schedule_analysis | No | Eichleay 3-step unabsorbed home office overhead calculation and Critical Path Method (CPM) schedule extension justification. |
| statutory_certification_and_notice_block | No | Verbatim DFARS 252.243-7002 REA and CDA 41 U.S.C. 7103 certifications, timely notice defense, and SF-30 reservation-of-rights language. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/non-destructive, so restating that is redundant, but the description adds genuinely new behavior: the X-RapidAPI-Key auth requirement, input size bounds, and the consequence of parameter choice (non-adversarial Part 43 REA vs. interest-bearing CDA claim). It does not disclose rate limits or failure modes, so not a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Purpose is front-loaded, but the first sentence is a ~150-word run-on packed with statute jargon and output enumerations, and the safety claims (read-only, stateless, non-destructive) duplicate annotations without earning space. The usage-routing sentence is tight; the body needs splitting.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex, high-stakes generator with an output schema, the description covers trigger conditions, auth, input sizing, submission posture, and output composition, and routes to alternatives. An agent has everything needed to decide and call correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so baseline is 3; the description goes beyond it by explaining that remedy_clause_and_submission_type and quantum_pricing_methodology 'calibrate non-adversarial FAR Part 43 REAs vs. interest-bearing CDA claims' — a consequence not stated in the schema. Character-range repetition is redundant, keeping it from a 5.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (generate) and a precise, unusual resource (REA / certified CDA claim package with 5-element constructive change proof, quantum schedule, Eichleay analysis, certifications) and explicitly contrasts itself with named siblings. An agent can distinguish it from generate_post_award_cpar_rebuttal and analyze_debriefing_bid_protest without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit use clause ('when quantifying post-award constructive changes, Government delays, or Eichleay standby overhead') and two explicit exclusions with the condition that selects each sibling (pre/post-award bid protests, CPARS rebuttals). Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_rfp_responseDraft Shipley Proposal Section & Vendor Clarification Q&AARead-onlyIdempotentInspect
Draft an evaluator-ready Shipley proposal narrative (complete with Win Themes, Feature-Benefit-Proof blocks, and Risk Mitigations) AND a list of strategic Contracting Officer Clarification Q&A questions from an RFP section and company capabilities. This is a read-only, stateless composite generation call that always returns both the drafted narrative and the clarification questions in a single JSON payload (requires X-RapidAPI-Key; target_section_type selects the proposal section format, and tone_and_methodology customizes the writing style). Use this tool when writing Technical Approach, Executive Summary, or Management Plan prose; use generate_compliance_matrix instead to build a requirement checklist/outline first, or generate_cpars_past_performance for structured Volume III CPARS contract citations.
| Name | Required | Description | Default |
|---|---|---|---|
| rfp_section_text | Yes | Verbatim RFP Section C/PWS technical requirements, Section L instructions, or Section M evaluation criteria that the drafted proposal section must satisfy. | |
| target_section_type | No | Type of proposal section to draft: 'technical_approach', 'executive_summary', 'management_and_staffing_plan', 'past_performance_narrative', or 'transition_and_quality_control'. | technical_approach |
| tone_and_methodology | No | Editorial voice and methodology instruction applied to the prose draft (defaults to 'Shipley Proposal Methodology (Active Voice, Evaluator-First, Feature-Benefit-Proof)'). | Shipley Proposal Methodology (Active Voice, Evaluator-First, Feature-Benefit-Proof) |
| company_context_and_capabilities | Yes | Bidder's technical architecture, past performance metrics, SLAs, certifications, and competitive discriminators to weave into the narrative. |
Output Schema
| Name | Required | Description |
|---|---|---|
| section_title | No | Evaluator-focused title for the drafted proposal section. |
| drafted_subsections | No | Complete, multi-subsection Shipley proposal draft ready to paste into Word or proposal automation software. |
| estimated_word_count | No | Total word count of the drafted narrative across all subsections. |
| compliance_coverage_score | No | Percentage (0-100) of input RFP requirements explicitly addressed in the drafted response. |
| executive_theme_statement | No | Overarching Shipley win-theme thesis statement for the entire proposal section. |
| red_team_evaluator_critique | No | Internal Red Team review note highlighting strengths of the draft and any remaining proof-point placeholders to verify before final submission. |
| feature_benefit_proof_matrix | No | Structured Feature-Benefit-Proof & competitive ghosting table for evaluator skimming. |
| strategic_clarification_questions | No | Formal Contracting Officer (KO) Q&A questions designed to neutralize competitor-wired specs and clarify scope risks. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly, idempotent, non-destructive and closed-world, so the safety profile is covered. The description adds genuinely new context beyond that: the call is a stateless composite that ALWAYS returns both artifacts in one JSON payload, and it requires an X-RapidAPI-Key header — an auth prerequisite an agent must arrange. It stops short of noting latency, payload size, or output length limits, so it is strong but not exhaustive.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with the core action and dual output, then the behavioral constraints, then the sibling routing — a sensible order with no filler sentences. It is dense and caps-heavy, and the second sentence packs auth, output, and parameter semantics together, which slightly impedes scanning.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need no further explanation, and the description still flags that both artifacts come back together. With 100% schema coverage, all four annotations, and sibling routing spelled out, an agent has everything needed to select and invoke this correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all four parameters are already documented, and the description's notes ("target_section_type selects the proposal section format", "tone_and_methodology customizes the writing style") largely restate the schema descriptions. It adds the useful framing that the two required text inputs must satisfy vs. inform the draft, but no syntax, sizing, or override guidance beyond the schema. Baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Uses a specific verb ("Draft") against a specific resource (a Shipley proposal narrative plus Contracting Officer clarification Q&A) and names the exact artifacts produced (Win Themes, Feature-Benefit-Proof blocks, Risk Mitigations). An agent can distinguish it from generate_compliance_matrix or generate_cpars_past_performance without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use it ("writing Technical Approach, Executive Summary, or Management Plan prose") and names two concrete alternatives with their distinct purposes: generate_compliance_matrix for a requirement checklist first, and generate_cpars_past_performance for Volume III CPARS citations. Both routing directions are covered, not just exclusions.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_sbir_sttr_commercializationGenerate SBIR / STTR Phase I–III Technical Work Plan, TRL Matrix & Commercialization PlanARead-onlyIdempotentInspect
Convert R&D technical specifications and an SBIR/STTR solicitation topic description into a DoD/AFWERX/SpaceWERX/NSF SBIR/STTR Technical Work Plan, a TRL 1–9 progression matrix, a Phase III Dual-Use Commercialization & Transition Plan, and a pre-award DFARS 252.227-7018 / FAR 52.227-20 SBIR Data Rights assertion schedule. This is a read-only, stateless, non-destructive R&D proposal and IP compliance generator (requires X-RapidAPI-Key; sbir_sttr_topic_and_rd_specs accepts 20 to 45,000 characters and company_technology_and_ip_baseline accepts 20 to 35,000 characters). Use this tool when preparing Phase I, Phase II, Direct-to-Phase II (AFWERX/SpaceWERX), or Phase III SBIR/STTR technical volumes, commercialization plans, and DFARS 252.227-7018 IP data-rights tables; use generate_rfp_response instead for standard FAR Part 15 technical approach volumes, or scan_far_dfars_clauses for general Section I clause flow-down audits.
| Name | Required | Description | Default |
|---|---|---|---|
| target_phase_and_program | No | Target SBIR/STTR phase ('Phase_I_Feasibility_and_Proof_of_Concept', 'Direct_to_Phase_II_or_Phase_II_Prototype', 'Phase_IIB_or_STRATFI_TACFI_Matching', or 'Phase_III_Sole_Source_Transition_15_USC_638_r_4'). | Direct_to_Phase_II_or_Phase_II_Prototype |
| sbir_sttr_topic_and_rd_specs | Yes | Full or excerpted DoD, AFWERX, SPACEWERX, Navy, Army, DARPA, NSF, NASA, or DHS SBIR/STTR topic instructions, Phase I/II/III technical objectives, and evaluation criteria (20 to 45,000 characters). | |
| sponsoring_agency_or_program | No | Optional sponsoring agency, PEO, or Phase III transition customer (e.g., USAF AFWERX / SpaceWERX, Office of Naval Research, NSF TIP). | USAF AFWERX / DoD DSIP |
| company_technology_and_ip_baseline | Yes | Summary of the small business offeror's R&D technology, current TRL, Principal Investigator (PI) credentials, prior IRAD/patents, STTR university/lab partner (if applicable), and dual-use commercial traction (20 to 35,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| trl_progression_and_technical_work_plan | No | Structured Phase I/II Technical Work Plan and TRL 1-9 progression milestones with quantifiable exit criteria. |
| executive_technical_and_dual_use_summary | No | Executive summary of the R&D innovation, warfighter/agency operational impact, and commercial dual-use market thesis. |
| recommended_phase_and_transition_pathway | No | Strategic SBIR/STTR pursuit and transition recommendation. |
| sbir_pwin_and_transition_readiness_score | No | 0-100 score evaluating technical merit, TRL feasibility, dual-use commercialization potential, and Phase III Program-of-Record transition readiness. |
| dfars_252_227_7018_sbir_data_rights_assertions | No | Pre-populated DFARS 252.227-7018 / FAR 52.227-20 SBIR/STTR Data Rights Assertion Table protecting core IP for 20 years. |
| phase_iii_dual_use_commercialization_and_work_plan_narrative | No | Complete, paste-ready SBIR/STTR Volume 2 Technical Work Plan & Commercialization Plan narrative including Customer Memorandum (MOU) justification, TAM/SAM/SOM dual-use revenue forecast, and 15 U.S.C. § 638(r)(4) Phase III sole-source transition roadmap. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered; the description largely restates those traits but adds genuinely new operational facts – an X-RapidAPI-Key is required, the tool is stateless, and the two primary inputs have 20 to 45,000 / 20 to 35,000 character bounds. It stops short of noting any latency or rate-limit behavior, but the output schema covers return shape, so a 4 is appropriate.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The deliverable enumeration is front-loaded and each clause carries real information about scope and routing. It loses a point for restating annotation-derived traits ('read-only, stateless, non-destructive') and for a long, load-bearing final sentence that packs three use cases and two alternatives into one run-on.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a generator with four parameters, an output schema, and full annotation coverage, nothing an agent needs is missing: it knows the artifacts produced, the required inputs and their size bounds, the auth requirement, and where to go when the task is actually a FAR Part 15 response or a clause audit. Return format is delegated to the output schema, which is the correct division of labor.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description's parameter content (character ranges for the two required fields) is already stated as minLength/maxLength in the schema, and it does not add examples or clarify the enumerated phase values beyond what the schema's description already lists. It neither compensates for nor adds beyond the schema here.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a specific verb (convert) and enumerates the exact artifacts produced: Technical Work Plan, TRL 1–9 progression matrix, Phase III Dual-Use Commercialization & Transition Plan, and a DFARS/FAR data-rights assertion schedule. It also names the inputs it consumes (topic description + company R&D/IP baseline), so the tool is unmistakable against siblings like generate_rfp_response or generate_data_rights_assertion_table.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It states exactly when to use this tool (Phase I, Phase II, Direct-to-Phase II AFWERX/SpaceWERX, Phase III technical volumes; commercialization plans; DFARS 252.227-7018 IP tables) and explicitly routes two adjacent needs elsewhere: generate_rfp_response for FAR Part 15 technical approach and scan_far_dfars_clauses for general Section I flow-down audits. That is the when/when-not/alternative triad in full.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_section_l_m_proposal_red_team_scorerSSEB Source Selection Simulator & Shipley Pink/Red/Gold Team Proposal ScorerARead-onlyIdempotentInspect
Simulate a Government Source Selection Evaluation Board (SSEB) under FAR 15.305, grading a draft proposal volume against RFP Section L/M into DoD Color/Adjectival Ratings (Blue/Outstanding to Red/Unacceptable) with exact Strengths, Weaknesses, Deficiencies, and page-level rewrites. Returns a strictly validated RedTeamEvaluatorResponse JSON object containing sseb_consensus_evaluation_overview, factor_by_factor_color_and_risk_scorecard, sseb_strengths_weaknesses_deficiencies_and_rewrites, and competitive_range_and_gold_team_recovery_plan grounded in FAR 15.305 (Proposal Evaluation), DoD Source Selection Procedures (DFARS PGI 215.3 — Blue/Purple/Green/Yellow/Red Consensus Grading), & Shipley Color Team Standards. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; rfp_section_l_m_and_draft_proposal_text accepts 15 to 45,000 characters, while source_selection_grading_methodology and color_team_review_stage calibrate the regulatory regime and threshold assumptions). Use this tool when executing SSEB Source Selection Simulator & Shipley Pink/Red/Gold Team Proposal Scorer workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| color_team_review_stage | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Red_Team_Full_SSEB_Simulation_With_Paste_Ready_Feature_Benefit_Proof_Upgrades_To_Blue_Outstanding'). | Red_Team_Full_SSEB_Simulation_With_Paste_Ready_Feature_Benefit_Proof_Upgrades_To_Blue_Outstanding |
| source_selection_grading_methodology | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'DoD_Source_Selection_Procedures_2022_Color_Adjectival_Blue_Purple_Green_Yellow_Red_And_FAR_15_305'). | DoD_Source_Selection_Procedures_2022_Color_Adjectival_Blue_Purple_Green_Yellow_Red_And_FAR_15_305 |
| rfp_section_l_m_and_draft_proposal_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for SSEB Source Selection Simulator & Shipley Pink/Red/Gold Team Proposal Scorer (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| sseb_consensus_evaluation_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| factor_by_factor_color_and_risk_scorecard | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| competitive_range_and_gold_team_recovery_plan | No | Statutory governance protocol and actionable submission verification checklist. |
| sseb_strengths_weaknesses_deficiencies_and_rewrites | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false, and openWorldHint=false, so the safety profile is mostly covered. The description adds useful operational context—API key requirement, stateless behavior, input-length bounds, and the validated response contract—though it repeats the read-only/non-destructive claims and enumerates output fields already present in the output schema.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose is front-loaded in the first sentence, but the rest is a dense run-on that repeats the title, repeats annotation claims, embeds huge default-value strings, enumerates output fields, and includes a tautological 'Use this tool when executing ... workflows' clause. It is substantially longer than needed and does not separate routing guidance, input constraints, and return details into scannable structure.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a complex, high-stakes proposal-evaluation tool, the definition covers purpose, required auth, input bounds, output shape, and nearest alternative tools, while the output schema handles return details. It is largely complete, though the effect of default parameter values on the grading methodology remains somewhat ambiguous.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description restates the 15–45,000 character input range already documented in the schema and only marginally clarifies that source_selection_grading_methodology and color_team_review_stage calibrate the regulatory regime and threshold assumptions; it does not explain valid values or how the defaults change grading behavior.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: simulate an SSEB and grade a draft proposal volume against RFP Section L/M into DoD color/adjectival ratings. It explicitly distinguishes this tool from siblings such as scan_far_dfars_clauses and generate_compliance_matrix, so an agent can identify its role without opening another schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives a clear usage context for SSEB simulation/red-team scoring and names two alternative tools for general FAR/DFARS clause audits and general Section L/M 'shall' extraction. The guidance is strong but somewhat broad; it does not spell out detailed exclusions or triggers beyond the general-versus-specific contrast.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_small_business_participationGenerate FAR 52.219-9 Small Business Subcontracting Plan & eSRS GoalsARead-onlyIdempotentInspect
Calculate Small Business subcontracting dollar and percentage goals across SB, SDB/8(a), WOSB, SDVOSB, and HUBZone categories (under both % of Total Subcontracted Dollars and % of Total Contract Value baselines), draft all 15 mandatory elements of a FAR 52.219-9 Small Business Subcontracting Plan and DFARS 252.219-7003 Small Business Participation Commitment Document (SBPCD), and structure eSRS.gov ISR/SSR reporting and FAR 52.219-16 Liquidated Damages good-faith effort controls. This is a read-only, stateless, non-destructive subcontracting compliance and goal calculator (requires X-RapidAPI-Key; solicitation_subcontracting_and_clin_text accepts 20 to 45,000 characters, while plan_type_and_regulatory_regime and agency_socioeconomic_goal_benchmarks calibrate Individual, Master, or Commercial Subcontracting Plans against DoD or Civilian SBA statutory targets). Use this tool when preparing a Large Business Prime FAR 52.219-9 Small Business Subcontracting Plan, DFARS 252.219-7003 Small Business Participation Volume, or eSRS ISR/SSR goal calculation; use generate_teaming_strategy instead when a Small Business Prime needs a 13 CFR 125.6 (50% Rule) Limitations on Subcontracting workshare split, or generate_sources_sought_response for pre-RFP Rule-of-Two set-aside shaping.
| Name | Required | Description | Default |
|---|---|---|---|
| plan_type_and_regulatory_regime | No | Subcontracting Plan structure: Individual Plan, Master Plan + Individual Goals, or Commercial Subcontracting Plan under FAR 52.219-9 / DFARS 252.219-7003 (defaults to 'Individual_Subcontracting_Plan_FAR_52_219_9_And_DFARS_252_219_7003'). | Individual_Subcontracting_Plan_FAR_52_219_9_And_DFARS_252_219_7003 |
| agency_socioeconomic_goal_benchmarks | No | Agency statutory or RFP-mandated small business subcontracting goal percentages across SB, SDB/8(a), WOSB, SDVOSB, and HUBZone (defaults to 'DoD_23Pct_SB_5Pct_SDB_5Pct_WOSB_5Pct_SDVOSB_3Pct_HUBZone'). | DoD_23Pct_SB_5Pct_SDB_5Pct_WOSB_5Pct_SDVOSB_3Pct_HUBZone |
| solicitation_subcontracting_and_clin_text | Yes | Total contract ceiling, Base + Option period breakdown, total planned subcontracted dollars, RFP Section L/M Small Business Participation factor targets, and named subcontractor commitments (20 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| subcontracting_plan_overview | No | Executive summary and dual-baseline financial breakdown of total contract value vs. total subcontracted spend. |
| socioeconomic_category_goal_table | No | Socioeconomic subcontracting goal breakdown across SB, SDB/8(a), WOSB, SDVOSB, and HUBZone showing both % of subcontracted spend and % of total contract value. |
| far_52_219_9_15_element_compliance_narratives | No | Drafted compliance narratives covering the 15 mandatory elements of FAR 52.219-9(d). |
| dfars_small_business_participation_commitment_summary | No | Actionable checklist for DFARS 252.219-7003 Small Business Participation Commitment Document (SBPCD) enforceability and bilateral teaming agreements. |
| esrs_isr_ssr_reporting_and_good_faith_effort_controls | No | eSRS.gov ISR/SSR reporting calendar, FAR 52.219-16 Liquidated Damages good-faith effort controls, and outreach procedures. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is covered. The description adds useful behavioral context beyond annotations: it is stateless and requires an X-RapidAPI-Key, which an agent needs to know before invocation. It does not add rate-limit or output-shape details, but the output schema exists and annotations are already rich.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose is front-loaded in the first clause, and the description is appropriately thorough for a complex FAR/DFARS compliance calculator. It is somewhat dense and parenthetical, and parts of the behavioral statement repeat annotation data, but the content largely earns its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity, the description is complete enough for an agent to call it correctly: it states the calculation and drafting scope, required auth, key parameter roles, when to use alternatives, and relevant regulatory regimes. An output schema exists, so return-value details need not be repeated in the description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents all three parameters in detail. The description reinforces that plan_type_and_regulatory_regime and agency_socioeconomic_goal_benchmarks calibrate Individual, Master, or Commercial plans against DoD or Civilian SBA targets, and that solicitation_subcontracting_and_clin_text accepts 20 to 45,000 characters. This adds little beyond the schema's own descriptions and min/max constraints, so the baseline of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states specific verbs and resources: calculate subcontracting goals across SB/SDB/WOSB/SDVOSB/HUBZone categories, draft all 15 mandatory elements of a FAR 52.219-9 plan, and structure eSRS reporting. It clearly distinguishes this from sibling tools by naming generate_teaming_strategy and generate_sources_sought_response with the conditions that select them.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit when-to-use guidance: preparing a Large Business Prime FAR 52.219-9 plan, DFARS 252.219-7003 participation volume, or eSRS ISR/SSR goal calculation. It also names alternatives and their specific use cases: generate_teaming_strategy for a Small Business Prime needing a 13 CFR 125.6 workshare split, and generate_sources_sought_response for pre-RFP Rule-of-Two shaping.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_sources_sought_responseGenerate GovCon Sources Sought, RFI & FAR 19.502-2 Set-Aside Shaping ResponseARead-onlyIdempotentInspect
Analyze agency Sources Sought notices, Market Research RFIs, and Draft PWS/SOWs against a vendor's socioeconomic status (8(a), SDVOSB, HUBZone, WOSB/EDWOSB, Small Business) and past performance to generate a persuasive FAR 19.502-2 Rule-of-Two set-aside justification, a 13 CFR 121.402 NAICS & SBA size standard shaping analysis, a requirement-by-requirement capability alignment matrix, Contracting Officer / OSDBU acquisition-shaping recommendations, and a ready-to-submit Sources Sought / RFI response narrative. This is a read-only, stateless, non-destructive capture shaping generator (requires X-RapidAPI-Key; sources_sought_or_rfi_notice_text accepts 20 to 45,000 characters and vendor_capability_and_socioeconomic_profile accepts 20 to 35,000 characters). Use this tool during pre-RFP Market Research / Sources Sought / RFI phases to persuade the Contracting Officer to set aside an upcoming procurement for small business; use match_capability_statement instead for Gate-1 Bid/No-Bid Pwin scoring on an already-released RFP, or generate_rfp_response to draft final RFP proposal volumes. Use this tool when responding to pre-RFP Sources Sought notices or RFIs to lock in small-business set-asides under the FAR 19.502-2 Rule of Two; use match_capability_statement instead for full RFP Bid/No-Bid Pwin scoring, or generate_rfp_response for full proposal narrative drafting.
| Name | Required | Description | Default |
|---|---|---|---|
| target_set_aside_preference | No | Preferred FAR Part 19 set-aside pathway to justify to the Contracting Officer and OSDBU ('8a_Sole_Source_or_Competitive', 'SDVOSB_Set_Aside', 'HUBZone_Set_Aside', 'WOSB_EDWOSB_Set_Aside', 'Total_Small_Business_Rule_of_Two', or 'Auto_Recommend'). | Auto_Recommend |
| sources_sought_or_rfi_notice_text | Yes | Full text of the agency Sources Sought notice, Market Research RFI, SSN capability questions, or Draft PWS/SOW (20 to 45,000 characters). | |
| vendor_capability_and_socioeconomic_profile | Yes | Vendor socioeconomic designations (8(a), SDVOSB, HUBZone, WOSB/EDWOSB, Small Business), UEI/CAGE, GSA MAS / GWAC contract vehicles, facility clearances, and past performance (20 to 35,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| set_aside_shaping_confidence_score | No | 0-100 score indicating the strength of the vendor's case to persuade the Contracting Officer and OSDBU to set aside the procurement. |
| requirement_capability_alignment_matrix | No | Requirement-by-requirement alignment table mapping agency RFI tasks to demonstrated prime capability and 13 CFR 125.6 workshare compliance. |
| rule_of_two_and_far_19_502_justification | No | Formal FAR 19.502-2 Rule-of-Two & FAR Part 10 market research justification proving two or more capable small businesses (or sole-source 8(a)/SDVOSB authority) exist at fair market prices. |
| naics_psc_and_size_standard_shaping_analysis | No | Analysis of the posted NAICS/PSC code under 13 CFR 121.402, recommending either retention or a higher/more accurate SBA size standard. |
| recommended_acquisition_strategy_and_set_aside | No | Recommended acquisition vehicle (GSA MAS, 8(a) STARS III, VETS 2, Polaris, Open Market) and FAR Part 19 set-aside determination. |
| ready_to_submit_sources_sought_response_narrative | No | Complete, paste-ready Sources Sought / RFI Response Narrative (Corporate Overview, Socioeconomic & Vehicle Eligibility, Technical Capability, Past Performance, and Acquisition Strategy Recommendation). |
| contracting_officer_shaping_questions_and_recommendations | No | Strategic recommendations for the Contracting Officer and Small Business Specialist (OSDBU) to shape the final RFP in the vendor's favor. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so restating 'read-only, stateless, non-destructive' adds no new information. The description does contribute real operational context not in the annotations: the X-RapidAPI-Key authentication requirement and the input length bounds (20–45,000 and 20–35,000 characters). It stops short of describing latency, output determinism across runs, or what happens on malformed notice text.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The first sentence is a heavily loaded run-on bundling six deliverables, and the final sentence restates the usage routing (pre-RFP Sources Sought for FAR 19.502-2, vs. match_capability_statement and generate_rfp_response) almost verbatim from mid-paragraph. The redundant tail and the duplicated character limits inflate length without adding decision value, though the purpose is front-loaded.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given an output schema exists, the description need not detail return values, and it still summarizes the deliverable set. Inputs are bounded, auth is disclosed, and the pre-RFP lifecycle position is clear, so an agent has everything needed to invoke correctly; only the conditional behavior of the enum parameter against the vendor profile is left unaddressed.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, including the set-aside enum values and the character limits, so the description's repetition of those same limits is redundant rather than additive. It does not explain how `target_set_aside_preference` interacts with the vendor's declared socioeconomic profile (e.g. whether an incompatible override is rejected or silently adjusted), which is the one parameter question an agent would actually have.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The opening sentence names a specific verb (analyze/generate) and enumerates both the input artifact types (Sources Sought notices, Market Research RFIs, Draft PWS/SOWs) and the exact deliverables (FAR 19.502-2 Rule-of-Two justification, 13 CFR 121.402 NAICS/size-standard analysis, capability matrix, CO/OSDBU shaping recommendations, response narrative). This is far more specific than any sibling and instantly separates it from generic RFP-response tools.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit timing ('during pre-RFP Market Research / Sources Sought / RFI phases') plus named alternatives with the discriminating condition: `match_capability_statement` for Gate-1 Bid/No-Bid Pwin scoring on an already-released RFP, and `generate_rfp_response` for final proposal volumes. The when-not conditions are stated, not implied.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_state_local_cooperative_piggybackSLED Cooperative Purchasing (NASPO ValuePoint, Sourcewell, OMNIA, TIPS & DIR) Piggyback MapperARead-onlyIdempotentInspect
Evaluate state and municipal IT procurements to identify eligible NASPO ValuePoint, Sourcewell, OMNIA Partners, TIPS, TX DIR, and GSA Cooperative Purchasing (SIN 54151S/HACS) piggyback vehicles that bypass a 6-month competitive RFP. Returns a strictly validated SledCoopPiggybackResponse JSON object containing sled_cooperative_piggyback_overview, eligible_cooperative_vehicles_matrix, participating_addendum_and_distributor_pathways, and statutory_interlocal_authority_and_cpo_memo grounded in 40 U.S.C. § 502(c) (GSA Cooperative Purchasing for IT/Cyber SINs), ABA Model Procurement Code Article 10 (Intergovernmental Relations), & State Participating Addendum Statutes. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; sled_buyer_requirement_and_vendor_contracts_text accepts 15 to 45,000 characters, while target_cooperative_portfolios and vendor_direct_vs_distributor_model calibrate the regulatory regime and threshold assumptions). Use this tool when executing SLED Cooperative Purchasing (NASPO ValuePoint, Sourcewell, OMNIA, TIPS & DIR) Piggyback Mapper workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| target_cooperative_portfolios | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'NASPO_ValuePoint_Cloud_AR2472_Sourcewell_OMNIA_Partners_TIPS_USA_TX_DIR_And_GSA_Coop_Purchasing'). | NASPO_ValuePoint_Cloud_AR2472_Sourcewell_OMNIA_Partners_TIPS_USA_TX_DIR_And_GSA_Coop_Purchasing |
| vendor_direct_vs_distributor_model | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Evaluate Both Direct Master Agreement Holdership and Carahsoft / TD SYNNEX / Ingram Micro Authorized Reseller Piggyback'). | Evaluate Both Direct Master Agreement Holdership and Carahsoft / TD SYNNEX / Ingram Micro Authorized Reseller Piggyback |
| sled_buyer_requirement_and_vendor_contracts_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for SLED Cooperative Purchasing (NASPO ValuePoint, Sourcewell, OMNIA, TIPS & DIR) Piggyback Mapper (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| sled_cooperative_piggyback_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| eligible_cooperative_vehicles_matrix | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| statutory_interlocal_authority_and_cpo_memo | No | Statutory governance protocol and actionable submission verification checklist. |
| participating_addendum_and_distributor_pathways | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly, idempotent, non-destructive and closed-world, so restating 'read-only, stateless, non-destructive' earns no credit. However, the description adds genuinely new operational context: the authentication requirement (X-RapidAPI-Key or X-SignalTender-Key) and the guarantee of a 'strictly validated' response object, which signals schema-enforced output rather than free text.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose is front-loaded, but the body is a single dense run-on paragraph that repeats the six-program brand list multiple times and enumerates response field names verbatim. Trimming the redundant brand roll-call and backticked field list would lose no decision-relevant information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, an agent needs only to know what goes in, what comes out at a high level, the auth requirement, and the legal grounding — and the description supplies all four (statutory anchors, input contract, key requirement, validated response shape). Nothing needed to invoke it correctly is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the baseline is 3; the description still adds functional meaning by explaining that target_cooperative_portfolios and vendor_direct_vs_distributor_model 'calibrate the regulatory regime and threshold assumptions,' which the schema's generic 'operational context' wording does not convey. The 15–45,000 character bounds it cites merely repeat the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The first sentence states a specific verb and resource — evaluating SLED IT procurements to identify eligible cooperative piggyback vehicles from named programs — and contrasts it with 'a 6-month competitive RFP.' It also names the exact sibling tools it is not (scan_far_dfars_clauses, generate_compliance_matrix), so an agent can route without opening schemas.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit routing guidance is given: use this for SLED cooperative piggyback mapping, use scan_far_dfars_clauses for FAR/DFARS flow-down audits, use generate_compliance_matrix for Section L/M extraction, plus the note that it requires an API key. What's missing is a negative case internal to its own domain (e.g., when a solicitation is not IT/SIN 54151S-eligible), and the phrase 'when executing ... Piggyback Mapper workflows' is slightly circular.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_teaming_strategyGenerate 13 CFR 125.6 (50% Rule) Teaming & Subcontracting PlanARead-onlyIdempotentInspect
Generate a legally compliant GovCon Teaming Strategy, a 13 CFR 125.6 & FAR 52.219-14 (Limitations on Subcontracting / 50% Rule) Prime/Sub workshare split, Ostensible Subcontractor risk audit, partner archetypes, FAR Subpart 9.6 Teaming Agreement clauses, and a BD outreach email. This is a read-only, stateless compliance and strategy generator (requires X-RapidAPI-Key; set_aside_type enforces SBA workshare ceilings for 'sdvosb' [default], '8a', 'wosb_edwosb', 'hubzone', 'small_business', or 'full_and_open', while bidder_role tailors outputs for 'prime_seeking_subs' [default], 'sub_seeking_prime', or 'joint_venture_mentor_protege'). Use this tool when structuring Prime/Sub workshare splits or recruiting teaming partners to fill capability gaps; use match_capability_statement instead for an initial single-vendor Bid/No-Bid Pwin score.
| Name | Required | Description | Default |
|---|---|---|---|
| rfp_text | Yes | Raw RFP scope, PWS task areas, contract ceiling, security clearance requirements, and FAR 52.219-14 / set-aside instructions. | |
| bidder_role | No | Bidder's teaming posture: 'prime_seeking_subs' (default, allocates >=50% to Prime and defines sub gap archetypes), 'sub_seeking_prime' (positions bidder for 20-49% specialty workshare), or 'joint_venture_mentor_protege' (13 CFR 125.8 JV compliance). | prime_seeking_subs |
| set_aside_type | No | Solicitation set-aside designation ('sdvosb' [default], '8a', 'wosb_edwosb', 'hubzone', 'small_business', or 'full_and_open') used to enforce 13 CFR 125.6 similarly situated entity and 50% self-performance rules. | sdvosb |
| bidder_capabilities | Yes | Bidder's socioeconomic status, self-performed technical domains, clearance level, and past performance strengths. |
Output Schema
| Name | Required | Description |
|---|---|---|
| solicitation_title | No | Inferred solicitation title, agency, and set-aside designation. |
| teaming_agreement_clauses | No | Ready-to-paste FAR Subpart 9.6 Teaming Agreement clauses (Exhibit A Workshare, Exclusivity, Pass-Through Subcontract Conversion). |
| executive_teaming_rationale | No | Strategic Shipley capture rationale explaining how this teaming structure maximizes Pwin while maintaining strict SBA/FAR compliance. |
| recommended_teaming_structure | No | High-level recommended teaming architecture (e.g., 'SDVOSB Prime (58% Workshare) + 1 Similarly Situated SDVOSB Sub (22%) + 1 Large Business Niche Sub (20%)'). |
| partner_outreach_email_template | No | Ready-to-send Business Development outreach email to recruit the target Prime or Subcontractor partner. |
| limitations_on_subcontracting_audit | No | Automated audit of the workshare split under 13 CFR § 125.6 and FAR 52.219-14 (50% Rule & Ostensible Subcontractor test). |
| capability_gaps_and_partner_archetypes | No | Itemized capability gaps identified in the RFP and the exact partner profiles needed to close them. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the annotations, the description discloses that the tool is stateless and requires an X-RapidAPI-Key. It also explains how `set_aside_type` enforces SBA workshare ceilings and how `bidder_role` tailors the output, which adds useful behavioral context for invocation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is front-loaded with the core output and efficiently covers usage, authentication, and parameter behavior. It is somewhat dense, and the parenthetical restates enum values already present in the schema, but there is little wasted framing.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the complex compliance domain, rich annotations, complete schema descriptions, and output schema, the description provides everything needed to select and invoke the tool correctly. It covers purpose, alternatives, auth needs, statefulness, and key parameter effects.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents parameter meanings, enums, defaults, and constraints. The description reinforces the role of `set_aside_type` and `bidder_role` but largely repeats what the schema already provides, so it meets the baseline without adding substantial new semantic detail.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: generate a GovCon teaming strategy with 13 CFR 125.6/FAR 52.219-14 workshare split, ostensible subcontractor audit, partner archetypes, FAR Subpart 9.6 clauses, and outreach email. It also explicitly distinguishes the tool from the sibling `match_capability_statement`, which handles initial single-vendor Bid/No-Bid scoring.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives an explicit use case: structuring Prime/Sub workshare splits or recruiting teaming partners to fill capability gaps. It also names the alternative tool and the condition for using it instead, removing ambiguity about tool selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_termination_for_convenience_settlementFAR Part 49 Termination for Convenience (T4C / SF 1435–1438) Settlement Proposal CalculatorARead-onlyIdempotentInspect
Compute recoverable sunk costs, subcontractor termination claims, settlement expenses, and profit on work performed under FAR Part 49 and FAR 52.249-2, generating an Inventory Basis (SF 1435) or Total Cost Basis (SF 1436) T4C Settlement Proposal. Returns a strictly validated T4cSettlementResponse JSON object containing t4c_settlement_executive_overview, sf_1435_1436_recoverable_quantum_schedule, subcontractor_settlement_and_sf_1428_inventory_schedule, and far_31_205_42_allowability_and_one_year_filing_clock grounded in FAR Part 49, FAR 52.249-2 (Termination for Convenience of the Government), FAR 31.205-42 (Termination Costs), & Standard Forms 1435 / 1436 / 1437 / 1438 / 1428. This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; termination_notice_and_incurred_cost_ledger_text accepts 15 to 45,000 characters, while settlement_proposal_basis_and_form and contract_type_and_clause_regime calibrate the regulatory regime and threshold assumptions). Use this tool when executing FAR Part 49 Termination for Convenience (T4C / SF 1435–1438) Settlement Proposal Calculator workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| contract_type_and_clause_regime | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'FAR 52.249-2 Fixed-Price Termination for Convenience (vs. FAR 52.249-6 Cost-Reimbursement / FAR 52.212-4(l) Commercial)'). | FAR 52.249-2 Fixed-Price Termination for Convenience (vs. FAR 52.249-6 Cost-Reimbursement / FAR 52.212-4(l) Commercial) |
| settlement_proposal_basis_and_form | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'SF_1435_Inventory_Basis_Preferred_Under_FAR_49_206_2_vs_SF_1436_Total_Cost_Basis'). | SF_1435_Inventory_Basis_Preferred_Under_FAR_49_206_2_vs_SF_1436_Total_Cost_Basis |
| termination_notice_and_incurred_cost_ledger_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for FAR Part 49 Termination for Convenience (T4C / SF 1435–1438) Settlement Proposal Calculator (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| t4c_settlement_executive_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| sf_1435_1436_recoverable_quantum_schedule | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| far_31_205_42_allowability_and_one_year_filing_clock | No | Statutory governance protocol and actionable submission verification checklist. |
| subcontractor_settlement_and_sf_1428_inventory_schedule | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/stateless/idempotent/non-destructive, and the description largely restates that, which earns no credit. It does add genuinely new behavioral context — the API key requirement and the 15-to-45,000 character input bound — that an agent cannot get from the annotations. No mention of limits on computation or handling of oversized ledgers, so not a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Key content is front-loaded in the first sentence, but the text is a single long run-on that recites the full tool title inside the 'use this tool when' clause — pure repetition — and packs citation lists into every sentence. Functional but bloated.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so the return-value enumeration is redundant rather than required, and all three parameters are documented in the schema. With auth and input-size constraints disclosed, an agent has what it needs to invoke correctly; only edge-case behavior (e.g. malformed ledgers, proposal basis validation) is unaddressed.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the baseline is 3. The description repeats the character range and says the two optional parameters 'calibrate the regulatory regime and threshold assumptions', adding only a slight framing gloss over the schema's own descriptions.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource: computes recoverable costs, subcontractor claims, settlement expenses and profit, and emits an SF 1435 or SF 1436 T4C settlement proposal. It enumerates the exact output sections, so an agent can distinguish this from any sibling at a glance.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly names use conditions and two alternatives with their diverging purposes: scan_far_dfars_clauses for general clause flow-down audits and generate_compliance_matrix for Section L/M shall extraction. Nothing is left to inference about when to route elsewhere.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
generate_value_engineering_vecpFAR Part 48 Value Engineering Change Proposal (VECP / FAR 52.248-1) & Shared-Savings ModelerARead-onlyIdempotentInspect
Transform cloud FinOps, AI automation, or architecture optimizations on an active contract into a formal FAR 52.248-1 Value Engineering Change Proposal (VECP), calculating Instant/Concurrent/Future acquisition savings and the contractor's 50%–75% shared-savings royalty. Returns a strictly validated VecpFar48Response JSON object containing vecp_shared_savings_overview, instant_concurrent_and_future_savings_table, far_52_248_1_c_eight_element_proposal_package, and collateral_savings_and_data_rights_protection grounded in FAR Part 48 (Value Engineering) & FAR 52.248-1(c)–(i) (50%/50% to 75%/25% Voluntary VECP Incentive Sharing & 36–60 Month Future Acquisition Royalty). This is a read-only, stateless, non-destructive GovCon compliance and capture analysis call (requires X-RapidAPI-Key or X-SignalTender-Key; baseline_contract_and_proposed_engineering_change_text accepts 15 to 45,000 characters, while far_part_48_sharing_regime and development_and_government_implementation_costs calibrate the regulatory regime and threshold assumptions). Use this tool when executing FAR Part 48 Value Engineering Change Proposal (VECP / FAR 52.248-1) & Shared-Savings Modeler workflows; use scan_far_dfars_clauses instead for general FAR/DFARS clause flow-down audits, or generate_compliance_matrix for general Section L/M 'shall' requirement extraction.
| Name | Required | Description | Default |
|---|---|---|---|
| far_part_48_sharing_regime | No | Target regulatory regime, statutory authority, or evaluation framework (defaults to 'FAR_52_248_1_Voluntary_Incentive_Fixed_Price_50_50_To_75_25_Contractor_Share'). | FAR_52_248_1_Voluntary_Incentive_Fixed_Price_50_50_To_75_25_Contractor_Share |
| development_and_government_implementation_costs | No | Operational context, threshold parameters, or compliance posture assumptions (defaults to 'Contractor VECP Development Cost: $320,000 | Government Test/ECP Implementation Cost: $180,000 | 36-Month Sharing Period'). | Contractor VECP Development Cost: $320,000 | Government Test/ECP Implementation Cost: $180,000 | 36-Month Sharing Period |
| baseline_contract_and_proposed_engineering_change_text | Yes | Primary solicitation text, clause excerpts, deliverable schedule, or technical/financial context for FAR Part 48 Value Engineering Change Proposal (VECP / FAR 52.248-1) & Shared-Savings Modeler (15 to 45,000 characters). |
Output Schema
| Name | Required | Description |
|---|---|---|
| status | No | Execution status ('success'). |
| vecp_shared_savings_overview | No | Executive determination overview, regulatory citations, and readiness score. |
| instant_concurrent_and_future_savings_table | No | Structured line-by-line regulatory audit, classification, or quantitative schedule rows. |
| collateral_savings_and_data_rights_protection | No | Statutory governance protocol and actionable submission verification checklist. |
| far_52_248_1_c_eight_element_proposal_package | No | Paste-ready compliance narratives, control specifications, or submission sections. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Beyond the annotations (readOnly/idempotent/non-destructive/openWorld=false), it adds genuinely new context: authentication requires X-RapidAPI-Key or X-SignalTender-Key, the call is stateless, and the 15–45,000 character input bound. It restates the annotation-covered safety profile and enumerates return fields that the output schema already documents, which caps it below 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The core purpose is front-loaded, but the full title string 'FAR Part 48 Value Engineering Change Proposal (VECP / FAR 52.248-1) & Shared-Savings Modeler' is repeated three times and the FAR citations are restated in multiple places. Several clauses (stateless, read-only, non-destructive, output field list) duplicate structured fields rather than earning their space.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, annotations covering safety, and 100% schema coverage, the description supplies what remains: purpose, sibling routing, auth requirements, and input size limits. Nothing an agent needs in order to invoke it correctly is missing, though the signal is diluted by repetition.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented in the schema, including defaults and length bounds. The description only adds that far_part_48_sharing_regime and development_and_government_implementation_costs 'calibrate the regulatory regime and threshold assumptions' — marginal value over the schema, so baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: transform FinOps/AI/architecture optimizations on an active contract into a FAR 52.248-1 VECP, computing instant/concurrent/future savings and the 50%–75% contractor share. It names the exact response object and its four component sections, so an agent can distinguish it from every sibling without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It explicitly routes the agent away from two siblings: use scan_far_dfars_clauses for general FAR/DFARS clause flow-down audits and generate_compliance_matrix for Section L/M 'shall' extraction. The positive trigger, however, is circular ('Use this tool when executing [this tool's own title] workflows'), so the when-to-use condition is weaker than the when-not-to-use condition.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_live_solicitationsGet Live Open Federal & State SLED RFPsARead-onlyIdempotentInspect
Retrieve currently open, AI-vetted Federal (SAM.gov) and All-50-State SLED (VA, TX, CA, FL, MD, IL, PA, OH, GA, NC, NY, MA, NJ, WA, MI, CO, AZ, MN, TN, IN, MO, WI, SC, OR, CT, UT, NV, AL, LA, KY, OK, IA, KS, AR, MS, NM, NE, ID, HI, NH, ME, RI, MT, DE, SD, ND, AK, VT, WV, WY, DemandStar) IT, Cloud, and Cybersecurity solicitations from SignalTender's 52-portal procurement database. This is a read-only, stateless, non-destructive live database query (requires X-RapidAPI-Key; all four filter parameters are optional and combinable, returning up to limit [default 10, max 50] active solicitations whose closing dates have not passed). Use this tool when discovering active open RFPs to bid on right now; use search_historical_awards instead for past awarded contracts and incumbent pricing, or match_capability_statement once you have selected an RFP to score Bid/No-Bid Pwin.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Maximum number of open solicitations to return per request (integer between 1 and 50; defaults to 10). | |
| state | No | Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', 'nevada', 'alabama', 'louisiana', 'kentucky', 'oklahoma', 'iowa', 'kansas', 'arkansas', 'mississippi', 'new_mexico', 'nebraska', 'idaho', 'hawaii', 'new_hampshire', 'maine', 'rhode_island', 'montana', 'delaware', 'south_dakota', 'north_dakota', 'alaska', 'vermont', 'west_virginia', 'wyoming', or 'municipal'. | |
| keyword | No | Optional case-insensitive substring keyword matched against solicitation title and issuing buyer agency. | |
| category | No | Optional technology vertical filter ('cybersecurity', 'cloud-infrastructure', 'software-development', or 'network-telecom'). | |
| closing_after | No | Return only solicitations closing on or after this ISO 8601 date (YYYY-MM-DD). |
Output Schema
| Name | Required | Description |
|---|---|---|
| total_count | No | Total number of matching open solicitations returned. |
| solicitations | No | List of verified open IT, cloud, software, and cybersecurity solicitations. |
| filters_applied | No | Echoed query filter parameters. |
| portals_monitored | No | Number of Federal, State SLED, and Municipal procurement portals indexed. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly, idempotent, non-destructive and openWorld, and the description adds genuinely new operational facts: the X-RapidAPI-Key auth requirement, that the call is stateless, that it hits a live database, that results are filtered by unexpired closing dates, and that all filters are optional and combinable. The only blemish is the stated 'limit [default 10, max 50]', which conflicts with the schema's own default of 25 and maximum of 100 — a materially misleading bound even though it is not an annotation conflict.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The purpose and usage guidance are front-loaded and tight, but the middle of the sentence dumps all fifty state names plus DemandStar, which duplicates the state enum verbatim and adds no selection value. Roughly a third of the description is enumeration bloat that dilutes the high-value routing sentence at the end.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be explained, and annotations cover the safety profile. The description supplies auth, scope, filter combinability and sibling routing, leaving only the limit-bound inconsistency as a gap an agent could act on incorrectly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents every parameter including the state and category enums, and baseline is 3. The description adds one useful semantic point — that all four filter parameters are optional and freely combinable — but it also restates an incorrect limit default/max that contradicts the schema, so it neither compensates nor purely defers.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (retrieve), a precise resource (currently open, AI-vetted Federal SAM.gov and 50-state SLED IT/Cloud/Cybersecurity solicitations), the source system (SignalTender's 52-portal database), and the freshness constraint (closing dates not passed). An agent can distinguish it from search_historical_awards or match_capability_statement without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly names the moment to use it ('when discovering active open RFPs to bid on right now') and routes to two named alternatives with the conditions that select them: search_historical_awards for past awards/incumbent pricing, and match_capability_statement once an RFP is chosen for Pwin scoring. This is a full when/when-not/alternative statement.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
match_capability_statementScore Bid/No-Bid Pwin & Match Capability StatementARead-onlyIdempotentInspect
Evaluate an RFP scope against a vendor's Capability Statement and past performance to compute a 0-100 Probability of Win (Pwin) score, a Gate-1 Bid/No-Bid recommendation, a technical/socioeconomic gap analysis, and a tailored executive pitch. This is a read-only, stateless capture scoring call (requires X-RapidAPI-Key; both rfp_text and company_capability_statement are required, while target_pursuit_role weights eligibility rules for 'prime_contractor', 'subcontractor_or_jv', or 'either_prime_or_sub' [default]). Use this tool when conducting Gate-1 capture qualification to decide whether to bid an opportunity; use generate_teaming_strategy instead if you already decided to bid and need a 13 CFR 125.6 (50% Rule) Prime/Sub workshare plan, or match_key_personnel to evaluate individual candidate resumes.
| Name | Required | Description | Default |
|---|---|---|---|
| rfp_text | Yes | Target solicitation scope, mandatory technical qualifications, NAICS/set-aside designation, clearance requirements, and Section M evaluation criteria. | |
| target_pursuit_role | No | Preferred pursuit posture to evaluate: 'prime_contractor', 'subcontractor_or_jv', or 'either_prime_or_sub'. | either_prime_or_sub |
| company_capability_statement | Yes | Vendor capability statement including core competencies, socioeconomic certifications (8(a), SDVOSB, WOSB, HUBZone), facility clearances, and past performance summary. |
Output Schema
| Name | Required | Description |
|---|---|---|
| pwin_score | No | Estimated Probability of Win (Pwin) score from 0 (disqualified / no fit) to 100 (ideal prime fit). |
| score_breakdown | No | Granular 0-100 scoring across technical fit, past performance, clearances/certifications, and set-aside/vehicle eligibility. |
| bid_recommendation | No | Executive gate decision: STRONG_BID, CONDITIONAL_BID_TEAMING_REQUIRED, HIGH_RISK_STRETCH_BID, or NO_BID. |
| key_discriminators | No | High-impact competitive strengths from the vendor profile to highlight as Shipley win themes. |
| solicitation_title | No | Identified or inferred title and agency of the solicitation. |
| recommended_pursuit_role | No | Optimal pursuit structure (e.g., 'Prime Contractor', 'Prime with Teaming Subcontractor for Top Secret FCL', 'Subcontractor to Large Prime'). |
| requirement_gap_analysis | No | Requirement-by-requirement alignment matrix with matched vendor evidence and gap remediation actions. |
| hard_disqualifiers_detected | No | Mandatory knockout blockers detected (e.g., missing Top Secret FCL, ineligible socioeconomic status, missing required contract vehicle). |
| tailored_executive_summary_pitch | No | Ready-to-paste, persuasive Shipley Executive Summary / Sources Sought pitch paragraph tailored to the buyer agency using the vendor's exact past performance. |
| teaming_and_subcontracting_strategy | No | Concrete recommendation on how to structure the capture team, JV, or subcontractor roster to maximize Pwin. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, non-destructive, and closed-world, so the safety profile is covered; the description adds genuinely new operational context — that the call is stateless and requires an X-RapidAPI-Key. It does not discuss rate limits, latency, or cost, which for an external RapidAPI-backed scoring call would be the remaining useful disclosure.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Front-loaded with purpose and outputs, then constraints, then routing — a sensible order with no filler sentences. The middle parenthetical packs auth, required fields, and the enum default into one dense clause, which is efficient but slightly crowded for scanning.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a three-parameter scoring tool with a full schema, complete parameter docs, and an output schema (so return values need no explanation), the description covers purpose, inputs, prerequisites, and alternative routing. An agent has everything needed to decide and invoke correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so baseline is 3, but the description adds meaning the schema does not: it flags that rfp_text and company_capability_statement are required and explains that target_pursuit_role 'weights eligibility rules' rather than merely filtering. It stops short of describing how the weighting changes the Pwin output.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource ('Evaluate an RFP scope against a vendor's Capability Statement and past performance') and enumerates the concrete artifacts produced: Pwin score, Gate-1 Bid/No-Bid recommendation, gap analysis, and executive pitch. It explicitly distinguishes itself from two named siblings, so an agent can route without opening a schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Gives an explicit trigger ('Use this tool when conducting Gate-1 capture qualification to decide whether to bid') plus two named exclusions with their selecting conditions: generate_teaming_strategy if already decided to bid and needing a 50% Rule workshare plan, and match_key_personnel for individual resumes. Nothing is left to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
match_key_personnelAudit Key Personnel LCAT Qualifications & Tailor Shipley Resume + LOCARead-onlyIdempotentInspect
Evaluate a candidate's resume against RFP Section L/M Key Personnel and GSA MAS / OASIS+ / Alliant 3 Labor Category (LCAT) requirements (years of experience, education, security clearance, DoD 8570/8140 certifications), rewrite relevant roles into a Shipley Key Personnel bio, and generate a ready-to-sign Letter of Commitment (LOC). This is a read-only, stateless qualification audit and resume formatter that does not store candidate PII (requires X-RapidAPI-Key; allow_education_experience_substitution [default true] applies standard federal GSA/OPM equivalency rules such as Bachelor's + 4 years = Master's when scoring eligibility). Use this tool when qualifying and formatting individual Key Personnel resumes for a proposal; use match_capability_statement instead to score overall company-level Bid/No-Bid Pwin, or generate_cpars_past_performance for company-level contract citations.
| Name | Required | Description | Default |
|---|---|---|---|
| candidate_resume_text | Yes | Candidate's unstructured resume or CV including education degrees, active security clearances, professional certifications (CISSP, PMP, AWS, etc.), and chronological work history. | |
| lcat_or_rfp_requirements | Yes | Raw RFP Section L/M Key Personnel instructions, GSA MAS / GWAC Labor Category (LCAT) minimum qualifications, required security clearance, and mandatory DoD 8570/8140 certifications. | |
| allow_education_experience_substitution | No | When true (default), applies standard federal GSA/OPM degree-for-experience substitution rules (e.g., Bachelor's + 4 additional years of specialized experience satisfies a Master's requirement) unless the RFP text explicitly prohibits substitutions. |
Output Schema
| Name | Required | Description |
|---|---|---|
| target_lcat_title | No | Normalized Labor Category (LCAT) and Key Personnel role title extracted from the solicitation. |
| lcat_compliance_audit | No | Granular verification of years of experience, degree equivalency, security clearance, and DoD 8570/8140 certifications. |
| qualification_verdict | No | Audit verdict: 'FULLY_QUALIFIED_COMPLIANT', 'QUALIFIED_VIA_SUBSTITUTION', 'WAIVER_OR_CERT_PENDING', or 'DISQUALIFIED_HARD_KNOCKOUT'. |
| overall_qualification_score | No | Quantitative Key Personnel & LCAT qualification score (0-100). |
| tailored_shipley_resume_profile | No | Proposal-ready Shipley Key Personnel bio, rewritten past-performance bullets, and ready-to-sign Letter of Commitment (LOC). |
| requirement_by_requirement_matrix | No | Line-by-line compliance checklist mapping each RFP Key Personnel mandate to candidate resume evidence. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover readOnly/idempotent/non-destructive/openWorld=false, and the description goes further by disclosing statelessness, non-retention of candidate PII, and an auth requirement (X-RapidAPI-Key) that appears nowhere in the schema. What it omits is the shape of the returned audit verdict (scored, and against what threshold), so it stops short of a 5.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Three sentences, front-loaded with the action and its inputs before the output list, then safety/auth caveats, then routing. Dense but every clause is doing work; the parenthetical equivalency example and the auth key note are the only parts that could be trimmed.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given three parameters, full schema coverage, a present output schema, and rich annotations, the description supplies everything an agent still needs: the three artifacts produced, the stateless/no-PII guarantee, the API-key prerequisite, and sibling routing. No material gap remains for correct invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all three parameters are already documented, and the description largely restates them. The 'Bachelor's + 4 years = Master's when scoring eligibility' gloss mirrors the schema's own wording for allow_education_experience_substitution rather than adding new meaning. Baseline 3 applies when the schema carries the load.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Specific verb+resource: 'Evaluate a candidate's resume against RFP Section L/M Key Personnel and GSA MAS / OASIS+ / Alliant 3 LCAT requirements', plus three named outputs (audit, Shipley bio, LOC). It explicitly distinguishes itself from match_capability_statement (company-level Pwin) and generate_cpars_past_performance (contract citations), so an agent can route without opening any schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Contains an explicit 'Use this tool when qualifying and formatting individual Key Personnel resumes for a proposal' plus two named alternatives with the condition that selects each ('use X instead to score overall company-level Bid/No-Bid Pwin'). When-to-use, when-not, and alternatives are all present.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
parse_b2b_contractParse B2B Contract & RFP MetadataARead-onlyIdempotentInspect
Extract structured contract metadata (contracting parties, effective and termination dates, total contract value, payment terms, key deliverables, security clearances, and governing law) from unstructured B2B contracts, Statements of Work (SOWs), or RFPs into normalized JSON. This is a read-only, stateless, non-destructive extraction call (requires X-RapidAPI-Key; accepts 50 to 100,000 characters in raw_text, and document_type_hint optionally biases extraction rules toward federal RFP, MSA, SOW, or NDA conventions). Use this tool when you need general commercial or header metadata from a contract; use extract_pricing_schedule instead for line-by-line CLIN/rate-card tables, audit_contract_risks for toxic clause redlining, or generate_compliance_matrix for Section C/L/M requirement shredding.
| Name | Required | Description | Default |
|---|---|---|---|
| raw_text | Yes | Raw unstructured text from a B2B contract, Master Services Agreement (MSA), Statement of Work (SOW), or Request for Proposal (RFP) between 50 and 100,000 characters. | |
| document_type_hint | No | Optional document type hint (e.g., 'RFP', 'MSA', 'SOW'). |
Output Schema
| Name | Required | Description |
|---|---|---|
| is_awarded | No | A boolean indicating if this document is a past award (True) or an active, open bid/solicitation (False). |
| buyer_entity | No | The organization, government authority, or enterprise issuing the RFP, tender, or legal contract. |
| key_deliverables | No | A list of the main project deliverables, milestones, goods, or work products required. |
| total_budget_usd | No | The stated budget, maximum contract value, or total fee in USD. Must be None if no explicit financial figure is mentioned. |
| submission_deadline | No | The exact deadline for submission in ISO 8601 format (e.g., 'YYYY-MM-DD' or 'YYYY-MM-DDTHH:MM:SSZ'). Must be None if missing. |
| vendor_requirements | No | A list of strict technical, security, licensing, or compliance qualifications required from the vendor. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, but the description adds real context beyond them: it is stateless, requires an X-RapidAPI-Key, and accepts a bounded 50–100,000 character input. What it omits is failure behavior (malformed/undersized text, missing key) and whether extraction degrades on partial documents. A delivered output schema removes the need to describe return shape.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, both front-loaded with the highest-value information (what is extracted, then when to use it versus alternatives). The sibling-routing sentence is a long parenthetical run of four tool names, which is dense but each clause earns its place by preventing a misroute. Slightly heavy for two sentences, but no filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a two-parameter extraction call with full schema coverage, complete annotations, and an output schema, the description covers purpose, input bounds, auth, statelessness, and sibling routing. An agent has everything needed to decide to call it and how to shape the input; return values are handled by the output schema.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so both parameters are self-documented at baseline 3. The description goes further by explaining what `document_type_hint` actually does — it biases extraction rules toward federal RFP, MSA, SOW, or NDA conventions — which is semantically richer than the schema's bare 'e.g., RFP, MSA, SOW'. It does not explain the consequence of an unrecognized hint value.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb ('Extract') and an enumerated resource list (parties, dates, TCV, payment terms, deliverables, clearances, governing law) plus an output target ('normalized JSON'). It also names the document classes it accepts (B2B contracts, SOWs, RFPs), so an agent can distinguish it from a generic parser without opening the schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicit selection criteria are given: use this for general commercial or header metadata, and use `extract_pricing_schedule`, `audit_contract_risks`, or `generate_compliance_matrix` for the three named adjacent jobs. Each alternative is paired with the condition that selects it (CLIN/rate-card tables, toxic clause redlining, Section C/L/M shredding), leaving nothing to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
scan_far_dfars_clausesScan FAR / DFARS & CMMC Regulatory Flow-Down ClausesARead-onlyIdempotentInspect
Scan solicitation Section I or subcontract flow-down text to identify every FAR (52.2xx) and DFARS (252.2xx) clause, flag mandatory subcontractor flow-downs, and score CMMC 2.0, NIST SP 800-171, and FedRAMP compliance burden. This is a read-only, stateless regulatory audit (requires X-RapidAPI-Key; raw_text accepts 30 to 100,000 characters, and contractor_role adjusts risk severity and flow-down obligations for a 'prime_contractor' [default], 'subcontractor', or 'commercial_item_vendor' under FAR Part 12). Use this tool when performing federal acquisition regulation (FAR/DFARS/CMMC) clause compliance; use audit_contract_risks instead for commercial MSA/NDA legal redlining, or answer_security_questionnaire to draft control-by-control NIST 800-171 / SOC 2 questionnaire responses.
| Name | Required | Description | Default |
|---|---|---|---|
| raw_text | Yes | Solicitation Section I, contract clause list, or subcontract agreement text containing FAR (`52.2xx`) or DFARS (`252.2xx`) citations (30 to 100,000 characters). | |
| contractor_role | No | Bidder's contracting tier: 'prime_contractor' (evaluates full agency compliance and outbound flow-down duties), 'subcontractor' (flags over-broad prime flow-downs), or 'commercial_item_vendor' (filters against FAR 52.212-5 commercial item exemptions). | prime_contractor |
| handles_cui_or_cdi | No | Whether the contractor will store, process, or transmit Controlled Unclassified Information (CUI) or Covered Defense Information (CDI). |
Output Schema
| Name | Required | Description |
|---|---|---|
| detected_clauses | No | Detailed breakdown of every FAR/DFARS/supplement clause found, with severity, flow-down status, and remediation advice. |
| solicitation_summary | No | Concise executive summary of the regulatory posture, agency context, and contract vehicle. |
| total_clauses_detected | No | Total number of FAR, DFARS, and agency supplement clauses identified. |
| compliance_burden_level | No | Categorical compliance burden level (LOW, MODERATE, HIGH, EXTREME_DEFENSE_GRADE). |
| cyber_compliance_profile | No | Structured CMMC 2.0, NIST SP 800-171, FedRAMP, and cyber incident reporting requirements. |
| mandatory_flowdown_count | No | Number of detected clauses that carry mandatory subcontractor flow-down obligations. |
| contractor_role_evaluated | No | The contractor role perspective used for the audit. |
| ip_and_data_rights_warnings | No | Specific warnings regarding Government Unlimited Rights, GPR, computer software rights (FAR 52.227 / DFARS 252.227), or patent traps. |
| priority_compliance_actions | No | Ordered checklist of immediate pre-proposal actions (e.g., SPRS score verification, CMMC assessment, IP assertion table in Section K/L). |
| overall_compliance_burden_score | No | Overall regulatory and cybersecurity compliance burden score from 0 (minimal commercial burden) to 100 (extreme defense/CMMC/IP burden). |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already establish read-only, idempotent, non-destructive behavior, but the description adds useful context: it is stateless, requires an X-RapidAPI-Key, accepts 30 to 100,000 characters, and adjusts risk severity and flow-down obligations based on `contractor_role`. It does not discuss output format or rate limits, but the output schema exists and annotations cover the safety profile.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is dense but front-loaded, starting with the core action and followed by constraints and alternatives. It is appropriately sized for a complex regulatory scanning tool, though the single long paragraph could be split for easier scanning.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the available annotations, full schema coverage, and output schema, the description is complete enough for correct invocation. It covers purpose, prerequisites, input constraints, role-based behavior, and sibling alternatives without needing to explain return values.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the schema already documents all three parameters. The description still adds value by explaining how `contractor_role` affects risk severity and flow-down obligations and by restating the `raw_text` length range, though `handles_cui_or_cdi` is left to the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb and resource: scan solicitation Section I or subcontract flow-down text to identify FAR/DFARS clauses, flag mandatory flow-downs, and score CMMC/NIST/FedRAMP burden. It clearly distinguishes this from nearby tools by naming `audit_contract_risks` for commercial MSA/NDA redlining and `answer_security_questionnaire` for security questionnaire drafting.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit when-to-use guidance for federal acquisition clause compliance and names two concrete alternatives with their distinct use cases. This leaves little ambiguity about when an agent should choose this tool versus its siblings.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
search_historical_awardsSearch Historical Federal Contract Awards & CLIN PricingARead-onlyIdempotentInspect
Query historical federal contract awards, incumbent prime contractors, award ceilings, and labor/CLIN pricing benchmarks filtered by keyword, agency, or 6-digit NAICS code. This is a read-only, stateless, non-destructive database query (requires X-RapidAPI-Key; all filter parameters are optional and combinable, returning up to limit [default 20, max 100] matching historical awards per call). Use this tool when researching past award prices, incumbent vendors, or Price-to-Win (PTW) benchmarks; use get_live_solicitations instead to find currently open RFPs available for bidding, or classify_naics_psc_nigp if you need to discover the right NAICS code first.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Maximum number of award records to return. | |
| agency | No | Optional issuing federal or state agency name substring filter (e.g., 'Department of Defense', 'Veterans Affairs'). | |
| keywords | No | Required technical or domain search keywords matched against award descriptions and CLIN titles (e.g., 'zero trust', 'cloud migration', 'SIEM'). | |
| naics_code | No | Optional exact 6-digit North American Industry Classification System (NAICS) code filter (e.g., '541512' for Computer Systems Design). | |
| max_amount_usd | No | Maximum award amount in USD. | |
| min_amount_usd | No | Minimum award amount in USD. |
Output Schema
| Name | Required | Description |
|---|---|---|
| query | No | Echoed query parameter or filter criteria. |
| results | No | List of standardized award records with line items. |
| total_count | No | Total number of matching award records found. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint/idempotentHint/destructiveHint, so the description's 'read-only, stateless, non-destructive' phrasing is partly redundant. It does add genuinely new context: the X-RapidAPI-Key credential requirement, that all filters are optional and combinable, and the per-call result cap. The only weakness is that the stated default (20) conflicts with the schema default (10), which could mislead on result volume.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two dense sentences, front-loaded with purpose then routing rules, with no filler sentences. Some phrases ('stateless, non-destructive') restate annotation data rather than adding value, which keeps it just short of a 5.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return-shape explanation is rightly omitted. Purpose, alternatives, auth requirement, and result limits are all present; the only incompleteness is the mismatched default-limit figure that an agent might rely on for planning.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so per the baseline this is a 3; the description adds only the combinability/optionality note beyond the schema. It actively introduces an error by stating a default limit of 20 when the schema declares default 10, so it does not earn above baseline.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource set (historical federal contract awards, incumbent primes, award ceilings, CLIN/labor pricing benchmarks) plus the filter dimensions. This is clearly distinguishable from get_live_solicitations (open RFPs) and classify_naics_psc_nigp (NAICS discovery) without opening either schema.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly names the research scenarios (past award prices, incumbent vendors, Price-to-Win benchmarks) and routes the agent elsewhere by name: get_live_solicitations for open RFPs and classify_naics_psc_nigp when the NAICS code is unknown. Both the use and the do-not-use paths are covered.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
2 tool updates
- Changed
audit_contract_risks2 fields changed- added
Input schema / properties / focus_categories / defaultAdded value: +[ + "INDEMNIFICATION", + "LIMITATION_OF_LIABILITY", + "TERMINATION", + "IP_OWNERSHIP" +] - added
Input schema / properties / focus_categories / items / enumAdded value: +[ + "INDEMNIFICATION", + "LIMITATION_OF_LIABILITY", + "TERMINATION", + "IP_OWNERSHIP", + "PAYMENT_TERMS", + "AUTO_RENEWAL", + "CONFIDENTIALITY", + "DATA_PRIVACY_SECURITY", + "NON_COMPETE_EXCLUSIVITY", + "GOVERNING_LAW_DISPUTE", + "WARRANTY_SLA", + "OTHER" +]
- Changed
audit_supply_chain_scrm7 fields changed- removed
Input schema / properties / additional_supplier_notes / minLengthRemoved value: -1 - added
Input schema / properties / bom_line_items / defaultAdded value: +[ + { + "country_of_origin": "US", + "description": "48-Port PoE+ Enterprise Network Switch", + "line_item_id": "CLIN-0001", + "manufacturer": "Cisco Systems, Inc.", + "part_number": "C9300-48P-E" + } +] - added
Input schema / properties / bom_line_items / items / propertiesAdded value: +{ + "country_of_origin": { + "description": "Country of origin / substantial transformation (e.g., 'US', 'Taiwan').", + "type": "string" + }, + "description": { + "description": "Short item description.", + "type": "string" + }, + "line_item_id": { + "description": "Unique BOM / CLIN line identifier (e.g., 'CLIN 0001').", + "type": "string" + }, + "manufacturer": { + "description": "Original Equipment Manufacturer (OEM) legal entity.", + "type": "string" + }, + "part_number": { + "description": "Manufacturer part number (MPN), SKU, or NSN.", + "type": "string" + } +} - added
Input schema / properties / bom_line_items / items / requiredAdded value: +[ + "line_item_id", + "part_number", + "manufacturer", + "country_of_origin" +] - added
Input schema / properties / software_components / defaultAdded value: +[ + { + "license": "Apache-2.0", + "name": "openssl", + "supplier": "OpenSSL Software Foundation", + "version": "3.0.13" + } +] - added
Input schema / properties / software_components / items / propertiesAdded value: +{ + "license": { + "description": "SPDX license identifier (e.g., 'Apache-2.0').", + "type": "string" + }, + "name": { + "description": "Software component / package name (e.g., 'openssl').", + "type": "string" + }, + "supplier": { + "description": "Component supplier or maintainer organization.", + "type": "string" + }, + "version": { + "description": "Component version string (e.g., '3.0.13').", + "type": "string" + } +} - added
Input schema / properties / software_components / items / requiredAdded value: +[ + "name" +]
21 tool updates
- Added
audit_cyber_incident_dfars_7012 - Added
audit_govt_furnished_property_gfp - Added
audit_itar_ear_export_control - Added
audit_organizational_ethics_far_52_203_13 - Changed
audit_section_508_vpat2 fields changed- changed
Output schema / properties / overall_section_508_determination / descriptionPrevious value: -"Overall Section 508 / WCAG 2.2 AA procurement conformance determination under FAR 39.2 and ITI VPAT 2.5 standards."New value: +"Overall Section 508 / WCAG 2.2 AA procurement conformance determination under FAR 58.2 and ITI VPAT 2.5 standards." - changed
Output schema / properties / ready_to_submit_vpat_2_5_acr_narrative / descriptionPrevious value: -"Complete, paste-ready ITI VPAT 2.5 Accessibility Conformance Report (ACR) & FAR 39.2 Proposal Volume narrative including evaluation methodology (DHS Trusted Tester v5, axe-core, NVDA/JAWS) and Equally Effective Alternate Access Plan (EEAAP) language."New value: +"Complete, paste-ready ITI VPAT 2.5 Accessibility Conformance Report (ACR) & FAR 58.2 Proposal Volume narrative including evaluation methodology (DHS Trusted Tester v5, axe-core, NVDA/JAWS) and Equally Effective Alternate Access Plan (EEAAP) language."
- Added
generate_ai_governance_nist_ai_rmf_omb_m24 - Added
generate_award_fee_plan_incentive_maximizer - Added
generate_cdrls_did_data_deliverables - Added
generate_cui_marking_distribution_plan - Added
generate_doe_national_lab_mando_subcontract - Added
generate_fedramp_equivalency_body_of_evidence - Added
generate_gsa_tdr_quarterly_sales_iff_reconciler - Added
generate_gwac_task_order_fair_opportunity - Added
generate_justification_ja_sole_source - Added
generate_novated_merger_change_of_name_far_42 - Added
generate_oconus_sofa_defense_logistics - Added
generate_section_l_m_proposal_red_team_scorer - Added
generate_state_local_cooperative_piggyback - Added
generate_termination_for_convenience_settlement - Added
generate_value_engineering_vecp - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', 'nevada', 'alabama', 'louisiana', 'kentucky', 'oklahoma', or 'municipal'."New value: +"Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', 'nevada', 'alabama', 'louisiana', 'kentucky', 'oklahoma', 'iowa', 'kansas', 'arkansas', 'mississippi', 'new_mexico', 'nebraska', 'idaho', 'hawaii', 'new_hampshire', 'maine', 'rhode_island', 'montana', 'delaware', 'south_dakota', 'north_dakota', 'alaska', 'vermont', 'west_virginia', 'wyoming', or 'municipal'." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "texas", - "virginia", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "minnesota", - "tennessee", - "indiana", - "missouri", - "wisconsin", - "south_carolina", - "oregon", - "connecticut", - "utah", - "nevada", - "alabama", - "louisiana", - "kentucky", - "oklahoma", - "municipal" -]New value: +[ + "federal", + "texas", + "virginia", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "indiana", + "missouri", + "wisconsin", + "south_carolina", + "oregon", + "connecticut", + "utah", + "nevada", + "alabama", + "louisiana", + "kentucky", + "oklahoma", + "iowa", + "kansas", + "arkansas", + "mississippi", + "new_mexico", + "nebraska", + "idaho", + "hawaii", + "new_hampshire", + "maine", + "rhode_island", + "montana", + "delaware", + "south_dakota", + "north_dakota", + "alaska", + "vermont", + "west_virginia", + "wyoming", + "municipal" +]
6 tool updates
- Added
audit_service_contract_act_wage - Added
generate_cost_accounting_cas_ds2 - Added
generate_evms_ipmdr_variance_analysis - Added
generate_mentor_protege_jv_agreement - Added
generate_rea_equitable_adjustment - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', or 'municipal'."New value: +"Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', 'nevada', 'alabama', 'louisiana', 'kentucky', 'oklahoma', or 'municipal'." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "texas", - "virginia", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "minnesota", - "tennessee", - "indiana", - "missouri", - "wisconsin", - "south_carolina", - "oregon", - "connecticut", - "utah", - "municipal" -]New value: +[ + "federal", + "texas", + "virginia", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "indiana", + "missouri", + "wisconsin", + "south_carolina", + "oregon", + "connecticut", + "utah", + "nevada", + "alabama", + "louisiana", + "kentucky", + "oklahoma", + "municipal" +]
30 tool updates
- Changed
analyze_debriefing_bid_protest23 fields changed- added
Input schema / properties / analysis_modeAdded value: +{ + "default": "unsuccessful_offeror_debrief_and_protest", + "description": "Perspective mode: 'unsuccessful_offeror_debrief_and_protest' (default, FAR 15.506 debrief questions + GAO protest merits audit), 'winning_awardee_intervention_defense' (defend contract award as Intervenor), or 'pre_award_competitive_range_exclusion' (FAR 15.505 exclusion challenge).", + "enum": [ + "unsuccessful_offeror_debrief_and_protest", + "winning_awardee_intervention_defense", + "pre_award_competitive_range_exclusion" + ], + "type": "string" +} - removed
Input schema / properties / award_and_debrief_timeline_contextRemoved value: -{ - "description": "Optional timeline context including contract award notification date, date debriefing was requested, date written/oral debriefing was received, and whether DoD DFARS 252.215-7016 2-business-day Enhanced Debriefing Q&A remains open.", - "maxLength": 20000, - "type": "string" -} - added
Input schema / properties / award_notice_or_debrief_textAdded value: +{ + "description": "Raw text from the Agency Unsuccessful Offeror Notice, Post-Award Debriefing letter/slides, Source Selection Decision Document (SSDD) excerpt, or competitor protest allegations.", + "maxLength": 100000, + "minLength": 20, + "type": "string" +} - added
Input schema / properties / procurement_jurisdictionAdded value: +{ + "default": "dod_dfars_215_506_enhanced", + "description": "Governing procurement protest forum and jurisdiction.", + "enum": [ + "federal_far_gao_cofc", + "dod_dfars_215_506_enhanced", + "gsa_mas_task_order_far_8_405_5", + "idid_gwac_task_order_far_16_505", + "state_sled_procurement_protest" + ], + "type": "string" +} - added
Input schema / properties / rfp_section_m_and_bidder_contextAdded value: +{ + "description": "RFP Section L/M evaluation criteria, weighting hierarchy (Best-Value Tradeoff vs. LPTA), and summary of the bidder's submitted ratings, evaluated price, and proposal strengths/weaknesses.", + "maxLength": 100000, + "minLength": 20, + "type": "string" +} - removed
Input schema / properties / rfp_section_m_and_submitted_proposal_excerptsRemoved value: -{ - "description": "Relevant RFP Section L/M evaluation criteria, relative factor weights, and excerpts from your submitted proposal that directly address or refute the weaknesses or deficiencies cited by the Source Selection Evaluation Board (SSEB) (30 to 100,000 characters).", - "maxLength": 100000, - "minLength": 30, - "type": "string" -} - removed
Input schema / properties / target_acquisition_regimeRemoved value: -{ - "default": "dod_dfars_enhanced_debrief_far_15_506", - "description": "Governing acquisition regime: 'dod_dfars_enhanced_debrief_far_15_506' (default DoD Enhanced Post-Award Debriefing under DFARS 252.215-7016 & FAR 15.506), 'civilian_far_15_506_negotiated' (Civilian Agency FAR Part 15), 'far_16_505_idid_task_order' (IDIQ/GWAC Task Order under FAR 16.505(b)(6) with >$10M Civilian / >$35M DoD GAO protest threshold), or 'far_8_405_gsa_fss_brief_explanation' (GSA MAS Schedule order under FAR 8.405-2(d)).", - "enum": [ - "dod_dfars_enhanced_debrief_far_15_506", - "civilian_far_15_506_negotiated", - "far_16_505_idid_task_order", - "far_8_405_gsa_fss_brief_explanation" - ], - "type": "string" -} - removed
Input schema / properties / unsuccessful_offeror_notice_and_debrief_textRemoved value: -{ - "description": "Raw text from the Agency Notice of Unsuccessful Offeror, Pre-Award/Post-Award Debriefing slides or letter, Source Selection Decision Document (SSDD) redacted summary, and adjectival/price scores for the Awardee vs. your offer (30 to 100,000 characters).", - "maxLength": 100000, - "minLength": 30, - "type": "string" -} - changed
Input schema / requiredPrevious value: -[ - "unsuccessful_offeror_notice_and_debrief_text", - "rfp_section_m_and_submitted_proposal_excerpts" -]New value: +[ + "award_notice_or_debrief_text", + "rfp_section_m_and_bidder_context" +] - removed
Output schema / properties / cica_automatic_stay_and_filing_deadlinesRemoved value: -{ - "description": "Calculated CICA 31 U.S.C. 3553 automatic stay deadline (5 calendar days post-debrief close) and GAO 10-day timeliness deadline.", - "type": "object" -} - removed
Output schema / properties / corrective_action_and_recompete_playbookRemoved value: -{ - "description": "Executive action plan for agency corrective action or positioning for task-order on-ramps and recompetes.", - "type": "string" -} - added
Output schema / properties / far_15_506_debriefing_questionsAdded value: +{ + "description": "Strategic FAR 15.506 / DoD Enhanced Debriefing questions to submit to the Contracting Officer.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / far_15_506_enhanced_debriefing_questionsRemoved value: -{ - "description": "Precision written questions for the Contracting Officer under FAR 15.506 / DFARS 252.215-7016.", - "items": { - "type": "object" - }, - "type": "array" -} - removed
Output schema / properties / gao_protest_grounds_matrixRemoved value: -{ - "description": "Evaluated bid-protest grounds with GAO case-law precedents, RFP/proposal evidence, and competitive prejudice analysis.", - "items": { - "type": "object" - }, - "type": "array" -} - removed
Output schema / properties / protest_go_no_go_recommendationRemoved value: -{ - "description": "Strategic post-award recommendation (e.g., FILE_GAO_PROTEST_WITH_CICA_STAY, SUBMIT_ENHANCED_DEBRIEF_QUESTIONS_FIRST, DO_NOT_PROTEST_PIVOT_TO_RECOMPETE).", - "type": "string" -} - added
Output schema / properties / protest_grounds_or_defense_matrixAdded value: +{ + "description": "Detailed GAO/COFC protest grounds (or Awardee Intervenor defenses) mapped to FAR/GAO precedent.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / protest_viability_or_defense_scoreAdded value: +{ + "description": "Overall 0-100 score measuring GAO/COFC protest sustain probability (or Awardee Defense strength when in winning_awardee_intervention_defense mode).", + "type": "integer" +} - removed
Output schema / properties / protest_viability_scoreRemoved value: -{ - "description": "Quantitative GAO / Agency-Level Bid-Protest viability score from 0 to 100.", - "type": "integer" -} - added
Output schema / properties / ready_to_send_debrief_request_or_counsel_memoAdded value: +{ + "description": "Ready-to-send FAR 15.506 Enhanced Debriefing Request Letter & Questions (or Executive Bid-Protest / Intervenor Strategy Memo).", + "type": "string" +} - added
Output schema / properties / recommended_executive_decisionAdded value: +{ + "description": "Clear executive recommendation (e.g., 'PURSUE_ENHANCED_DEBRIEF_THEN_GAO_PROTEST', 'FILE_AGENCY_LEVEL_CORRECTIVE_ACTION_REQUEST', 'DO_NOT_PROTEST_PRESERVE_CUSTOMER_GOODWILL', or 'INTERVENE_AND_MOVE_TO_DISMISS').", + "type": "string" +} - removed
Output schema / properties / sseb_scorecard_and_tradeoff_auditRemoved value: -{ - "description": "Comparative audit of Awardee vs. Bidder adjectival ratings, price premium, and FAR 15.308 Best-Value Tradeoff flaws.", - "type": "object" -} - added
Output schema / properties / statutory_deadline_calendarAdded value: +{ + "description": "Strict FAR 15.505/15.506, DFARS 215.506-70, and CICA (31 U.S.C. 3553) automatic-stay deadline schedule.", + "type": "object" +} - added
Output schema / properties / task_order_jurisdictional_bar_checkAdded value: +{ + "description": "Audit of FASA task-order protest jurisdiction bars under FAR 16.505(a)(10) ($35M DoD / $10M Civilian threshold) or FAR 8.405-5 GSA Schedule rules.", + "type": "string" +}
- Changed
analyze_rfp_amendment_diff8 fields changed- added
Input schema / properties / current_proposal_outline / defaultAdded value: +"Volume I: Technical Approach & Architecture; Volume II: Management & Key Personnel Staffing; Volume III: Past Performance; Volume IV: CLIN Pricing & Basis of Estimate (BOE)" - added
Input schema / properties / current_proposal_outline / minLengthAdded value: +1 - added
Output schema / properties / amendment_impact_summaryAdded value: +{ + "description": "Executive roll-up of amendment severity, rework risk score, deadline shifts, and mandatory SF-30 acknowledgment rules.", + "type": "object" +} - changed
Output schema / properties / invalidated_proposal_sections / descriptionPrevious value: -"Affected proposal sections with severity and ready-to-paste Shipley redraft language."New value: +"Bidder proposal sections invalidated by the amendment, paired with ready-to-paste replacement narrative." - removed
Output schema / properties / material_requirement_changesRemoved value: -{ - "description": "Added, modified, or deleted shall/must requirements and de-facto Q&A mandates.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / qa_clarification_rulingsAdded value: +{ + "description": "Structured breakdown of Government Q&A answers, flagging hidden de-facto requirements and competitive impacts.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / requirement_and_clin_deltasAdded value: +{ + "description": "Ordered list of material requirement, CLIN pricing, page limit, evaluation criteria, and deadline changes.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / schedule_and_page_limit_changesRemoved value: -{ - "description": "Detected due-date extensions, page-limit updates, and administrative modifications.", - "type": "object" -}
- Changed
answer_security_questionnaire9 fields changed- removed
Output schema / properties / detected_frameworkRemoved value: -{ - "description": "Primary compliance standard applied to the responses.", - "type": "string" -} - removed
Output schema / properties / estimated_dod_sprs_scoreRemoved value: -{ - "description": "Calculated DoD SPRS score (-203 to 110) when NIST 800-171 / CMMC applies.", - "type": [ - "integer", - "null" - ] -} - added
Output schema / properties / executive_compliance_attestationAdded value: +{ + "description": "Executive CISO attestation paragraph summarizing the vendor's security architecture, certifications, and shared-responsibility model.", + "type": "string" +} - added
Output schema / properties / overall_readiness_scoreAdded value: +{ + "description": "Overall security questionnaire readiness score (0-100) based on control alignment.", + "type": "integer" +} - added
Output schema / properties / poam_and_remediation_itemsAdded value: +{ + "description": "Actionable Plan of Action & Milestones (POA&M) items or continuous improvement recommendations for any partial or open controls.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / poam_remediation_itemsRemoved value: -{ - "description": "Plan of Action and Milestones (POA&M) entries for partially met or unmet controls.", - "items": { - "type": "object" - }, - "type": "array" -} - changed
Output schema / properties / question_responses / descriptionPrevious value: -"Audit-ready answers with compliance status, control citations, and verification evidence."New value: +"Question-by-question auditor-ready responses with cross-framework control citations and evidence artifacts." - added
Output schema / properties / questionnaire_titleAdded value: +{ + "description": "Inferred security questionnaire title, buyer domain, and compliance scope.", + "type": "string" +} - added
Output schema / properties / sprs_and_framework_summaryAdded value: +{ + "description": "Summary of detected frameworks, estimated DoD SPRS / GRC maturity impact, and control counts.", + "type": "object" +}
- Changed
audit_contract_risks9 fields changed- added
Input schema / properties / focus_categoriesAdded value: +{ + "description": "Optional list of specific clause risk categories to prioritize during the audit.", + "items": { + "type": "string" + }, + "maxItems": 100, + "type": "array" +} - added
Output schema / properties / contract_typeAdded value: +{ + "description": "Identified legal document type (e.g., 'Master Services Agreement', 'Mutual NDA', 'Statement of Work').", + "type": "string" +} - added
Output schema / properties / executive_summaryAdded value: +{ + "description": "High-level deal-desk summary of the contract's risk posture and primary negotiation blockers.", + "type": "string" +} - changed
Output schema / properties / flagged_clauses / descriptionPrevious value: -"Detected risky clauses with verbatim quote, risk rationale, and recommended redline replacement."New value: +"Detailed list of risky clauses identified in the contract, ordered by severity." - added
Output schema / properties / missing_standard_protectionsAdded value: +{ + "description": "List of standard protective clauses missing from the contract (e.g., 'No Limitation of Liability cap').", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / overall_risk_levelAdded value: +{ + "description": "Aggregate risk severity classification ('LOW', 'MEDIUM', 'HIGH', or 'CRITICAL').", + "type": "string" +} - changed
Output schema / properties / overall_risk_score / descriptionPrevious value: -"Composite contract risk score from 0 (low risk) to 100 (critical risk)."New value: +"Quantified overall risk score from 0 (minimal risk) to 100 (critical/unacceptable exposure)." - added
Output schema / properties / party_perspectiveAdded value: +{ + "description": "The negotiating perspective used to evaluate risks ('vendor', 'buyer', or 'neutral').", + "type": "string" +} - removed
Output schema / properties / risk_levelRemoved value: -{ - "description": "Qualitative risk tier (LOW, MODERATE, HIGH, CRITICAL).", - "type": "string" -}
- Changed
audit_foci_dd254_clearance1 field changed- changed
Output schema / properties / dd254_block10_and_11_safeguarding_matrix / descriptionPrevious value: -"Block-by-block audit of DD Form 254 Block 10, 11, and 13 classified access, safeguarding, COMSEC, SCI, and SIPRNet mandates."New value: +"Block-by-block audit of DD Form 254 Block 10, 11, and 13 classified access, safeguarding, COMSEC, SCI, and SIPRNet mandates under 32 CFR Part 117."
- Changed
audit_section_508_vpat3 fields changed- changed
Output schema / properties / accessibility_readiness_score / descriptionPrevious value: -"0-100 score quantifying the product's Section 508 / WCAG 2.2 AA compliance readiness and VPAT 2.5 defensibility."New value: +"0-100 score quantifying the product's Section 508 / WCAG 2.2 AA compliance readiness and VPAT 2.5 defensibility for federal/state procurement." - changed
Output schema / properties / engineering_remediation_roadmap / descriptionPrevious value: -"Prioritized Accessibility Plan of Action & Milestones (POA&M) and engineering remediation roadmap."New value: +"Prioritized Accessibility Plan of Action & Milestones (POA&M) and engineering remediation roadmap for any 'Partially_Supports' or 'Does_Not_Support' items." - changed
Output schema / properties / ready_to_submit_vpat_2_5_acr_narrative / descriptionPrevious value: -"Complete, paste-ready ITI VPAT 2.5 Accessibility Conformance Report (ACR) & FAR 39.2 Proposal Volume narrative including EEAAP."New value: +"Complete, paste-ready ITI VPAT 2.5 Accessibility Conformance Report (ACR) & FAR 39.2 Proposal Volume narrative including evaluation methodology (DHS Trusted Tester v5, axe-core, NVDA/JAWS) and Equally Effective Alternate Access Plan (EEAAP) language."
- Changed
audit_supply_chain_scrm22 fields changed- added
Input schema / properties / additional_supplier_notes / minLengthAdded value: +1 - removed
Input schema / properties / applicable_contract_clauses / defaultRemoved value: -[ - "FAR 52.204-25 (NDAA Section 889 Covered Telecommunications Prohibition)", - "FAR 52.204-30 (FASCSA Orders Prohibition)", - "FAR 52.225-5 (Trade Agreements Act)", - "FAR 52.225-1 (Buy American - Supplies)", - "NIST SP 800-161 Rev. 1 (C-SCRM)" -] - removed
Input schema / properties / applicable_contract_clauses / items / descriptionRemoved value: -"One clause or standard citation, e.g. 'FAR 52.204-25'." - removed
Input schema / properties / applicable_contract_clauses / items / maxLengthRemoved value: -200 - removed
Input schema / properties / applicable_contract_clauses / items / minLengthRemoved value: -1 - removed
Input schema / properties / bom_line_items / items / propertiesRemoved value: -{ - "country_of_origin": { - "description": "Country of origin or substantial transformation (ISO 3166 alpha-2 code or country name, e.g. 'US', 'Mexico', 'China').", - "maxLength": 80, - "minLength": 2, - "type": "string" - }, - "description": { - "default": "", - "description": "Short item description, e.g. '4MP IP Dome Camera'.", - "maxLength": 500, - "type": "string" - }, - "domestic_component_cost_pct": { - "default": null, - "description": "Optional known US-domestic component cost percentage (0-100) for this line; null if unknown.", - "maximum": 100, - "minimum": 0, - "type": [ - "number", - "null" - ] - }, - "item_category": { - "default": "IT_Hardware_Or_Network_Equipment", - "description": "Item category used to route NDAA 889, FASCSA, TAA, BAA (COTS IT exception), and counterfeit-parts logic.", - "enum": [ - "Telecommunications_Or_Video_Surveillance", - "IT_Hardware_Or_Network_Equipment", - "Software_Or_SaaS", - "Microelectronics_Or_Semiconductor", - "Commercial_Off_The_Shelf_COTS_Item", - "Construction_Material_Or_Manufactured_Product", - "Other" - ], - "type": "string" - }, - "line_item_id": { - "description": "Unique BOM / CLIN / quote line identifier, e.g. 'BOM-001' or 'CLIN 0001'.", - "maxLength": 60, - "minLength": 1, - "type": "string" - }, - "manufacturer": { - "description": "OEM brand / legal entity, screened against NDAA 889 covered entities and known affiliates or white-label OEMs.", - "maxLength": 200, - "minLength": 1, - "type": "string" - }, - "part_number": { - "description": "Manufacturer part number (MPN), SKU, or NSN, e.g. 'C9300-48P-E'.", - "maxLength": 120, - "minLength": 1, - "type": "string" - }, - "quantity": { - "default": 1, - "description": "Quantity of units on this line.", - "maximum": 10000000, - "minimum": 1, - "type": "integer" - }, - "supplier_name": { - "default": "", - "description": "Reseller, distributor, or sub-tier supplier furnishing the item (blank if bought direct from the OEM).", - "maxLength": 200, - "type": "string" - }, - "supplier_tier": { - "default": "Tier_1_Direct_OEM", - "description": "Supply chain tier of the furnishing supplier relative to the prime offeror.", - "enum": [ - "Tier_1_Direct_OEM", - "Tier_2_Sub_Assembly_Or_Integrator", - "Tier_3_Component_Supplier", - "Tier_4_Distributor_Or_Raw_Material", - "Unknown" - ], - "type": "string" - }, - "unit_cost_usd": { - "default": 0, - "description": "Unit price in USD, used for TAA thresholds and BAA domestic-content weighting.", - "maximum": 1000000000, - "minimum": 0, - "type": "number" - } -} - removed
Input schema / properties / bom_line_items / items / requiredRemoved value: -[ - "line_item_id", - "part_number", - "manufacturer", - "country_of_origin" -] - removed
Input schema / properties / software_components / defaultRemoved value: -[] - removed
Input schema / properties / software_components / items / propertiesRemoved value: -{ - "known_vulnerabilities": { - "default": [], - "description": "Known CVE / GHSA identifiers or CISA KEV entries affecting this version (0 to 50).", - "items": { - "description": "CVE / GHSA identifier, e.g. 'CVE-2021-44228'.", - "maxLength": 60, - "type": "string" - }, - "maxItems": 50, - "type": "array" - }, - "license": { - "default": "", - "description": "SPDX license identifier, e.g. 'Apache-2.0' or 'GPL-3.0-only'.", - "maxLength": 120, - "type": "string" - }, - "name": { - "description": "Software component / package name, e.g. 'log4j-core'.", - "maxLength": 200, - "minLength": 1, - "type": "string" - }, - "purl": { - "default": "", - "description": "Package URL (purl), e.g. 'pkg:maven/org.apache.logging.log4j/log4j-core@2.17.1'.", - "maxLength": 500, - "type": "string" - }, - "supplier": { - "default": "", - "description": "Component supplier / author organization (NTIA 'Supplier Name' element).", - "maxLength": 200, - "type": "string" - }, - "version": { - "default": "unspecified", - "description": "Component version string, e.g. '2.17.1'.", - "maxLength": 80, - "minLength": 1, - "type": "string" - } -} - removed
Input schema / properties / software_components / items / requiredRemoved value: -[ - "name" -] - changed
Output schema / properties / baa_domestic_content / descriptionPrevious value: -"Buy American Act domestic content percentage, applicable threshold, and status."New value: +"Buy American Act (FAR Part 25) domestic content analysis." - changed
Output schema / properties / c_scrm_plan_sections / descriptionPrevious value: -"Paste-ready C-SCRM Plan sections aligned to NIST SP 800-161 Rev. 1."New value: +"Paste-ready Cybersecurity Supply Chain Risk Management (C-SCRM) Plan sections aligned to NIST SP 800-161 Rev. 1." - changed
Output schema / properties / executive_scrm_summary / descriptionPrevious value: -"Executive supply chain risk summary for the Contracting Officer."New value: +"Executive supply chain risk summary for the Contracting Officer and offeror leadership." - changed
Output schema / properties / fascsa_exclusion_check / descriptionPrevious value: -"FAR 52.204-30 FASCSA exclusion order screening status and SAM.gov sources to verify."New value: +"FAR 52.204-30 FASCSA exclusion/removal order screening." - changed
Output schema / properties / ndaa_889_findings / descriptionPrevious value: -"Per-line FAR 52.204-25 Section 889 Part A/B prohibited-vendor findings."New value: +"Per-line FAR 52.204-25 (NDAA Section 889 Part A/B) prohibited-vendor screening findings." - changed
Output schema / properties / nist_800_161_control_gaps / descriptionPrevious value: -"NIST SP 800-161 Rev. 1 SR-family control gaps with severity and implementation guidance."New value: +"NIST SP 800-161 Rev. 1 C-SCRM control gaps with severity and implementation guidance." - changed
Output schema / properties / overall_scrm_verdict / descriptionPrevious value: -"Overall verdict (LOW_RISK_AWARD_ELIGIBLE, MODERATE_RISK_MITIGATION_PLAN_REQUIRED, HIGH_RISK_REMEDIATION_BEFORE_SUBMISSION, PROHIBITED_NDAA_889_OR_FASCSA_BLOCKING_AWARD)."New value: +"Overall C-SCRM / NDAA 889 / FASCSA / TAA / BAA award-eligibility verdict." - changed
Output schema / properties / ready_to_submit_scrm_narrative / descriptionPrevious value: -"Paste-ready proposal SCRM volume narrative with NDAA 889 / FASCSA representations, TAA/BAA certification, and SBOM attestation."New value: +"Paste-ready proposal Supply Chain Risk Management volume narrative with NDAA 889 / FASCSA representations, TAA/BAA certification language, and SBOM attestation statement." - changed
Output schema / properties / remediation_roadmap / descriptionPrevious value: -"Prioritized SCRM POA&M remediation milestones."New value: +"Prioritized SCRM Plan of Action & Milestones (POA&M) remediation roadmap." - changed
Output schema / properties / sbom_attestation / descriptionPrevious value: -"NTIA minimum-elements SBOM review and CISA Secure Software Self-Attestation readiness."New value: +"NTIA SBOM minimum-elements review and CISA Secure Software Self-Attestation readiness." - changed
Output schema / properties / supply_chain_risk_score / descriptionPrevious value: -"Supply chain risk score from 0 (no material risk) to 100 (prohibited / award-blocking)."New value: +"Quantitative supply chain risk score from 0 (no material risk) to 100 (prohibited / award-blocking)." - changed
Output schema / properties / taa_compliance_by_line / descriptionPrevious value: -"Per-line Trade Agreements Act designated-country determinations."New value: +"Per-line Trade Agreements Act (FAR 52.225-5) designated-country determinations."
- Changed
classify_naics_psc_nigp10 fields changed- changed
Input schema / properties / context_type / descriptionPrevious value: -"Input context mode: 'company_or_vendor_profile' (default, optimizes for SAM.gov vendor registration & FinTech KYB SIC/NAICS), 'rfp_or_sow_scope' (optimizes for solicitation set-aside NAICS & Federal PSC), or 'product_or_service_catalog' (emphasizes NIGP/UNSPSC commodity codes)."New value: +"Classification context: 'company_or_vendor_profile', 'rfp_or_sow_scope', or 'product_or_line_item'." - changed
Input schema / properties / context_type / enumPrevious value: -[ - "company_or_vendor_profile", - "rfp_or_sow_scope", - "product_or_service_catalog" -]New value: +[ + "company_or_vendor_profile", + "rfp_or_sow_scope", + "product_or_line_item" +] - added
Output schema / properties / entity_or_offering_summaryAdded value: +{ + "description": "Concise 1-sentence executive summary of the company, SOW, or product analyzed.", + "type": "string" +} - changed
Output schema / properties / federal_psc_codes / descriptionPrevious value: -"Matched 4-character Federal Product Service Codes (PSC)."New value: +"4-character Federal Product Service Codes (PSC) for SAM.gov saved searches and FPDS award tracking." - added
Output schema / properties / kyb_and_procurement_notesAdded value: +{ + "description": "Actionable guidance covering SAM.gov NAICS/PSC profile setup, SBA small-business size standard nuances (e.g., 150-employee IT Value Added Reseller footnote under 541519), SLED NIGP registration, and KYB risk classification.", + "type": "string" +} - added
Output schema / properties / primary_industry_sectorAdded value: +{ + "description": "2-digit NAICS sector code and name (e.g., '54 - Professional, Scientific, and Technical Services').", + "type": "string" +} - changed
Output schema / properties / primary_naics / descriptionPrevious value: -"Top-ranked 6-digit NAICS code, title, confidence score, and official SBA Small Business Size Standard."New value: +"Highest-confidence primary 6-digit NAICS code and SBA Small Business Size Standard." - changed
Output schema / properties / secondary_naics_codes / descriptionPrevious value: -"Up to max_secondary_codes alternative 6-digit NAICS classifications."New value: +"Additional relevant 6-digit NAICS codes for SAM.gov registration and secondary capabilities." - changed
Output schema / properties / sic_codes / descriptionPrevious value: -"Matched 4-digit Standard Industrial Classification (SIC) codes."New value: +"4-digit Standard Industrial Classification (SIC) codes for FinTech KYB, banking underwriting, and corporate filings." - changed
Output schema / properties / state_unspsc_and_nigp_codes / descriptionPrevious value: -"Matched State SLED NIGP and 8-digit UNSPSC commodity codes."New value: +"8-digit UNSPSC and 5-digit NIGP Class-Item codes for State/Municipal SLED vendor portals and ERP catalogs."
- Changed
extract_pricing_schedule18 fields changed- changed
Input schema / properties / expected_document_type / defaultPrevious value: -"auto_detect"New value: +"federal_section_b_clin_schedule" - changed
Input schema / properties / expected_document_type / descriptionPrevious value: -"Document schema hint: 'auto_detect' (default), 'federal_section_b_clin_schedule' (parses Base/Option Year CLINs & contract types like FFP/T&M), 'gsa_or_tm_labor_rate_card' (LCAT hourly rates), 'b2b_vendor_quote_or_bom', or 'commercial_invoice'."New value: +"Primary document type hint: 'federal_section_b_clin_schedule', 'vendor_quote', 'commercial_invoice', 'labor_rate_card_tm', 'bill_of_materials_bom', or 'purchase_order'." - changed
Input schema / properties / expected_document_type / enumPrevious value: -[ - "auto_detect", - "federal_section_b_clin_schedule", - "gsa_or_tm_labor_rate_card", - "b2b_vendor_quote_or_bom", - "commercial_invoice" -]New value: +[ + "federal_section_b_clin_schedule", + "vendor_quote", + "commercial_invoice", + "labor_rate_card_tm", + "bill_of_materials_bom", + "purchase_order" +] - added
Output schema / properties / base_period_total_usdAdded value: +{ + "description": "Sum of all Base Period / Year 1 / Initial Term line items in USD.", + "type": "number" +} - removed
Output schema / properties / calculated_grand_totalRemoved value: -{ - "description": "Verified sum of all extracted line items.", - "type": "number" -} - added
Output schema / properties / currency_codeAdded value: +{ + "description": "ISO 4217 3-letter currency code (defaults to 'USD').", + "type": "string" +} - added
Output schema / properties / customer_or_agency_nameAdded value: +{ + "description": "Buyer organization, government agency, or bill-to entity if present in the text.", + "type": [ + "string", + "null" + ] +} - added
Output schema / properties / document_title_or_referenceAdded value: +{ + "description": "Extracted solicitation number, quote ID, invoice number, or contract title.", + "type": "string" +} - changed
Output schema / properties / dominant_pricing_model / descriptionPrevious value: -"Primary contract pricing structure (e.g., FIRM_FIXED_PRICE_FFP, TIME_AND_MATERIALS_TM)."New value: +"Overall contract pricing structure (e.g., 'HYBRID_MIXED', 'FIRM_FIXED_PRICE_FFP', 'TIME_AND_MATERIALS_TM')." - added
Output schema / properties / finops_and_price_to_win_summaryAdded value: +{ + "description": "Executive FinOps & Price-to-Win (PTW) analysis summarizing blended labor rates, annual escalation percentages, discount depth, and negotiation leverage.", + "type": "string" +} - changed
Output schema / properties / line_items / descriptionPrevious value: -"Normalized CLIN/line items with quantity, unit, unit_price, extended_price, and period."New value: +"Normalized array of all extracted CLINs, SLINs, labor rate rows, and BOM SKUs." - added
Output schema / properties / math_and_pricing_anomaliesAdded value: +{ + "description": "Arithmetic discrepancies (Quantity * Unit Price != Stated Total), missing NTE ceilings, or escalation anomalies.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / math_discrepanciesRemoved value: -{ - "description": "Flagged arithmetic errors or rate anomalies when audit_math_and_anomalies is enabled.", - "items": { - "type": "string" - }, - "type": "array" -} - added
Output schema / properties / options_total_usdAdded value: +{ + "description": "Sum of all Option Year / Renewal Tier line items in USD (0.0 if no option periods exist).", + "type": "number" +} - added
Output schema / properties / payment_terms_and_invoicing_rulesAdded value: +{ + "description": "Extracted payment terms (e.g., 'Net 30', 'WAWF/IPP electronic invoicing', 'Milestone billing schedule', 'Annual upfront').", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / period_subtotalsAdded value: +{ + "description": "Subtotal breakdown grouped by contract performance period or billing tier.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / total_evaluated_contract_value_usdAdded value: +{ + "description": "Grand total contract ceiling or quote value across Base + All Option Periods in USD.", + "type": "number" +} - added
Output schema / properties / vendor_or_issuer_nameAdded value: +{ + "description": "Vendor, prime contractor, or quote issuer name if present in the text.", + "type": [ + "string", + "null" + ] +}
- Changed
generate_ato_rmf_package23 fields changed- removed
Input schema / properties / cloud_hosting_and_inherited_controls_contextRemoved value: -{ - "description": "Cloud Service Provider (CSP) enclave (AWS GovCloud, Azure Government, GCP Assured Workloads, on-prem), platform layer (Kubernetes, Platform One BigBang, Serverless), and existing security tooling (SIEM, SOAR, ICAM, SAST/DAST).", - "maxLength": 80000, - "minLength": 20, - "type": "string" -} - added
Input schema / properties / rfp_security_and_ato_requirementsAdded value: +{ + "description": "Raw text from RFP Section C/H/L/M detailing ATO, RMF (eMASS/Xacta), FedRAMP, StateRAMP, DISA Impact Level (IL4/IL5), NIST SP 800-53 Rev 5, or CMMC Level 2 authorization requirements.", + "maxLength": 100000, + "minLength": 20, + "type": "string" +} - added
Input schema / properties / system_architecture_and_boundary_contextAdded value: +{ + "description": "Description of the bidder's cloud environment, hosting boundary, identity provider, encryption posture, DevSecOps toolchain, and any existing compliance gaps.", + "maxLength": 80000, + "minLength": 20, + "type": "string" +} - removed
Input schema / properties / system_architecture_and_rfp_cyber_textRemoved value: -{ - "description": "Raw RFP Section C/L/M cybersecurity & ATO requirements, target system architecture, data types processed (CUI, CDI, ITAR, PHI, PII, CJIS), user communities, and interconnection boundaries (40 to 100,000 characters).", - "maxLength": 100000, - "minLength": 40, - "type": "string" -} - added
Input schema / properties / target_ato_timeline_daysAdded value: +{ + "default": 90, + "description": "Target calendar days from contract award to achieve full ATO / cATO authorization.", + "maximum": 365, + "minimum": 14, + "type": "integer" +} - changed
Input schema / properties / target_authorization_framework / defaultPrevious value: -"dod_rmf_dodi_8510_01_cato"New value: +"dod_rmf_il4_il5_cato" - changed
Input schema / properties / target_authorization_framework / descriptionPrevious value: -"Target authorization framework: 'dod_rmf_dodi_8510_01_cato' (default DoD RMF & Continuous ATO), 'fedramp_rev5_agency_ato' (Civilian Federal Agency ATO / FedRAMP Rev 5), 'stateramp_txramp_govramp' (State SLED StateRAMP / TX-RAMP / GovRAMP), or 'nist_800_171_cmmc_level_2' (CMMC 2.0 Level 2)."New value: +"Target government cybersecurity authorization framework." - changed
Input schema / properties / target_authorization_framework / enumPrevious value: -[ - "dod_rmf_dodi_8510_01_cato", - "fedramp_rev5_agency_ato", - "stateramp_txramp_govramp", - "nist_800_171_cmmc_level_2" -]New value: +[ + "dod_rmf_il4_il5_cato", + "fedramp_high_or_moderate", + "stateramp_or_state_cloud_sec", + "cmmc_level_2_nist_800_171" +] - removed
Input schema / properties / target_impact_levelRemoved value: -{ - "default": "IL5_CUI_NSS", - "description": "Target DoD Cloud Computing SRG Impact Level or FIPS 199 baseline: 'IL2_LOW', 'IL4_MODERATE_CUI', 'IL5_CUI_NSS' (default), 'IL6_CLASSIFIED_HIGH', 'FEDRAMP_MODERATE', or 'FEDRAMP_HIGH'.", - "enum": [ - "IL2_LOW", - "IL4_MODERATE_CUI", - "IL5_CUI_NSS", - "IL6_CLASSIFIED_HIGH", - "FEDRAMP_MODERATE", - "FEDRAMP_HIGH" - ], - "type": "string" -} - changed
Input schema / requiredPrevious value: -[ - "system_architecture_and_rfp_cyber_text", - "cloud_hosting_and_inherited_controls_context" -]New value: +[ + "rfp_security_and_ato_requirements", + "system_architecture_and_boundary_context" +] - added
Output schema / properties / ato_readiness_scoreAdded value: +{ + "description": "Overall ATO / cATO readiness score from 0 to 100 based on boundary maturity, control coverage, and open findings.", + "type": "integer" +} - changed
Output schema / properties / authorization_boundary_summary / descriptionPrevious value: -"Executive summary of the system authorization boundary, hosting enclave, and target ATO pathway."New value: +"FIPS 199 categorization, Impact Level baseline, GRC system of record, CSP control inheritance percentage, and boundary summary." - changed
Output schema / properties / authorization_boundary_summary / typePrevious value: -"string"New value: +"object" - added
Output schema / properties / cato_devsecops_pipeline_blueprintAdded value: +{ + "description": "Continuous ATO (cATO) DevSecOps CI/CD security gates, ConMon cadence, and OSCAL/SBOM automation blueprint.", + "type": "object" +} - removed
Output schema / properties / continuous_ato_conmon_blueprintRemoved value: -{ - "description": "Continuous ATO (cATO) DevSecOps pipeline gates, OSCAL automation, and ConMon cadence.", - "type": "object" -} - removed
Output schema / properties / control_inheritance_summaryRemoved value: -{ - "description": "Estimated breakdown of Inherited CSP Controls vs. Hybrid Shared Controls vs. Customer-Implemented Controls.", - "type": "string" -} - removed
Output schema / properties / emass_poam_remediation_scheduleRemoved value: -{ - "description": "eMASS / CSAM-ready POA&M entries with CAT I/II/III severity, compensating controls, and milestones.", - "items": { - "type": "object" - }, - "type": "array" -} - removed
Output schema / properties / fips_199_security_categorizationRemoved value: -{ - "description": "FIPS 199 & CNSSI 1253 Confidentiality/Integrity/Availability categorization and overall high-water mark.", - "type": "object" -} - added
Output schema / properties / poam_remediation_scheduleAdded value: +{ + "description": "Structured Plan of Action & Milestones (POA&M) remediation table for any open findings or architecture gaps.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / proposal_technical_volume_ato_narrativeAdded value: +{ + "description": "Executive-ready Shipley Technical Volume narrative explaining how the Offeror will achieve rapid, low-risk ATO / cATO without delaying mission deployment.", + "type": "string" +} - added
Output schema / properties / rmf_six_step_milestone_planAdded value: +{ + "description": "Day-by-day RMF Step 1 through Step 6 schedule to achieve IATT and full ATO within target_ato_timeline_days.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / ssp_control_implementation_matrixRemoved value: -{ - "description": "NIST SP 800-53 Rev 5 SSP control family implementation narratives, STIG mappings, and audit artifacts.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / ssp_control_implementationsAdded value: +{ + "description": "Audit-ready NIST SP 800-53 Rev 5 / NIST 800-171 System Security Plan (SSP) control implementation narratives.", + "items": { + "type": "object" + }, + "type": "array" +}
- Changed
generate_compliance_matrix9 fields changed- changed
Input schema / properties / proposal_methodology / descriptionPrevious value: -"Proposal structuring methodology: 'shipley' (default evaluator-first Volume I-IV outline with win themes), 'federal_standard' (strict FAR Part 15 Section L/M mapping), or 'commercial_agile' (B2B solution deliverable sprints)."New value: +"Proposal structuring methodology: 'shipley' (Shipley Associates capture standard), 'standard_b2b' (commercial enterprise RFP), or 'federal_far' (strict FAR Section L/M mapping)." - changed
Input schema / properties / proposal_methodology / enumPrevious value: -[ - "shipley", - "federal_standard", - "commercial_agile" -]New value: +[ + "shipley", + "standard_b2b", + "federal_far" +] - added
Output schema / properties / evaluation_criteria_weightsAdded value: +{ + "description": "Extracted Section M or commercial evaluation scoring factors and relative weights.", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / proposal_methodologyAdded value: +{ + "description": "Echoed proposal methodology applied ('shipley', 'standard_b2b', or 'federal_far').", + "type": "string" +} - changed
Output schema / properties / proposal_outline / descriptionPrevious value: -"Hierarchical proposal sections with mapped requirement IDs, win theme strategy, and page allocation."New value: +"Structured section-by-section proposal outline with mapped requirements, win themes, and page budgets." - changed
Output schema / properties / requirements_matrix / descriptionPrevious value: -"Extracted mandatory shall/must requirements with priority, volume assignment, and verification evidence needed."New value: +"Ordered list of shredded RFP requirements mapped to proposal sections and required verification evidence." - added
Output schema / properties / solicitation_titleAdded value: +{ + "description": "Inferred or stated title/scope of the RFP or Statement of Work.", + "type": "string" +} - added
Output schema / properties / submission_format_rulesAdded value: +{ + "description": "Extracted administrative formatting, page limit, font, margin, or submission instructions that could trigger rejection if violated.", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / total_mandatory_shall_countAdded value: +{ + "description": "Total count of mandatory ('MANDATORY_SHALL') requirements identified in the text.", + "type": "integer" +}
- Changed
generate_cpars_past_performance9 fields changed- added
Input schema / properties / bidder_role_and_context / defaultAdded value: +"Prime Offeror submitting 3 Past Performance citations (2 Prime contracts + 1 Major Subcontractor contract) for a Federal / DoD best-value trade-off solicitation." - added
Input schema / properties / bidder_role_and_context / minLengthAdded value: +1 - removed
Output schema / properties / gap_mitigation_strategiesRemoved value: -{ - "description": "Shipley narrative mitigations for any recency, dollar-magnitude, or prime-role gaps.", - "items": { - "type": "string" - }, - "type": "array" -} - removed
Output schema / properties / overall_confidence_assessmentRemoved value: -{ - "description": "Predicted DoD Source Selection Performance Confidence rating (e.g., Substantial Confidence).", - "type": "string" -} - added
Output schema / properties / past_performance_citationsAdded value: +{ + "description": "List of Shipley-formatted Past Performance citations with Relevance ratings, Scope/Magnitude/Complexity matrices, and CPARS narratives.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / ppq_and_cor_interview_prep_checklistAdded value: +{ + "description": "Actionable checklist for preparing Past Performance Questionnaires (PPQs) and briefing Contracting Officer Representatives (CORs) before government reference checks.", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / relevance_gaps_and_mitigationsAdded value: +{ + "description": "Evaluator risk audit of potential Relevance gaps paired with FAR 15.305(a)(2) mitigation language.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / tailored_citationsRemoved value: -{ - "description": "Shipley Volume III citations with Relevance rating, Scope/Magnitude/Complexity mapping, FAR 42.1503 5-factor CPARS narrative, and CCAR blocks.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / volume_summaryAdded value: +{ + "description": "Executive Past Performance Volume III summary, DoD Confidence rating prediction, and ready-to-paste Volume Introduction.", + "type": "object" +}
- Changed
generate_data_rights_assertion_table2 fields changed- changed
Output schema / properties / mosa_and_deferred_ordering_protection_plan / descriptionPrevious value: -"10 U.S.C. 4401 MOSA interface boundary plan, black-box encapsulation strategy, and DFARS 252.227-7027/7037 audit defense."New value: +"10 U.S.C. § 4401 MOSA interface boundary plan, black-box encapsulation strategy, and DFARS 252.227-7027/7037 audit defense." - changed
Output schema / properties / pre_award_ip_negotiation_checklist / descriptionPrevious value: -"Pre-award checklist for submitting the signed DFARS 252.227-7017 attachment and negotiating Specially Negotiated License Rights."New value: +"Pre-award checklist for submitting the signed DFARS 252.227-7017 attachment with the proposal and negotiating Specially Negotiated License Rights."
- Changed
generate_gsa_mas_offer7 fields changed- changed
Output schema / properties / gsa_lcat_iff_price_list / descriptionPrevious value: -"GSA Price Proposal Template (PPT) rate card with CPL, Net, 0.75% IFF ceiling rate, and 5-year EPA progression."New value: +"GSA MAS Price Proposal Template (PPT) table with minimum education/experience, CPL rate, Net rate, 0.75% IFF ceiling rate (`Net / 0.9925`), and 5-year EPA progression." - changed
Output schema / properties / gsa_mas_readiness_score / descriptionPrevious value: -"Overall GSA eOffer / eMod readiness score from 0 to 100."New value: +"Overall GSA eOffer / eMod readiness score (0-100) under SCP-FSS-001." - changed
Output schema / properties / iff_and_epa_pricing_summary / descriptionPrevious value: -"Summary of 0.75% Industrial Funding Fee (`Net / 0.9925`) calculation and 5-year EPA escalation."New value: +"Executive summary of the 0.75% Industrial Funding Fee (IFF) gross-up (`Net / 0.9925`), proposed GSA discount off CPL, and 5-year GSAR 552.238-118 EPA escalation." - changed
Output schema / properties / prc_and_mfc_compliance_guardrails / descriptionPrevious value: -"GSAR 552.238-81 Price Reductions Clause (PRC) and Most Favored Customer (MFC) safe-harbor guardrails."New value: +"GSAR 552.238-81 Price Reductions Clause (PRC) and Most Favored Customer (MFC) Basis of Award guardrails and safe-harbor exemptions." - changed
Output schema / properties / ready_to_submit_scp_fss_001_narrative / descriptionPrevious value: -"Paste-ready SCP-FSS-001 Administrative, Technical, and Price Proposal narrative for GSA eOffer / eMod."New value: +"Authoritative, paste-ready SCP-FSS-001 Administrative, Technical (Factor 1 Corporate Experience, Factor 2 Past Performance, Factor 3 Quality Control, Factor 4 Relevant SIN Experience), and Price Proposal narrative for GSA eOffer / eMod." - changed
Output schema / properties / recommended_pricing_pathway / descriptionPrevious value: -"Recommended GSA pricing disclosure regime (TDR vs. CSP-1 MFC) and rationale."New value: +"Recommended GSA pricing disclosure pathway (TDR Transactional Data Reporting vs. CSP-1 Traditional Most Favored Customer) with rationale." - changed
Output schema / properties / sin_mapping_matrix / descriptionPrevious value: -"Mapped GSA MAS SINs (`54151S`, `54151HACS`, `518210C`, `OLM`) with Factor 4 project narratives."New value: +"Structured GSA MAS Special Item Number (SIN) mapping matrix (`54151S`, `54151HACS`, `518210C`, `OLM`, etc.) with Factor 4 relevant project narratives."
- Changed
generate_igce_price_to_win10 fields changed- added
Input schema / properties / bidder_indirect_wrap_assumptions / minLengthAdded value: +1 - added
Input schema / properties / historical_benchmark_and_incumbent_context / minLengthAdded value: +1 - added
Output schema / properties / clin_period_of_performance_scheduleAdded value: +{ + "description": "Section B CLIN pricing schedule across Base Year and Option Years.", + "items": { + "type": "object" + }, + "type": "array" +} - changed
Output schema / properties / cost_realism_and_price_reasonableness_posture / descriptionPrevious value: -"FAR 15.404-1 Price Reasonableness and Cost Realism risk posture."New value: +"FAR 15.404-1 Price Reasonableness & Cost Realism risk classification." - added
Output schema / properties / ptw_discount_vs_igce_pctAdded value: +{ + "description": "Percentage difference between recommended Price-to-Win and the estimated IGCE (e.g., -6.4 represents a 6.4% discount below IGCE).", + "type": "number" +} - changed
Output schema / properties / ptw_sensitivity_scenarios / descriptionPrevious value: -"4-scenario Price-to-Win sensitivity matrix with Pwin impact and SSEB tradeoff analysis."New value: +"Competitive Price-to-Win sensitivity matrix (Aggressive Floor, Recommended Target PTW, Incumbent Benchmark, IGCE Ceiling)." - changed
Output schema / properties / recommended_price_to_win_usd / descriptionPrevious value: -"Recommended total evaluated Price-to-Win ($ USD) across Base and all Option Years."New value: +"Recommended total evaluated Price-to-Win ($ USD) across Base + all Option Years." - added
Output schema / properties / section_b_cost_narrative_and_boe_summaryAdded value: +{ + "description": "Ready-to-paste Shipley Volume IV Price/Cost Narrative and Basis of Estimate (BOE) justification.", + "type": "string" +} - added
Output schema / properties / solicitation_pricing_overviewAdded value: +{ + "description": "Executive summary of contract structure, total FTEs, Period of Performance, and pricing strategy.", + "type": "string" +} - changed
Output schema / properties / wrap_rate_calculator_breakdown / descriptionPrevious value: -"Compounded Fringe, Overhead, G&A, and Fee/Profit wrap-rate breakdown."New value: +"Compounded Fringe, Overhead, G&A, and Fee wrap-rate breakdown."
- Changed
generate_oci_mitigation_plan18 fields changed- added
Input schema / properties / current_and_prior_contracts_portfolioAdded value: +{ + "description": "Summary of the bidder's (and any proposed subcontractor's) active or recent prime/sub contracts, SETA/A&AS/IV&V advisory roles, and access to nonpublic source-selection or proprietary third-party data.", + "maxLength": 35000, + "minLength": 20, + "type": "string" +} - removed
Input schema / properties / existing_contracts_and_corporate_relationshipsRemoved value: -{ - "description": "Current or recent Prime/Subcontract awards (SETA, A&AS, IV&V, Systems Engineering, Cloud/Cyber Operations), affiliate/parent corporate structure, and agency access held by the bidder or its teammates (20 to 35,000 characters).", - "maxLength": 35000, - "minLength": 20, - "type": "string" -} - removed
Input schema / properties / new_solicitation_scope_and_oci_clausesRemoved value: -{ - "description": "Target RFP/Task Order PWS/SOW scope, Section H/I/L Organizational Conflict of Interest (OCI) clauses (FAR 9.5, DFARS 252.209-7008/7009, agency OCI provisions), and evaluation roles (20 to 45,000 characters).", - "maxLength": 45000, - "minLength": 20, - "type": "string" -} - added
Input schema / properties / proposed_bidding_role_and_teaming_structureAdded value: +{ + "default": "Prime_Offeror", + "description": "Bidder's pursuit structure ('Prime_Offeror', 'Subcontractor_or_Teaming_Partner', 'Joint_Venture_or_Mentor_Protege', or 'SETA_or_A_and_AS_Incumbent_Pivoting_to_Development').", + "enum": [ + "Prime_Offeror", + "Subcontractor_or_Teaming_Partner", + "Joint_Venture_or_Mentor_Protege", + "SETA_or_A_and_AS_Incumbent_Pivoting_to_Development" + ], + "type": "string" +} - removed
Input schema / properties / proposed_mitigation_postureRemoved value: -{ - "default": "Auto_Recommend", - "description": "Preferred OCI mitigation posture: 'Firewall_and_Subcontractor_Carveout' (firewalled enclave + independent subcontractor evaluation carve-out), 'Divestiture_or_Recusal_Protocol' (formal recusal from conflicting task orders), 'Affirmative_No_OCI_Certification' (formal no-OCI representation), or 'Auto_Recommend' (default).", - "enum": [ - "Firewall_and_Subcontractor_Carveout", - "Divestiture_or_Recusal_Protocol", - "Affirmative_No_OCI_Certification", - "Auto_Recommend" - ], - "type": "string" -} - added
Input schema / properties / target_solicitation_and_sow_textAdded value: +{ + "description": "Full or excerpted target RFP scope, PWS/SOW tasks, Section H/I/K/L OCI disclosure instructions, and issuing agency/program office.", + "maxLength": 45000, + "minLength": 20, + "type": "string" +} - changed
Input schema / requiredPrevious value: -[ - "new_solicitation_scope_and_oci_clauses", - "existing_contracts_and_corporate_relationships" -]New value: +[ + "target_solicitation_and_sow_text", + "current_and_prior_contracts_portfolio" +] - removed
Output schema / properties / contracting_officer_disclosure_checklistRemoved value: -{ - "description": "Pre-submission OCI disclosure & representation checklist items.", - "items": { - "type": "string" - }, - "type": "array" -} - added
Output schema / properties / executive_oci_risk_summaryAdded value: +{ + "description": "Executive legal and capture summary of the OCI audit findings for the Contracting Officer and Capture Director.", + "type": "string" +} - removed
Output schema / properties / executive_oci_summaryRemoved value: -{ - "description": "Executive summary of the FAR Subpart 9.5 audit and mitigation strategy for the Contracting Officer.", - "type": "string" -} - removed
Output schema / properties / firewall_and_compliance_controlsRemoved value: -{ - "description": "Physical, logical, personnel, NDA, and subcontractor carve-out controls.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / oci_clearance_and_defensibility_scoreAdded value: +{ + "description": "0-100 score indicating how defensible the bidder's OCI posture and mitigation plan are against Contracting Officer exclusion or GAO bid protest.", + "type": "integer" +} - removed
Output schema / properties / oci_overall_risk_scoreRemoved value: -{ - "description": "Quantitative FAR Subpart 9.5 OCI risk score from 0 (no OCI) to 100 (unmitigable OCI).", - "type": "integer" -} - added
Output schema / properties / organizational_firewall_and_nda_controlsAdded value: +{ + "description": "Concrete organizational, technical (IT/GovCloud enclave), personnel NDA, and workshare carve-out controls.", + "items": { + "type": "object" + }, + "type": "array" +} - changed
Output schema / properties / overall_oci_determination / descriptionPrevious value: -"Formal OCI determination (NO_OCI_DETECTED, MITIGABLE_VIA_FIREWALL_AND_RECUSAL, SUBCONTRACTOR_CARVEOUT_REQUIRED, HIGH_RISK_WAIVER_OR_DIVESTITURE)."New value: +"Formal FAR Subpart 9.5 OCI risk determination and pursuit posture recommendation." - changed
Output schema / properties / ready_to_submit_oci_mitigation_plan_narrative / descriptionPrevious value: -"Complete, paste-ready OCI Disclosure & Mitigation Plan volume in Markdown."New value: +"Complete, paste-ready Volume I / Section L Organizational Conflict of Interest (OCI) Disclosure & Mitigation Plan narrative including a FAR 9.505-4 Non-Disclosure Agreement (NDA) template and Contracting Officer certification block." - removed
Output schema / properties / three_pillar_far_9_5_auditRemoved value: -{ - "description": "3-Pillar audit across Unequal Access to Information, Biased Ground Rules, and Impaired Objectivity with GAO/COFC precedents.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / three_pillar_far_9_5_audit_matrixAdded value: +{ + "description": "Comprehensive audit across all three FAR Subpart 9.5 / GAO OCI pillars: Unequal Access to Information (FAR 9.505-4), Biased Ground Rules (FAR 9.505-1/9.505-2), and Impaired Objectivity (FAR 9.505-3).", + "items": { + "type": "object" + }, + "type": "array" +}
- Changed
generate_oral_presentation_prep17 fields changed- added
Input schema / properties / bidder_solution_and_key_personnel_contextAdded value: +{ + "description": "Proposed Key Personnel names/roles/clearances, technical architecture, past performance metrics, and competitive win themes to weave into the speaker scripts and Murder-Board Q&A answers.", + "maxLength": 100000, + "minLength": 20, + "type": "string" +} - removed
Input schema / properties / known_incumbent_and_risk_areasRemoved value: -{ - "description": "Optional competitive context, incumbent vulnerabilities, transition risks, or technical gaps where the Source Selection Evaluation Board (SSEB) is likely to probe during Murder-Board Q&A.", - "maxLength": 30000, - "type": "string" -} - added
Input schema / properties / presentation_formatAdded value: +{ + "default": "far_15_102_oral_technical_proposal", + "description": "Oral evaluation format: 'far_15_102_oral_technical_proposal' (default Federal FAR 15.102 / GSA FEDSIM Phase II Orals), 'live_technical_demo_and_coding_challenge' (hands-on tech demo & scenario execution), 'executive_key_personnel_orals_and_qna' (Key Personnel oral defense), or 'sled_finalist_vendor_interview' (State/Local BAFO interview).", + "enum": [ + "far_15_102_oral_technical_proposal", + "live_technical_demo_and_coding_challenge", + "executive_key_personnel_orals_and_qna", + "sled_finalist_vendor_interview" + ], + "type": "string" +} - removed
Input schema / properties / presentation_format_modeRemoved value: -{ - "default": "COMBINED_ORALS_TECH_DEMO_AND_QA", - "description": "Oral presentation format mode: 'COMBINED_ORALS_TECH_DEMO_AND_QA' (default, slide deck + live technical demo + Q&A), 'EXECUTIVE_SLIDE_BRIEFING_AND_QA' (Shipley slide deck + Q&A), 'LIVE_TECHNICAL_SCENARIO_CHALLENGE' (on-the-spot engineering problem/coding challenge), or 'KEY_PERSONNEL_INTERVIEW_AND_CAUCUS' (structured SSEB oral interview).", - "enum": [ - "COMBINED_ORALS_TECH_DEMO_AND_QA", - "EXECUTIVE_SLIDE_BRIEFING_AND_QA", - "LIVE_TECHNICAL_SCENARIO_CHALLENGE", - "KEY_PERSONNEL_INTERVIEW_AND_CAUCUS" - ], - "type": "string" -} - removed
Input schema / properties / proposed_solution_and_key_personnelRemoved value: -{ - "description": "Proposed technical/management solution architecture, key discriminators, and named Key Personnel speakers (roles, clearances, domain expertise, and past performance proof points) who will present.", - "maxLength": 80000, - "minLength": 20, - "type": "string" -} - added
Input schema / properties / total_session_minutesAdded value: +{ + "default": 90, + "description": "Total scheduled duration of the oral presentation, live demo, and Q&A session in minutes (15 to 240; defaults to 90).", + "maximum": 240, + "minimum": 15, + "type": "integer" +} - changed
Input schema / requiredPrevious value: -[ - "rfp_oral_instructions_and_sow_text", - "proposed_solution_and_key_personnel" -]New value: +[ + "rfp_oral_instructions_and_sow_text", + "bidder_solution_and_key_personnel_context" +] - added
Output schema / properties / closing_evaluator_leave_behind_pitchAdded value: +{ + "description": "Final 60-second executive closing statement designed to anchor 'High Confidence / Multiple Significant Strengths' before the SSEB caucuses.", + "type": "string" +} - removed
Output schema / properties / evaluator_caucus_takeawaysRemoved value: -{ - "description": "Verbatim strengths designed for SSEB evaluators to record on consensus scoring sheets.", - "items": { - "type": "string" - }, - "type": "array" -} - added
Output schema / properties / key_personnel_speaker_choreographyAdded value: +{ + "description": "Rules of engagement and handoff choreography ensuring every Key Personnel speaker demonstrates deep technical mastery without talking over teammates.", + "items": { + "type": "string" + }, + "type": "array" +} - changed
Output schema / properties / live_tech_demo_runbook / descriptionPrevious value: -"Minute-by-minute live technical demonstration runbook with operator actions, telemetry proof, and backup failover plans."New value: +"Step-by-step live technical demonstration runbook with operator actions, evaluator strength callouts, and offline failover contingencies." - removed
Output schema / properties / murder_board_qa_matrixRemoved value: -{ - "description": "Adversarial SSEB Murder-Board questions paired with Answer-First-Elaborate-Anchor responses and trap-avoidance rules.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / murder_board_qna_bankAdded value: +{ + "description": "Adversarial SSEB Murder-Board questions with hidden evaluator concerns, responder roles, gold-standard answers, and traps to avoid.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / predicted_oral_confidence_ratingRemoved value: -{ - "description": "Predicted DoD/Federal Source Selection Oral Confidence rating (e.g., High Confidence / Outstanding).", - "type": "string" -} - added
Output schema / properties / recommended_time_budget_breakdownAdded value: +{ + "description": "Minute-by-minute time allocation across Opening/Intros, Core Technical Slides, Live Demo, Caucus Buffer, and Q&A.", + "type": "string" +} - changed
Output schema / properties / slide_deck_blueprint / descriptionPrevious value: -"Slide-by-slide Shipley oral presentation deck with assigned Key Personnel speaker, time budget, visual layout, and talking points."New value: +"Slide-by-slide Shipley oral presentation blueprint with action captions, speaker assignments, visual concepts, and verbatim scripts." - added
Output schema / properties / solicitation_and_format_summaryAdded value: +{ + "description": "Identified solicitation title/ID, oral format, speaker restrictions, and Section M evaluation hierarchy.", + "type": "string" +}
- Changed
generate_phase_in_transition_plan9 fields changed- added
Input schema / properties / clearance_requirementAdded value: +{ + "default": "Secret / Top Secret SCI & Public Trust", + "description": "Optional personnel and facility security clearance level required (DD-254 / DISS / Public Trust).", + "maxLength": 200, + "minLength": 1, + "type": "string" +} - added
Input schema / properties / target_agencyAdded value: +{ + "default": "Department of Defense (DoD) / Federal & State Agency", + "description": "Optional issuing agency or contracting office.", + "maxLength": 300, + "minLength": 1, + "type": "string" +} - added
Input schema / properties / transition_duration_daysAdded value: +{ + "default": 90, + "description": "Optional total Phase-In transition duration in calendar days (15 to 180; defaults to 90).", + "maximum": 180, + "minimum": 15, + "type": "integer" +} - changed
Input schema / properties / transition_timeline_window / descriptionPrevious value: -"Transition schedule profile ('Rapid_30_Day_Cutover', 'Standard_30_60_90_Day_Phase_In' [default], 'Extended_120_Day_Enterprise_Transition', or 'Include_Phase_Out_FAR_52_237_3')."New value: +"Transition schedule profile ('Rapid_30_Day_Cutover', 'Standard_30_60_90_Day_Phase_In', 'Extended_120_Day_Enterprise_Transition', or 'Include_Phase_Out_FAR_52_237_3')." - removed
Input schema / properties / transition_timeline_window / enumRemoved value: -[ - "Rapid_30_Day_Cutover", - "Standard_30_60_90_Day_Phase_In", - "Extended_120_Day_Enterprise_Transition", - "Include_Phase_Out_FAR_52_237_3" -] - changed
Output schema / properties / executive_transition_summary / descriptionPrevious value: -"Executive summary of the zero-mission-disruption Phase-In / Phase-Out strategy and Day-1 FOC roadmap."New value: +"Executive summary of the zero-mission-disruption Phase-In / Phase-Out strategy, governance structure, and Day-1 Full Operational Capability (FOC) roadmap." - changed
Output schema / properties / far_52_237_3_phase_out_continuity_checklist / descriptionPrevious value: -"FAR 52.237-3 Continuity of Services Phase-Out checklist items."New value: +"FAR 52.237-3 Continuity of Services Phase-Out checklist covering GFE/GFP return, CUI sanitization, credential revocation, and successor contractor training." - changed
Output schema / properties / incumbent_capture_and_retention_plan / descriptionPrevious value: -"Incumbent workforce capture plan with target retention %, EO 14055 / SCA right-of-first-refusal posture, DD-254/DISS clearance crossover timeline, and outreach script."New value: +"Comprehensive incumbent workforce capture, EO 14055 / SCA right-of-first-refusal compliance, DD-254/DISS clearance crossover timeline, and outreach script." - changed
Output schema / properties / wbs_30_60_90_day_milestones / descriptionPrevious value: -"Chronological WBS transition milestones across Days 1-30, 31-60, 61-90 (and Phase-Out) with activities, deliverables, exit criteria, and risk mitigations."New value: +"Chronological Work Breakdown Structure (WBS) transition milestones across Days 1-30, Days 31-60, Days 61-90 (and Phase-Out) with activities, deliverables, exit criteria, and risk mitigations."
- Changed
generate_quality_assurance_qasp9 fields changed- changed
Input schema / properties / contract_type_and_incentive_structure / descriptionPrevious value: -"Contract type and incentive structure ('Firm_Fixed_Price_FFP' [default], 'Time_and_Materials_TM', 'Cost_Plus_Award_Fee_CPAF', 'Cost_Plus_Incentive_Fee_CPIF', or 'Hybrid_IDIQ_Task_Order') used to calibrate FAR 52.246 inspection clauses and AQL incentive/deduction formulas."New value: +"Contract type and fee structure ('Firm_Fixed_Price_FFP', 'Time_and_Materials_TM', 'Cost_Plus_Award_Fee_CPAF', 'Cost_Plus_Incentive_Fee_CPIF', or 'Hybrid_IDIQ_Task_Order')." - removed
Input schema / properties / contract_type_and_incentive_structure / enumRemoved value: -[ - "Firm_Fixed_Price_FFP", - "Time_and_Materials_TM", - "Cost_Plus_Award_Fee_CPAF", - "Cost_Plus_Incentive_Fee_CPIF", - "Hybrid_IDIQ_Task_Order" -] - added
Input schema / properties / solicitation_or_contract_numberAdded value: +{ + "default": "SOL-2026-QASP-001", + "description": "Optional solicitation or contract number for QASP traceability.", + "maxLength": 200, + "minLength": 1, + "type": "string" +} - changed
Input schema / properties / surveillance_rigor_and_mission_criticality / descriptionPrevious value: -"Mission criticality and surveillance rigor profile ('Mission_Critical_24x7_Zero_Trust' [default], 'Standard_Enterprise_IT_SLA', or 'R_and_D_Agile_DevSecOps')."New value: +"Mission criticality profile ('Mission_Critical_24x7_Zero_Trust', 'Standard_Enterprise_IT_SLA', or 'R_and_D_Agile_DevSecOps')." - removed
Input schema / properties / surveillance_rigor_and_mission_criticality / enumRemoved value: -[ - "Mission_Critical_24x7_Zero_Trust", - "Standard_Enterprise_IT_SLA", - "R_and_D_Agile_DevSecOps" -] - added
Input schema / properties / target_agencyAdded value: +{ + "default": "Department of Defense (DoD) / Federal & State Agency", + "description": "Optional issuing agency or contracting office.", + "maxLength": 300, + "minLength": 1, + "type": "string" +} - changed
Output schema / properties / executive_surveillance_summary / descriptionPrevious value: -"Executive summary of the FAR 37.6 surveillance strategy, ISO 9001 / CMMI Level 3 quality governance, and COR partnership model."New value: +"Executive summary of the Performance-Based Acquisition (FAR 37.6) surveillance strategy, ISO 9001 / CMMI Level 3 quality governance, and COR partnership model." - changed
Output schema / properties / performance_requirements_summary_prs_table / descriptionPrevious value: -"Structured FAR Subpart 37.6 Performance Requirements Summary (PRS) rows with objectives, KPI standards, AQLs, surveillance methods, and incentive/deduction formulas."New value: +"Structured FAR Subpart 37.6 Performance Requirements Summary (PRS) matrix mapping PWS sections to objectives, standards, AQLs, surveillance methods, and incentive/deduction formulas." - changed
Output schema / properties / qasp_readiness_score / descriptionPrevious value: -"0-100 score quantifying the measurability, FAR Subpart 37.6 compliance, and audit defensibility of the QASP and PRS matrix."New value: +"0-100 score quantifying the measurability, FAR Subpart 37.6 compliance, and audit defensibility of the generated QASP and PRS matrix."
- Changed
generate_rfp_response14 fields changed- changed
Input schema / properties / target_section_type / descriptionPrevious value: -"Target proposal section structure: 'technical_approach' (default, solution architecture & requirement execution), 'executive_summary' (vision & discriminators), 'management_and_staffing_plan' (governance, transition & QA), or 'past_performance_narrative' (prose summary)."New value: +"Type of proposal section to draft: 'technical_approach', 'executive_summary', 'management_and_staffing_plan', 'past_performance_narrative', or 'transition_and_quality_control'." - changed
Input schema / properties / target_section_type / enumPrevious value: -[ - "technical_approach", - "executive_summary", - "management_and_staffing_plan", - "past_performance_narrative" -]New value: +[ + "technical_approach", + "executive_summary", + "management_and_staffing_plan", + "past_performance_narrative", + "transition_and_quality_control" +] - added
Input schema / properties / tone_and_methodology / maxLengthAdded value: +100000 - added
Input schema / properties / tone_and_methodology / minLengthAdded value: +1 - added
Output schema / properties / compliance_coverage_scoreAdded value: +{ + "description": "Percentage (0-100) of input RFP requirements explicitly addressed in the drafted response.", + "type": "integer" +} - removed
Output schema / properties / drafted_narrative_markdownRemoved value: -{ - "description": "Full Shipley-formatted proposal section prose in Markdown.", - "type": "string" -} - added
Output schema / properties / drafted_subsectionsAdded value: +{ + "description": "Complete, multi-subsection Shipley proposal draft ready to paste into Word or proposal automation software.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / estimated_word_countAdded value: +{ + "description": "Total word count of the drafted narrative across all subsections.", + "type": "integer" +} - added
Output schema / properties / executive_theme_statementAdded value: +{ + "description": "Overarching Shipley win-theme thesis statement for the entire proposal section.", + "type": "string" +} - added
Output schema / properties / feature_benefit_proof_matrixAdded value: +{ + "description": "Structured Feature-Benefit-Proof & competitive ghosting table for evaluator skimming.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / red_team_evaluator_critiqueAdded value: +{ + "description": "Internal Red Team review note highlighting strengths of the draft and any remaining proof-point placeholders to verify before final submission.", + "type": "string" +} - changed
Output schema / properties / section_title / descriptionPrevious value: -"Compliance-mapped heading for the drafted proposal section."New value: +"Evaluator-focused title for the drafted proposal section." - changed
Output schema / properties / strategic_clarification_questions / descriptionPrevious value: -"Strategic vendor Q&A questions to submit to the Contracting Officer to expose ambiguous or competitor-wired specs."New value: +"Formal Contracting Officer (KO) Q&A questions designed to neutralize competitor-wired specs and clarify scope risks." - removed
Output schema / properties / win_themes_and_discriminatorsRemoved value: -{ - "description": "Key win themes and ghosting points embedded in the draft.", - "items": { - "type": "string" - }, - "type": "array" -}
- Changed
generate_sbir_sttr_commercialization6 fields changed- added
Input schema / properties / sponsoring_agency_or_programAdded value: +{ + "default": "USAF AFWERX / DoD DSIP", + "description": "Optional sponsoring agency, PEO, or Phase III transition customer (e.g., USAF AFWERX / SpaceWERX, Office of Naval Research, NSF TIP).", + "maxLength": 200, + "minLength": 1, + "type": "string" +} - changed
Input schema / properties / target_phase_and_program / descriptionPrevious value: -"Target SBIR/STTR phase ('Phase_I_Feasibility_and_Proof_of_Concept', 'Direct_to_Phase_II_or_Phase_II_Prototype' [default], 'Phase_IIB_or_STRATFI_TACFI_Matching', or 'Phase_III_Sole_Source_Transition_15_USC_638_r_4')."New value: +"Target SBIR/STTR phase ('Phase_I_Feasibility_and_Proof_of_Concept', 'Direct_to_Phase_II_or_Phase_II_Prototype', 'Phase_IIB_or_STRATFI_TACFI_Matching', or 'Phase_III_Sole_Source_Transition_15_USC_638_r_4')." - removed
Input schema / properties / target_phase_and_program / enumRemoved value: -[ - "Phase_I_Feasibility_and_Proof_of_Concept", - "Direct_to_Phase_II_or_Phase_II_Prototype", - "Phase_IIB_or_STRATFI_TACFI_Matching", - "Phase_III_Sole_Source_Transition_15_USC_638_r_4" -] - added
Input schema / properties / target_phase_and_program / maxLengthAdded value: +120 - added
Input schema / properties / target_phase_and_program / minLengthAdded value: +1 - changed
Output schema / properties / phase_iii_dual_use_commercialization_and_work_plan_narrative / descriptionPrevious value: -"Complete, paste-ready SBIR/STTR Volume 2 Technical Work Plan & Commercialization Plan narrative including Customer MOU justification, TAM/SAM/SOM dual-use revenue forecast, and 15 U.S.C. 638(r)(4) Phase III sole-source transition roadmap."New value: +"Complete, paste-ready SBIR/STTR Volume 2 Technical Work Plan & Commercialization Plan narrative including Customer Memorandum (MOU) justification, TAM/SAM/SOM dual-use revenue forecast, and 15 U.S.C. § 638(r)(4) Phase III sole-source transition roadmap."
- Changed
generate_small_business_participation1 field changed- changed
Output schema / properties / dfars_small_business_participation_commitment_summary / descriptionPrevious value: -"Actionable checklist for DFARS 252.219-7003 Small Business Participation Commitment Document (SBPCD) enforceability."New value: +"Actionable checklist for DFARS 252.219-7003 Small Business Participation Commitment Document (SBPCD) enforceability and bilateral teaming agreements."
- Changed
generate_sources_sought_response7 fields changed- changed
Output schema / properties / contracting_officer_shaping_questions_and_recommendations / descriptionPrevious value: -"Strategic acquisition-shaping recommendations for the Contracting Officer and OSDBU."New value: +"Strategic recommendations for the Contracting Officer and Small Business Specialist (OSDBU) to shape the final RFP in the vendor's favor." - changed
Output schema / properties / naics_psc_and_size_standard_shaping_analysis / descriptionPrevious value: -"13 CFR 121.402 NAICS code and SBA size standard shaping analysis."New value: +"Analysis of the posted NAICS/PSC code under 13 CFR 121.402, recommending either retention or a higher/more accurate SBA size standard." - changed
Output schema / properties / ready_to_submit_sources_sought_response_narrative / descriptionPrevious value: -"Complete, paste-ready Sources Sought / RFI response narrative."New value: +"Complete, paste-ready Sources Sought / RFI Response Narrative (Corporate Overview, Socioeconomic & Vehicle Eligibility, Technical Capability, Past Performance, and Acquisition Strategy Recommendation)." - changed
Output schema / properties / recommended_acquisition_strategy_and_set_aside / descriptionPrevious value: -"Recommended contract vehicle (GSA MAS, 8(a) STARS III, VETS 2, Polaris, Open Market) and FAR Part 19 set-aside determination."New value: +"Recommended acquisition vehicle (GSA MAS, 8(a) STARS III, VETS 2, Polaris, Open Market) and FAR Part 19 set-aside determination." - changed
Output schema / properties / requirement_capability_alignment_matrix / descriptionPrevious value: -"Requirement-by-requirement alignment table mapping agency RFI tasks to prime capabilities and 13 CFR 125.6 compliance."New value: +"Requirement-by-requirement alignment table mapping agency RFI tasks to demonstrated prime capability and 13 CFR 125.6 workshare compliance." - changed
Output schema / properties / rule_of_two_and_far_19_502_justification / descriptionPrevious value: -"Formal FAR 19.502-2 Rule-of-Two and FAR Part 10 market research justification."New value: +"Formal FAR 19.502-2 Rule-of-Two & FAR Part 10 market research justification proving two or more capable small businesses (or sole-source 8(a)/SDVOSB authority) exist at fair market prices." - changed
Output schema / properties / set_aside_shaping_confidence_score / descriptionPrevious value: -"0-100 score indicating the strength of the vendor's Rule-of-Two / set-aside shaping case."New value: +"0-100 score indicating the strength of the vendor's case to persuade the Contracting Officer and OSDBU to set aside the procurement."
- Changed
generate_teaming_strategy12 fields changed- added
Output schema / properties / capability_gaps_and_partner_archetypesAdded value: +{ + "description": "Itemized capability gaps identified in the RFP and the exact partner profiles needed to close them.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / executive_teaming_rationaleAdded value: +{ + "description": "Strategic Shipley capture rationale explaining how this teaming structure maximizes Pwin while maintaining strict SBA/FAR compliance.", + "type": "string" +} - added
Output schema / properties / limitations_on_subcontracting_auditAdded value: +{ + "description": "Automated audit of the workshare split under 13 CFR § 125.6 and FAR 52.219-14 (50% Rule & Ostensible Subcontractor test).", + "type": "object" +} - removed
Output schema / properties / ostensible_subcontractor_riskRemoved value: -{ - "description": "SBA 13 CFR 121.103(h)(3) affiliation risk assessment and mitigation steps.", - "type": "string" -} - removed
Output schema / properties / partner_outreach_emailRemoved value: -{ - "description": "Tailored business development outreach email to recruit teaming partners.", - "type": "string" -} - added
Output schema / properties / partner_outreach_email_templateAdded value: +{ + "description": "Ready-to-send Business Development outreach email to recruit the target Prime or Subcontractor partner.", + "type": "string" +} - removed
Output schema / properties / recommended_partner_archetypesRemoved value: -{ - "description": "Ideal subcontractor or prime partner profiles to close capability gaps.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / recommended_teaming_structureAdded value: +{ + "description": "High-level recommended teaming architecture (e.g., 'SDVOSB Prime (58% Workshare) + 1 Similarly Situated SDVOSB Sub (22%) + 1 Large Business Niche Sub (20%)').", + "type": "string" +} - added
Output schema / properties / solicitation_titleAdded value: +{ + "description": "Inferred solicitation title, agency, and set-aside designation.", + "type": "string" +} - changed
Output schema / properties / teaming_agreement_clauses / descriptionPrevious value: -"Ready-to-paste FAR Subpart 9.6 Teaming Agreement exclusivity and workshare clauses."New value: +"Ready-to-paste FAR Subpart 9.6 Teaming Agreement clauses (Exhibit A Workshare, Exclusivity, Pass-Through Subcontract Conversion)." - changed
Output schema / properties / teaming_agreement_clauses / items / typePrevious value: -"string"New value: +"object" - removed
Output schema / properties / workshare_allocationRemoved value: -{ - "description": "Compliant Prime vs. Subcontractor percentage split under 13 CFR 125.6.", - "type": "object" -}
- Changed
get_live_solicitations12 fields changed- added
Input schema / properties / closing_afterAdded value: +{ + "description": "Return only solicitations closing on or after this ISO 8601 date (YYYY-MM-DD).", + "maxLength": 100000, + "minLength": 1, + "pattern": "^\\d{4}-\\d{2}-\\d{2}$", + "type": "string" +} - added
Input schema / properties / keyword / maxLengthAdded value: +100000 - added
Input schema / properties / keyword / minLengthAdded value: +1 - changed
Input schema / properties / limit / defaultPrevious value: -10New value: +25 - changed
Input schema / properties / limit / maximumPrevious value: -50New value: +100 - changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', or 'municipal' for DemandStar)."New value: +"Filter by portal jurisdiction: 'federal', 'texas', 'virginia', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', or 'municipal'." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "minnesota", - "tennessee", - "indiana", - "missouri", - "wisconsin", - "south_carolina", - "oregon", - "connecticut", - "utah", - "municipal" -]New value: +[ + "federal", + "texas", + "virginia", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "indiana", + "missouri", + "wisconsin", + "south_carolina", + "oregon", + "connecticut", + "utah", + "municipal" +] - removed
Output schema / properties / countRemoved value: -{ - "description": "Number of open solicitations returned.", - "type": "integer" -} - added
Output schema / properties / filters_appliedAdded value: +{ + "description": "Echoed query filter parameters.", + "type": "object" +} - added
Output schema / properties / portals_monitoredAdded value: +{ + "description": "Number of Federal, State SLED, and Municipal procurement portals indexed.", + "type": "integer" +} - changed
Output schema / properties / solicitations / descriptionPrevious value: -"Active RFP records including id, title, agency, closing_date, jurisdiction, and official portal URL."New value: +"List of verified open IT, cloud, software, and cybersecurity solicitations." - added
Output schema / properties / total_countAdded value: +{ + "description": "Total number of matching open solicitations returned.", + "type": "integer" +}
- Changed
match_capability_statement15 fields changed- changed
Input schema / properties / target_pursuit_role / descriptionPrevious value: -"Intended pursuit role: 'prime_contractor' enforces strict set-aside and past-performance minimums, 'subcontractor' scores niche workshare fit, and 'either_prime_or_sub' (default) recommends the highest-Pwin path."New value: +"Preferred pursuit posture to evaluate: 'prime_contractor', 'subcontractor_or_jv', or 'either_prime_or_sub'." - changed
Input schema / properties / target_pursuit_role / enumPrevious value: -[ - "prime_contractor", - "subcontractor", - "either_prime_or_sub" -]New value: +[ + "prime_contractor", + "subcontractor_or_jv", + "either_prime_or_sub" +] - changed
Output schema / properties / bid_recommendation / descriptionPrevious value: -"Gate-1 recommendation (BID_AS_PRIME, BID_AS_SUB, TEAMING_REQUIRED, NO_BID)."New value: +"Executive gate decision: STRONG_BID, CONDITIONAL_BID_TEAMING_REQUIRED, HIGH_RISK_STRETCH_BID, or NO_BID." - removed
Output schema / properties / capability_gapsRemoved value: -{ - "description": "Unmet RFP requirements or compliance blockers.", - "items": { - "type": "string" - }, - "type": "array" -} - added
Output schema / properties / hard_disqualifiers_detectedAdded value: +{ + "description": "Mandatory knockout blockers detected (e.g., missing Top Secret FCL, ineligible socioeconomic status, missing required contract vehicle).", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / key_discriminatorsAdded value: +{ + "description": "High-impact competitive strengths from the vendor profile to highlight as Shipley win themes.", + "items": { + "type": "string" + }, + "type": "array" +} - changed
Output schema / properties / pwin_score / descriptionPrevious value: -"Calculated Probability of Win (Pwin) score from 0 to 100."New value: +"Estimated Probability of Win (Pwin) score from 0 (disqualified / no fit) to 100 (ideal prime fit)." - added
Output schema / properties / recommended_pursuit_roleAdded value: +{ + "description": "Optimal pursuit structure (e.g., 'Prime Contractor', 'Prime with Teaming Subcontractor for Top Secret FCL', 'Subcontractor to Large Prime').", + "type": "string" +} - added
Output schema / properties / requirement_gap_analysisAdded value: +{ + "description": "Requirement-by-requirement alignment matrix with matched vendor evidence and gap remediation actions.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / score_breakdownAdded value: +{ + "description": "Granular 0-100 scoring across technical fit, past performance, clearances/certifications, and set-aside/vehicle eligibility.", + "type": "object" +} - added
Output schema / properties / solicitation_titleAdded value: +{ + "description": "Identified or inferred title and agency of the solicitation.", + "type": "string" +} - removed
Output schema / properties / strengths_and_discriminatorsRemoved value: -{ - "description": "Matched vendor capabilities and competitive discriminators.", - "items": { - "type": "string" - }, - "type": "array" -} - removed
Output schema / properties / tailored_executive_pitchRemoved value: -{ - "description": "Ready-to-use executive summary pitch aligned to the buyer agency.", - "type": "string" -} - added
Output schema / properties / tailored_executive_summary_pitchAdded value: +{ + "description": "Ready-to-paste, persuasive Shipley Executive Summary / Sources Sought pitch paragraph tailored to the buyer agency using the vendor's exact past performance.", + "type": "string" +} - added
Output schema / properties / teaming_and_subcontracting_strategyAdded value: +{ + "description": "Concrete recommendation on how to structure the capture team, JV, or subcontractor roster to maximize Pwin.", + "type": "string" +}
- Changed
match_key_personnel11 fields changed- removed
Output schema / properties / compliance_verdictRemoved value: -{ - "description": "Eligibility status (FULLY_QUALIFIED, QUALIFIED_VIA_SUBSTITUTION, NON_COMPLIANT_GAP).", - "type": "string" -} - added
Output schema / properties / lcat_compliance_auditAdded value: +{ + "description": "Granular verification of years of experience, degree equivalency, security clearance, and DoD 8570/8140 certifications.", + "type": "object" +} - removed
Output schema / properties / letter_of_commitment_locRemoved value: -{ - "description": "Ready-to-sign Key Personnel Letter of Commitment (LOC) template.", - "type": "string" -} - added
Output schema / properties / overall_qualification_scoreAdded value: +{ + "description": "Quantitative Key Personnel & LCAT qualification score (0-100).", + "type": "integer" +} - removed
Output schema / properties / qualification_scoreRemoved value: -{ - "description": "Candidate LCAT/Key Personnel compliance score from 0 to 100.", - "type": "integer" -} - added
Output schema / properties / qualification_verdictAdded value: +{ + "description": "Audit verdict: 'FULLY_QUALIFIED_COMPLIANT', 'QUALIFIED_VIA_SUBSTITUTION', 'WAIVER_OR_CERT_PENDING', or 'DISQUALIFIED_HARD_KNOCKOUT'.", + "type": "string" +} - removed
Output schema / properties / requirement_audit_matrixRemoved value: -{ - "description": "Line-by-line audit of education, years of experience, clearance, and certification mandates.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / requirement_by_requirement_matrixAdded value: +{ + "description": "Line-by-line compliance checklist mapping each RFP Key Personnel mandate to candidate resume evidence.", + "items": { + "type": "object" + }, + "type": "array" +} - removed
Output schema / properties / tailored_shipley_resume_markdownRemoved value: -{ - "description": "Rewritten Shipley Key Personnel biographical sketch and compliance-mapped experience bullets.", - "type": "string" -} - added
Output schema / properties / tailored_shipley_resume_profileAdded value: +{ + "description": "Proposal-ready Shipley Key Personnel bio, rewritten past-performance bullets, and ready-to-sign Letter of Commitment (LOC).", + "type": "object" +} - added
Output schema / properties / target_lcat_titleAdded value: +{ + "description": "Normalized Labor Category (LCAT) and Key Personnel role title extracted from the solicitation.", + "type": "string" +}
- Changed
parse_b2b_contract19 fields changed- removed
Input schema / properties / document_type_hint / defaultRemoved value: -"AUTO" - changed
Input schema / properties / document_type_hint / descriptionPrevious value: -"Optional document classification hint ('RFP', 'MSA', 'SOW', 'NDA', 'SUBCONTRACT', or 'AUTO') used to prioritize federal solicitation fields vs. commercial agreement terms."New value: +"Optional document type hint (e.g., 'RFP', 'MSA', 'SOW')." - removed
Input schema / properties / document_type_hint / enumRemoved value: -[ - "RFP", - "MSA", - "SOW", - "NDA", - "SUBCONTRACT", - "AUTO" -] - added
Input schema / properties / document_type_hint / maxLengthAdded value: +100000 - added
Input schema / properties / document_type_hint / minLengthAdded value: +1 - added
Output schema / properties / buyer_entityAdded value: +{ + "description": "The organization, government authority, or enterprise issuing the RFP, tender, or legal contract.", + "type": "string" +} - removed
Output schema / properties / deliverablesRemoved value: -{ - "description": "Core technical and operational deliverables.", - "items": { - "type": "string" - }, - "type": "array" -} - removed
Output schema / properties / document_typeRemoved value: -{ - "description": "Detected contract or solicitation type.", - "type": "string" -} - removed
Output schema / properties / effective_dateRemoved value: -{ - "description": "ISO-8601 effective or posting date if present.", - "type": [ - "string", - "null" - ] -} - removed
Output schema / properties / governing_lawRemoved value: -{ - "description": "Governing jurisdiction or acquisition regulation (e.g., FAR/DFARS, Delaware).", - "type": [ - "string", - "null" - ] -} - added
Output schema / properties / is_awardedAdded value: +{ + "description": "A boolean indicating if this document is a past award (True) or an active, open bid/solicitation (False).", + "type": "boolean" +} - added
Output schema / properties / key_deliverablesAdded value: +{ + "description": "A list of the main project deliverables, milestones, goods, or work products required.", + "items": { + "type": "string" + }, + "type": "array" +} - removed
Output schema / properties / partiesRemoved value: -{ - "description": "Identified contracting parties or issuing agency.", - "items": { - "type": "string" - }, - "type": "array" -} - removed
Output schema / properties / payment_termsRemoved value: -{ - "description": "Payment schedule, Net terms, or contract pricing type (FFP, T&M, CPFF).", - "type": [ - "string", - "null" - ] -} - added
Output schema / properties / submission_deadlineAdded value: +{ + "description": "The exact deadline for submission in ISO 8601 format (e.g., 'YYYY-MM-DD' or 'YYYY-MM-DDTHH:MM:SSZ'). Must be None if missing.", + "type": [ + "string", + "null" + ] +} - removed
Output schema / properties / termination_or_due_dateRemoved value: -{ - "description": "Contract expiration or proposal submission deadline.", - "type": [ - "string", - "null" - ] -} - added
Output schema / properties / total_budget_usdAdded value: +{ + "description": "The stated budget, maximum contract value, or total fee in USD. Must be None if no explicit financial figure is mentioned.", + "type": [ + "number", + "null" + ] +} - removed
Output schema / properties / total_contract_valueRemoved value: -{ - "description": "Extracted total contract ceiling or value.", - "type": [ - "number", - "string", - "null" - ] -} - added
Output schema / properties / vendor_requirementsAdded value: +{ + "description": "A list of strict technical, security, licensing, or compliance qualifications required from the vendor.", + "items": { + "type": "string" + }, + "type": "array" +}
- Changed
scan_far_dfars_clauses13 fields changed- added
Input schema / properties / handles_cui_or_cdiAdded value: +{ + "default": true, + "description": "Whether the contractor will store, process, or transmit Controlled Unclassified Information (CUI) or Covered Defense Information (CDI).", + "type": "boolean" +} - added
Output schema / properties / compliance_burden_levelAdded value: +{ + "description": "Categorical compliance burden level (LOW, MODERATE, HIGH, EXTREME_DEFENSE_GRADE).", + "type": "string" +} - removed
Output schema / properties / compliance_burden_scoreRemoved value: -{ - "description": "Regulatory compliance complexity score from 0 to 100.", - "type": "integer" -} - added
Output schema / properties / contractor_role_evaluatedAdded value: +{ + "description": "The contractor role perspective used for the audit.", + "type": "string" +} - added
Output schema / properties / cyber_compliance_profileAdded value: +{ + "description": "Structured CMMC 2.0, NIST SP 800-171, FedRAMP, and cyber incident reporting requirements.", + "type": "object" +} - removed
Output schema / properties / cybersecurity_posture_summaryRemoved value: -{ - "description": "Required CMMC 2.0, NIST SP 800-171, or FedRAMP authorization posture.", - "type": "string" -} - changed
Output schema / properties / detected_clauses / descriptionPrevious value: -"Parsed FAR/DFARS clauses with mandatory flow-down status, risk level, and remediation guidance."New value: +"Detailed breakdown of every FAR/DFARS/supplement clause found, with severity, flow-down status, and remediation advice." - added
Output schema / properties / ip_and_data_rights_warningsAdded value: +{ + "description": "Specific warnings regarding Government Unlimited Rights, GPR, computer software rights (FAR 52.227 / DFARS 252.227), or patent traps.", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / mandatory_flowdown_countAdded value: +{ + "description": "Number of detected clauses that carry mandatory subcontractor flow-down obligations.", + "type": "integer" +} - added
Output schema / properties / overall_compliance_burden_scoreAdded value: +{ + "description": "Overall regulatory and cybersecurity compliance burden score from 0 (minimal commercial burden) to 100 (extreme defense/CMMC/IP burden).", + "type": "integer" +} - added
Output schema / properties / priority_compliance_actionsAdded value: +{ + "description": "Ordered checklist of immediate pre-proposal actions (e.g., SPRS score verification, CMMC assessment, IP assertion table in Section K/L).", + "items": { + "type": "string" + }, + "type": "array" +} - added
Output schema / properties / solicitation_summaryAdded value: +{ + "description": "Concise executive summary of the regulatory posture, agency context, and contract vehicle.", + "type": "string" +} - added
Output schema / properties / total_clauses_detectedAdded value: +{ + "description": "Total number of FAR, DFARS, and agency supplement clauses identified.", + "type": "integer" +}
- Changed
search_historical_awards13 fields changed- added
Input schema / properties / agency / maxLengthAdded value: +100000 - added
Input schema / properties / agency / minLengthAdded value: +1 - added
Input schema / properties / limitAdded value: +{ + "default": 10, + "description": "Maximum number of award records to return.", + "maximum": 100, + "minimum": 1, + "type": "integer" +} - added
Input schema / properties / max_amount_usdAdded value: +{ + "description": "Maximum award amount in USD.", + "maximum": 1000000000, + "minimum": 0, + "type": "number" +} - added
Input schema / properties / min_amount_usdAdded value: +{ + "description": "Minimum award amount in USD.", + "maximum": 1000000000, + "minimum": 0, + "type": "number" +} - added
Input schema / properties / naics_code / maxLengthAdded value: +100000 - added
Input schema / properties / naics_code / minLengthAdded value: +1 - removed
Input schema / requiredRemoved value: -[ - "keywords" -] - removed
Output schema / properties / awardsRemoved value: -{ - "description": "List of historical contract awards with recipient, agency, ceiling amount, NAICS, and labor/CLIN benchmarks.", - "items": { - "type": "object" - }, - "type": "array" -} - added
Output schema / properties / queryAdded value: +{ + "description": "Echoed query parameter or filter criteria.", + "type": [ + "string", + "null" + ] +} - added
Output schema / properties / resultsAdded value: +{ + "description": "List of standardized award records with line items.", + "items": { + "type": "object" + }, + "type": "array" +} - added
Output schema / properties / total_countAdded value: +{ + "description": "Total number of matching award records found.", + "type": "integer" +} - removed
Output schema / properties / total_matchesRemoved value: -{ - "description": "Number of historical award records matching the query.", - "type": "integer" -}
6 tool updates
- Added
audit_foci_dd254_clearance - Added
generate_capture_black_hat_review - Added
generate_data_rights_assertion_table - Added
generate_post_award_cpar_rebuttal - Added
generate_small_business_participation - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', 'wisconsin', 'south_carolina', 'oregon', 'connecticut', 'utah', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "minnesota", - "tennessee", - "indiana", - "missouri", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "indiana", + "missouri", + "wisconsin", + "south_carolina", + "oregon", + "connecticut", + "utah", + "municipal" +]
3 tool updates
- Added
audit_dcaa_accounting_sf1408 - Added
generate_ota_white_paper - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', 'indiana', 'missouri', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "minnesota", - "tennessee", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "indiana", + "missouri", + "municipal" +]
3 tool updates
- Added
generate_phase_in_transition_plan - Added
generate_quality_assurance_qasp - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', 'minnesota', 'tennessee', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "arizona", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "minnesota", + "tennessee", + "municipal" +]
2 tool updates
- Added
audit_supply_chain_scrm - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', 'arizona', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "colorado", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "arizona", + "municipal" +]
2 tool updates
- Added
audit_section_508_vpat - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', 'colorado', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "michigan", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "colorado", + "municipal" +]
2 tool updates
- Added
generate_sbir_sttr_commercialization - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', 'michigan', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "washington", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "michigan", + "municipal" +]
2 tool updates
- Added
generate_oci_mitigation_plan - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', 'washington', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "new_jersey", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "washington", + "municipal" +]
1 tool update
- Changed
get_live_solicitations1 field changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', 'new_york', 'massachusetts', 'new_jersey', or 'municipal' for DemandStar)."
2 tool updates
- Added
generate_sources_sought_response - Changed
get_live_solicitations1 field changed- changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "new_york", - "massachusetts", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "new_jersey", + "municipal" +]
2 tool updates
- Added
generate_gsa_mas_offer - Changed
get_live_solicitations1 field changed- changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "north_carolina", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "new_york", + "massachusetts", + "municipal" +]
2 tool updates
- Added
analyze_debriefing_bid_protest - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', 'north_carolina', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "georgia", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "north_carolina", + "municipal" +]
1 tool update
- Added
generate_ato_rmf_package
1 tool update
- Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', 'georgia', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "ohio", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "georgia", + "municipal" +]
2 tool updates
- Added
generate_oral_presentation_prep - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', 'ohio', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "illinois", - "pennsylvania", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "ohio", + "municipal" +]
2 tool updates
- Added
generate_igce_price_to_win - Changed
get_live_solicitations2 fields changed- changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', or 'municipal' for DemandStar)."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', 'illinois', 'pennsylvania', or 'municipal' for DemandStar)." - changed
Input schema / properties / state / enumPrevious value: -[ - "federal", - "virginia", - "texas", - "california", - "florida", - "maryland", - "municipal" -]New value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "illinois", + "pennsylvania", + "municipal" +]
15 tool updates
- Changed
analyze_rfp_amendment_diff9 fields changed- changed
Input schema / properties / amendment_or_qa_text / descriptionPrevious value: -"Raw text from one or more SF-30 Solicitation Amendments, SLED Addenda, or official Government Q&A clarification matrices."New value: +"Subsequent SF-30 Amendment text, state/local SLED Addendum text, or official Contracting Officer Q&A clarification matrix to diff against the base solicitation." - added
Input schema / properties / amendment_or_qa_text / maxLengthAdded value: +100000 - added
Input schema / properties / amendment_or_qa_text / minLengthAdded value: +40 - changed
Input schema / properties / base_solicitation_text / descriptionPrevious value: -"Raw text from the base RFP, Statement of Work (Section C), Instructions (Section L), Pricing Schedule (Section B), or Evaluation Criteria (Section M)."New value: +"Original base RFP text from Section B (CLINs), Section C/PWS (Statement of Work), Section L (Instructions/Deadlines/Page Limits), or Section M (Evaluation Criteria)." - added
Input schema / properties / base_solicitation_text / maxLengthAdded value: +100000 - added
Input schema / properties / base_solicitation_text / minLengthAdded value: +40 - changed
Input schema / properties / current_proposal_outline / descriptionPrevious value: -"Optional summary of the bidder's existing proposal outline, page budget, or technical baseline to audit for invalidated sections."New value: +"Optional summary of the bidder's in-progress proposal outline, volume page allocations, or technical baseline used to pinpoint exact sections that must be rewritten." - added
Input schema / properties / current_proposal_outline / maxLengthAdded value: +50000 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "invalidated_proposal_sections": { + "description": "Affected proposal sections with severity and ready-to-paste Shipley redraft language.", + "items": { + "type": "object" + }, + "type": "array" + }, + "material_requirement_changes": { + "description": "Added, modified, or deleted shall/must requirements and de-facto Q&A mandates.", + "items": { + "type": "object" + }, + "type": "array" + }, + "schedule_and_page_limit_changes": { + "description": "Detected due-date extensions, page-limit updates, and administrative modifications.", + "type": "object" + } + }, + "type": "object" +}
- Changed
answer_security_questionnaire8 fields changed- changed
Input schema / properties / questionnaire_text / descriptionPrevious value: -"Raw security questionnaire items from an enterprise SIG/CAIQ/HECVAT spreadsheet or Federal RFP / SSP checklist."New value: +"Numbered or bulleted security questionnaire items from an enterprise SIG/CAIQ/HECVAT sheet, customer infosec assessment, or Federal RFP / NIST 800-171 SSP checklist." - added
Input schema / properties / questionnaire_text / maxLengthAdded value: +100000 - added
Input schema / properties / questionnaire_text / minLengthAdded value: +20 - changed
Input schema / properties / security_posture_summary / descriptionPrevious value: -"Summary of the vendor's cloud stack, certifications (SOC 2, ISO 27001, FedRAMP, CMMC), encryption, IAM/MFA, and logging controls."New value: +"Required summary of the vendor's actual security stack, cloud hosting (e.g., AWS GovCloud), active certifications (SOC 2 Type II, ISO 27001, FedRAMP), encryption (FIPS 140-3, AES-256), MFA/IAM, and SIEM logging." - added
Input schema / properties / security_posture_summary / maxLengthAdded value: +100000 - added
Input schema / properties / security_posture_summary / minLengthAdded value: +20 - added
Input schema / properties / target_framework / descriptionAdded value: +"Compliance control mapping mode: 'auto_detect' (default, infers framework from questionnaire text), 'soc2_iso27001' (AICPA TSC & ISO 27001 Annex A), 'nist_800_171_cmmc' (110 CMMC 2.0 Level 2 controls + DoD SPRS score calculation), 'fedramp_800_53' (NIST SP 800-53 Rev 5), or 'caiq_sig_hecvat'." - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "detected_framework": { + "description": "Primary compliance standard applied to the responses.", + "type": "string" + }, + "estimated_dod_sprs_score": { + "description": "Calculated DoD SPRS score (-203 to 110) when NIST 800-171 / CMMC applies.", + "type": [ + "integer", + "null" + ] + }, + "poam_remediation_items": { + "description": "Plan of Action and Milestones (POA&M) entries for partially met or unmet controls.", + "items": { + "type": "object" + }, + "type": "array" + }, + "question_responses": { + "description": "Audit-ready answers with compliance status, control citations, and verification evidence.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
audit_contract_risks5 fields changed- changed
Input schema / properties / party_perspective / descriptionPrevious value: -"Negotiating perspective for redline generation ('vendor', 'buyer', or 'neutral')."New value: +"Negotiating party perspective ('vendor' protects service provider liability/IP, 'buyer' strengthens customer remedies/SLAs, 'neutral' balances mutual terms)." - changed
Input schema / properties / raw_text / descriptionPrevious value: -"Full or partial contract text to audit for legal and commercial risks."New value: +"Full or partial legal contract text (MSA, NDA, subcontract, or SaaS agreement) to audit for commercial, IP, indemnification, and termination risks (50 to 100,000 characters)." - added
Input schema / properties / raw_text / maxLengthAdded value: +100000 - added
Input schema / properties / raw_text / minLengthAdded value: +50 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "flagged_clauses": { + "description": "Detected risky clauses with verbatim quote, risk rationale, and recommended redline replacement.", + "items": { + "type": "object" + }, + "type": "array" + }, + "overall_risk_score": { + "description": "Composite contract risk score from 0 (low risk) to 100 (critical risk).", + "type": "integer" + }, + "risk_level": { + "description": "Qualitative risk tier (LOW, MODERATE, HIGH, CRITICAL).", + "type": "string" + } + }, + "type": "object" +}
- Changed
classify_naics_psc_nigp8 fields changed- added
Input schema / properties / context_type / descriptionAdded value: +"Input context mode: 'company_or_vendor_profile' (default, optimizes for SAM.gov vendor registration & FinTech KYB SIC/NAICS), 'rfp_or_sow_scope' (optimizes for solicitation set-aside NAICS & Federal PSC), or 'product_or_service_catalog' (emphasizes NIGP/UNSPSC commodity codes)." - changed
Input schema / properties / description_text / descriptionPrevious value: -"Company profile, product description, or Statement of Work text."New value: +"Unstructured text describing a company's offerings, a B2B product catalog, or a government RFP/SOW technical scope (20 to 50,000 characters)." - added
Input schema / properties / description_text / maxLengthAdded value: +50000 - added
Input schema / properties / description_text / minLengthAdded value: +20 - added
Input schema / properties / max_secondary_codes / descriptionAdded value: +"Maximum number of secondary/alternative NAICS, PSC, and NIGP codes to return in addition to the top-ranked primary code (integer 1 to 5; defaults to 3)." - added
Input schema / properties / max_secondary_codes / maximumAdded value: +5 - added
Input schema / properties / max_secondary_codes / minimumAdded value: +1 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "federal_psc_codes": { + "description": "Matched 4-character Federal Product Service Codes (PSC).", + "items": { + "type": "object" + }, + "type": "array" + }, + "primary_naics": { + "description": "Top-ranked 6-digit NAICS code, title, confidence score, and official SBA Small Business Size Standard.", + "type": "object" + }, + "secondary_naics_codes": { + "description": "Up to max_secondary_codes alternative 6-digit NAICS classifications.", + "items": { + "type": "object" + }, + "type": "array" + }, + "sic_codes": { + "description": "Matched 4-digit Standard Industrial Classification (SIC) codes.", + "items": { + "type": "object" + }, + "type": "array" + }, + "state_unspsc_and_nigp_codes": { + "description": "Matched State SLED NIGP and 8-digit UNSPSC commodity codes.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
extract_pricing_schedule6 fields changed- added
Input schema / properties / audit_math_and_anomalies / descriptionAdded value: +"When true (default), cross-checks each line item (`quantity * unit_price == total_price`) and subtotal summation, returning any arithmetic mismatches in `math_discrepancies`." - changed
Input schema / properties / document_text / descriptionPrevious value: -"Raw text or table content from a vendor quote, invoice, or Federal Section B CLIN schedule."New value: +"Raw text or copied table content from a Federal Section B CLIN schedule, T&M labor rate card, B2B vendor quote, BOM, or invoice (20 to 100,000 characters)." - added
Input schema / properties / document_text / maxLengthAdded value: +100000 - added
Input schema / properties / document_text / minLengthAdded value: +20 - added
Input schema / properties / expected_document_type / descriptionAdded value: +"Document schema hint: 'auto_detect' (default), 'federal_section_b_clin_schedule' (parses Base/Option Year CLINs & contract types like FFP/T&M), 'gsa_or_tm_labor_rate_card' (LCAT hourly rates), 'b2b_vendor_quote_or_bom', or 'commercial_invoice'." - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "calculated_grand_total": { + "description": "Verified sum of all extracted line items.", + "type": "number" + }, + "detected_document_type": { + "description": "Classified pricing document type.", + "type": "string" + }, + "dominant_pricing_model": { + "description": "Primary contract pricing structure (e.g., FIRM_FIXED_PRICE_FFP, TIME_AND_MATERIALS_TM).", + "type": "string" + }, + "line_items": { + "description": "Normalized CLIN/line items with quantity, unit, unit_price, extended_price, and period.", + "items": { + "type": "object" + }, + "type": "array" + }, + "math_discrepancies": { + "description": "Flagged arithmetic errors or rate anomalies when audit_math_and_anomalies is enabled.", + "items": { + "type": "string" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
generate_compliance_matrix5 fields changed- added
Input schema / properties / proposal_methodology / descriptionAdded value: +"Proposal structuring methodology: 'shipley' (default evaluator-first Volume I-IV outline with win themes), 'federal_standard' (strict FAR Part 15 Section L/M mapping), or 'commercial_agile' (B2B solution deliverable sprints)." - changed
Input schema / properties / raw_text / descriptionPrevious value: -"Raw RFP Section C (SOW), Section L (Instructions), and/or Section M (Evaluation Criteria) text."New value: +"Raw RFP Section C (Statement of Work / PWS), Section L (Instructions to Offerors), and/or Section M (Evaluation Factors) text (50 to 100,000 characters)." - added
Input schema / properties / raw_text / maxLengthAdded value: +100000 - added
Input schema / properties / raw_text / minLengthAdded value: +50 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "proposal_outline": { + "description": "Hierarchical proposal sections with mapped requirement IDs, win theme strategy, and page allocation.", + "items": { + "type": "object" + }, + "type": "array" + }, + "requirements_matrix": { + "description": "Extracted mandatory shall/must requirements with priority, volume assignment, and verification evidence needed.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
generate_cpars_past_performance9 fields changed- changed
Input schema / properties / bidder_role_and_context / descriptionPrevious value: -"Optional bidder context such as Prime vs. Subcontractor citation mix, Joint Venture / Mentor-Protege structure, or page-limit constraints."New value: +"Optional pursuit context specifying Prime vs. Subcontractor citation mix, Joint Venture / SBA Mentor-Protege structure (13 CFR 125.8), or Volume III page-limit constraints." - added
Input schema / properties / bidder_role_and_context / maxLengthAdded value: +20000 - changed
Input schema / properties / project_history_text / descriptionPrevious value: -"Unstructured project histories, prior contract summaries, CPARS evaluation excerpts, or internal delivery notes to transform into Shipley Past Performance citations."New value: +"Unstructured prior contract summaries, internal project delivery notes, or official CPARS evaluation excerpts (contract numbers, agencies, dollar values, FTEs, KPIs, and technical accomplishments)." - added
Input schema / properties / project_history_text / maxLengthAdded value: +100000 - added
Input schema / properties / project_history_text / minLengthAdded value: +40 - changed
Input schema / properties / rfp_section_l_m_requirements / descriptionPrevious value: -"Raw text from the target RFP Section L (Volume III Past Performance instructions, recency/dollar/scope thresholds), Section M (evaluation criteria), and Section C/PWS technical scope."New value: +"Target RFP Section L (Volume III Past Performance instructions, recency window, minimum annual/total dollar value, max citations), Section M (relevance evaluation criteria), and Section C/PWS core task areas." - added
Input schema / properties / rfp_section_l_m_requirements / maxLengthAdded value: +100000 - added
Input schema / properties / rfp_section_l_m_requirements / minLengthAdded value: +40 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "gap_mitigation_strategies": { + "description": "Shipley narrative mitigations for any recency, dollar-magnitude, or prime-role gaps.", + "items": { + "type": "string" + }, + "type": "array" + }, + "overall_confidence_assessment": { + "description": "Predicted DoD Source Selection Performance Confidence rating (e.g., Substantial Confidence).", + "type": "string" + }, + "tailored_citations": { + "description": "Shipley Volume III citations with Relevance rating, Scope/Magnitude/Complexity mapping, FAR 42.1503 5-factor CPARS narrative, and CCAR blocks.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
generate_rfp_response9 fields changed- changed
Input schema / properties / company_context_and_capabilities / descriptionPrevious value: -"Bidder's technical capabilities, past performance metrics, and differentiators."New value: +"Bidder's technical architecture, past performance metrics, SLAs, certifications, and competitive discriminators to weave into the narrative." - added
Input schema / properties / company_context_and_capabilities / maxLengthAdded value: +80000 - added
Input schema / properties / company_context_and_capabilities / minLengthAdded value: +30 - changed
Input schema / properties / rfp_section_text / descriptionPrevious value: -"RFP Section C/L/M requirements to respond to."New value: +"Verbatim RFP Section C/PWS technical requirements, Section L instructions, or Section M evaluation criteria that the drafted proposal section must satisfy." - added
Input schema / properties / rfp_section_text / maxLengthAdded value: +80000 - added
Input schema / properties / rfp_section_text / minLengthAdded value: +30 - added
Input schema / properties / target_section_type / descriptionAdded value: +"Target proposal section structure: 'technical_approach' (default, solution architecture & requirement execution), 'executive_summary' (vision & discriminators), 'management_and_staffing_plan' (governance, transition & QA), or 'past_performance_narrative' (prose summary)." - added
Input schema / properties / tone_and_methodology / descriptionAdded value: +"Editorial voice and methodology instruction applied to the prose draft (defaults to 'Shipley Proposal Methodology (Active Voice, Evaluator-First, Feature-Benefit-Proof)')." - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "drafted_narrative_markdown": { + "description": "Full Shipley-formatted proposal section prose in Markdown.", + "type": "string" + }, + "section_title": { + "description": "Compliance-mapped heading for the drafted proposal section.", + "type": "string" + }, + "strategic_clarification_questions": { + "description": "Strategic vendor Q&A questions to submit to the Contracting Officer to expose ambiguous or competitor-wired specs.", + "items": { + "type": "object" + }, + "type": "array" + }, + "win_themes_and_discriminators": { + "description": "Key win themes and ghosting points embedded in the draft.", + "items": { + "type": "string" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
generate_teaming_strategy9 fields changed- changed
Input schema / properties / bidder_capabilities / descriptionPrevious value: -"Bidder's socioeconomic status, clearances, past performance, and technical capabilities."New value: +"Bidder's socioeconomic status, self-performed technical domains, clearance level, and past performance strengths." - added
Input schema / properties / bidder_capabilities / maxLengthAdded value: +100000 - added
Input schema / properties / bidder_capabilities / minLengthAdded value: +30 - added
Input schema / properties / bidder_role / descriptionAdded value: +"Bidder's teaming posture: 'prime_seeking_subs' (default, allocates >=50% to Prime and defines sub gap archetypes), 'sub_seeking_prime' (positions bidder for 20-49% specialty workshare), or 'joint_venture_mentor_protege' (13 CFR 125.8 JV compliance)." - changed
Input schema / properties / rfp_text / descriptionPrevious value: -"Raw text from the RFP, Statement of Work (SOW), or Section L/M evaluation criteria."New value: +"Raw RFP scope, PWS task areas, contract ceiling, security clearance requirements, and FAR 52.219-14 / set-aside instructions." - added
Input schema / properties / rfp_text / maxLengthAdded value: +100000 - added
Input schema / properties / rfp_text / minLengthAdded value: +40 - added
Input schema / properties / set_aside_type / descriptionAdded value: +"Solicitation set-aside designation ('sdvosb' [default], '8a', 'wosb_edwosb', 'hubzone', 'small_business', or 'full_and_open') used to enforce 13 CFR 125.6 similarly situated entity and 50% self-performance rules." - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "ostensible_subcontractor_risk": { + "description": "SBA 13 CFR 121.103(h)(3) affiliation risk assessment and mitigation steps.", + "type": "string" + }, + "partner_outreach_email": { + "description": "Tailored business development outreach email to recruit teaming partners.", + "type": "string" + }, + "recommended_partner_archetypes": { + "description": "Ideal subcontractor or prime partner profiles to close capability gaps.", + "items": { + "type": "object" + }, + "type": "array" + }, + "teaming_agreement_clauses": { + "description": "Ready-to-paste FAR Subpart 9.6 Teaming Agreement exclusivity and workshare clauses.", + "items": { + "type": "string" + }, + "type": "array" + }, + "workshare_allocation": { + "description": "Compliant Prime vs. Subcontractor percentage split under 13 CFR 125.6.", + "type": "object" + } + }, + "type": "object" +}
- Changed
get_live_solicitations9 fields changed- changed
Input schema / properties / category / descriptionPrevious value: -"Optional IT vertical filter ('cybersecurity', 'cloud-infrastructure', 'software-development', 'network-telecom')."New value: +"Optional technology vertical filter ('cybersecurity', 'cloud-infrastructure', 'software-development', or 'network-telecom')." - added
Input schema / properties / category / enumAdded value: +[ + "cybersecurity", + "cloud-infrastructure", + "software-development", + "network-telecom" +] - changed
Input schema / properties / keyword / descriptionPrevious value: -"Optional search keyword in solicitation title or agency."New value: +"Optional case-insensitive substring keyword matched against solicitation title and issuing buyer agency." - changed
Input schema / properties / limit / descriptionPrevious value: -"Max number of open solicitations to return (1-50)."New value: +"Maximum number of open solicitations to return per request (integer between 1 and 50; defaults to 10)." - added
Input schema / properties / limit / maximumAdded value: +50 - added
Input schema / properties / limit / minimumAdded value: +1 - changed
Input schema / properties / state / descriptionPrevious value: -"Optional jurisdiction filter ('federal', 'virginia', 'texas', 'california', 'florida', 'maryland', 'municipal')."New value: +"Optional jurisdiction portal filter ('federal' for SAM.gov, 'virginia', 'texas', 'california', 'florida', 'maryland', or 'municipal' for DemandStar)." - added
Input schema / properties / state / enumAdded value: +[ + "federal", + "virginia", + "texas", + "california", + "florida", + "maryland", + "municipal" +] - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "count": { + "description": "Number of open solicitations returned.", + "type": "integer" + }, + "solicitations": { + "description": "Active RFP records including id, title, agency, closing_date, jurisdiction, and official portal URL.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
match_capability_statement8 fields changed- changed
Input schema / properties / company_capability_statement / descriptionPrevious value: -"Vendor capability statement, socioeconomic certs, clearances, and past performance."New value: +"Vendor capability statement including core competencies, socioeconomic certifications (8(a), SDVOSB, WOSB, HUBZone), facility clearances, and past performance summary." - added
Input schema / properties / company_capability_statement / maxLengthAdded value: +100000 - added
Input schema / properties / company_capability_statement / minLengthAdded value: +40 - changed
Input schema / properties / rfp_text / descriptionPrevious value: -"Solicitation scope, mandatory qualifications, set-aside, and evaluation criteria."New value: +"Target solicitation scope, mandatory technical qualifications, NAICS/set-aside designation, clearance requirements, and Section M evaluation criteria." - added
Input schema / properties / rfp_text / maxLengthAdded value: +100000 - added
Input schema / properties / rfp_text / minLengthAdded value: +40 - added
Input schema / properties / target_pursuit_role / descriptionAdded value: +"Intended pursuit role: 'prime_contractor' enforces strict set-aside and past-performance minimums, 'subcontractor' scores niche workshare fit, and 'either_prime_or_sub' (default) recommends the highest-Pwin path." - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "bid_recommendation": { + "description": "Gate-1 recommendation (BID_AS_PRIME, BID_AS_SUB, TEAMING_REQUIRED, NO_BID).", + "type": "string" + }, + "capability_gaps": { + "description": "Unmet RFP requirements or compliance blockers.", + "items": { + "type": "string" + }, + "type": "array" + }, + "pwin_score": { + "description": "Calculated Probability of Win (Pwin) score from 0 to 100.", + "type": "integer" + }, + "strengths_and_discriminators": { + "description": "Matched vendor capabilities and competitive discriminators.", + "items": { + "type": "string" + }, + "type": "array" + }, + "tailored_executive_pitch": { + "description": "Ready-to-use executive summary pitch aligned to the buyer agency.", + "type": "string" + } + }, + "type": "object" +}
- Changed
match_key_personnel8 fields changed- added
Input schema / properties / allow_education_experience_substitution / descriptionAdded value: +"When true (default), applies standard federal GSA/OPM degree-for-experience substitution rules (e.g., Bachelor's + 4 additional years of specialized experience satisfies a Master's requirement) unless the RFP text explicitly prohibits substitutions." - changed
Input schema / properties / candidate_resume_text / descriptionPrevious value: -"Candidate's raw resume, CV, security clearance level, certifications, education, and work history."New value: +"Candidate's unstructured resume or CV including education degrees, active security clearances, professional certifications (CISSP, PMP, AWS, etc.), and chronological work history." - added
Input schema / properties / candidate_resume_text / maxLengthAdded value: +100000 - added
Input schema / properties / candidate_resume_text / minLengthAdded value: +40 - changed
Input schema / properties / lcat_or_rfp_requirements / descriptionPrevious value: -"Raw RFP Section L/M Key Personnel requirements, GSA LCAT minimums, clearance mandates, and DoD 8570/8140 certification criteria."New value: +"Raw RFP Section L/M Key Personnel instructions, GSA MAS / GWAC Labor Category (LCAT) minimum qualifications, required security clearance, and mandatory DoD 8570/8140 certifications." - added
Input schema / properties / lcat_or_rfp_requirements / maxLengthAdded value: +80000 - added
Input schema / properties / lcat_or_rfp_requirements / minLengthAdded value: +30 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "compliance_verdict": { + "description": "Eligibility status (FULLY_QUALIFIED, QUALIFIED_VIA_SUBSTITUTION, NON_COMPLIANT_GAP).", + "type": "string" + }, + "letter_of_commitment_loc": { + "description": "Ready-to-sign Key Personnel Letter of Commitment (LOC) template.", + "type": "string" + }, + "qualification_score": { + "description": "Candidate LCAT/Key Personnel compliance score from 0 to 100.", + "type": "integer" + }, + "requirement_audit_matrix": { + "description": "Line-by-line audit of education, years of experience, clearance, and certification mandates.", + "items": { + "type": "object" + }, + "type": "array" + }, + "tailored_shipley_resume_markdown": { + "description": "Rewritten Shipley Key Personnel biographical sketch and compliance-mapped experience bullets.", + "type": "string" + } + }, + "type": "object" +}
- Changed
parse_b2b_contract7 fields changed- added
Input schema / properties / document_type_hint / defaultAdded value: +"AUTO" - changed
Input schema / properties / document_type_hint / descriptionPrevious value: -"Optional document type hint (e.g., 'RFP', 'MSA', 'SOW')."New value: +"Optional document classification hint ('RFP', 'MSA', 'SOW', 'NDA', 'SUBCONTRACT', or 'AUTO') used to prioritize federal solicitation fields vs. commercial agreement terms." - added
Input schema / properties / document_type_hint / enumAdded value: +[ + "RFP", + "MSA", + "SOW", + "NDA", + "SUBCONTRACT", + "AUTO" +] - changed
Input schema / properties / raw_text / descriptionPrevious value: -"Raw unstructured text from a contract, Statement of Work (SOW), or RFP (min 50 chars)."New value: +"Raw unstructured text from a B2B contract, Master Services Agreement (MSA), Statement of Work (SOW), or Request for Proposal (RFP) between 50 and 100,000 characters." - added
Input schema / properties / raw_text / maxLengthAdded value: +100000 - added
Input schema / properties / raw_text / minLengthAdded value: +50 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "deliverables": { + "description": "Core technical and operational deliverables.", + "items": { + "type": "string" + }, + "type": "array" + }, + "document_type": { + "description": "Detected contract or solicitation type.", + "type": "string" + }, + "effective_date": { + "description": "ISO-8601 effective or posting date if present.", + "type": [ + "string", + "null" + ] + }, + "governing_law": { + "description": "Governing jurisdiction or acquisition regulation (e.g., FAR/DFARS, Delaware).", + "type": [ + "string", + "null" + ] + }, + "parties": { + "description": "Identified contracting parties or issuing agency.", + "items": { + "type": "string" + }, + "type": "array" + }, + "payment_terms": { + "description": "Payment schedule, Net terms, or contract pricing type (FFP, T&M, CPFF).", + "type": [ + "string", + "null" + ] + }, + "termination_or_due_date": { + "description": "Contract expiration or proposal submission deadline.", + "type": [ + "string", + "null" + ] + }, + "total_contract_value": { + "description": "Extracted total contract ceiling or value.", + "type": [ + "number", + "string", + "null" + ] + } + }, + "type": "object" +}
- Changed
scan_far_dfars_clauses5 fields changed- added
Input schema / properties / contractor_role / descriptionAdded value: +"Bidder's contracting tier: 'prime_contractor' (evaluates full agency compliance and outbound flow-down duties), 'subcontractor' (flags over-broad prime flow-downs), or 'commercial_item_vendor' (filters against FAR 52.212-5 commercial item exemptions)." - changed
Input schema / properties / raw_text / descriptionPrevious value: -"Solicitation Section I or subcontract flow-down text containing FAR/DFARS citations."New value: +"Solicitation Section I, contract clause list, or subcontract agreement text containing FAR (`52.2xx`) or DFARS (`252.2xx`) citations (30 to 100,000 characters)." - added
Input schema / properties / raw_text / maxLengthAdded value: +100000 - added
Input schema / properties / raw_text / minLengthAdded value: +30 - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "compliance_burden_score": { + "description": "Regulatory compliance complexity score from 0 to 100.", + "type": "integer" + }, + "cybersecurity_posture_summary": { + "description": "Required CMMC 2.0, NIST SP 800-171, or FedRAMP authorization posture.", + "type": "string" + }, + "detected_clauses": { + "description": "Parsed FAR/DFARS clauses with mandatory flow-down status, risk level, and remediation guidance.", + "items": { + "type": "object" + }, + "type": "array" + } + }, + "type": "object" +}
- Changed
search_historical_awards7 fields changed- changed
Input schema / properties / agency / descriptionPrevious value: -"Optional agency name filter."New value: +"Optional issuing federal or state agency name substring filter (e.g., 'Department of Defense', 'Veterans Affairs')." - changed
Input schema / properties / keywords / descriptionPrevious value: -"Search keywords (e.g., 'zero trust', 'cloud migration', 'SIEM')."New value: +"Required technical or domain search keywords matched against award descriptions and CLIN titles (e.g., 'zero trust', 'cloud migration', 'SIEM')." - added
Input schema / properties / keywords / maxLengthAdded value: +200 - added
Input schema / properties / keywords / minLengthAdded value: +2 - changed
Input schema / properties / naics_code / descriptionPrevious value: -"Optional 6-digit NAICS code filter (e.g., '541512')."New value: +"Optional exact 6-digit North American Industry Classification System (NAICS) code filter (e.g., '541512' for Computer Systems Design)." - added
Input schema / properties / naics_code / patternAdded value: +"^[0-9]{6}$" - changed
Output schema / (root)Previous value: -nullNew value: +{ + "properties": { + "awards": { + "description": "List of historical contract awards with recipient, agency, ceiling amount, NAICS, and labor/CLIN benchmarks.", + "items": { + "type": "object" + }, + "type": "array" + }, + "total_matches": { + "description": "Number of historical award records matching the query.", + "type": "integer" + } + }, + "type": "object" +}
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