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Find federal contracting opportunities, research awards and vendors, and review exclusion evidence.

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Streamable HTTP · MCP 2025-11-25
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mooshee/govgazette-mcp
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GovGazette

TDQS

B3.4/5.0

Scored across 11 tools

Disambiguation3/5

The exclusion cluster (check_exclusions, search_exclusions, exclusion_context, exclusion_changes) is distinguishable by its stated purpose, but the generic `search` tool explicitly covers opportunities and exclusions, directly overlapping with search_opportunities and search_exclusions. `detail` versus `document` versus `exclusion_context` also require careful reading to separate record metadata from body text from annotated exclusion records. Descriptions mitigate but do not eliminate the ambiguity.

Naming Consistency2/5

Conventions are mixed: verb_noun (check_exclusions, explain_match, research_opportunity), noun_noun (exclusion_changes, search_exclusions), and bare single nouns acting as verbs (detail, document, freshness, search). There is no shared prefixing scheme for the exclusion family, so an agent cannot group tools by name alone.

Tool Count4/5

Eleven tools sit comfortably in the expected 3-15 range and each maps to a plausible operation (search, retrieve, read text, research, provenance, exclusion lifecycle). Four of them revolve around exclusions, which is defensible given the domain's compliance importance but leans slightly redundant alongside the generic search tool.

Completeness4/5

The surface covers the federal contracting lifecycle well: discovery (search_opportunities), record retrieval (detail, document), analysis (explain_match, research_opportunity), provenance (freshness), and a full exclusion workflow (check, search, context, delta). Minor gaps remain around vendor-side entities (no dedicated vendor or award lookup, only the generic search) and no saved-alert or watchlist operations.

Available Tools

11 tools
check_exclusionsCheck possible exclusion matchesA
Read-onlyIdempotent
Inspect

Check 1 to 20 identities against a dated active SAM snapshot. Pass identities as an array of objects, not a record ID or page URL. Each identity needs a name, UEI, CAGE, or NPI. Exact identifier matches and name-only possible matches remain distinct. Read coverage.freshness; stale or unknown-source empty lookups report unavailable with snapshot_status no_match_in_snapshot. No match is not clearance.

NameRequiredDescriptionDefault
generationNoRetained snapshot UUID; omit for the current snapshot.
identitiesYesOne to twenty identities to compare with the dated SAM snapshot.

Output Schema

NameRequiredDescription
resultsYes
coverageYes
generationYes

TDQS

A4.5/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations declare readOnlyHint and idempotentHint, and the description adds important behavioral context beyond that: exact matches vs. name-only possible matches, the distinction between staleness and no_match, and the caveat that 'No match is not clearance.' This is high-value, non-obvious disclosure.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a compact set of five sentences, all front-loaded with the core action and followed by precise usage constraints. Every sentence provides actionable information with zero fluff.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a batch-checking tool with an output schema and full schema coverage, the description supplies critical behavioral nuances (possible vs. exact matches, staleness handling, no-match-not-clearance) that an agent needs to interpret results correctly. Nothing essential is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, with each parameter described in the schema, so the baseline is 3. The description mentions the array-of-objects shape and required identity attributes, but adds no syntax or format detail beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb ('Check') and resource ('1 to 20 identities against a dated active SAM snapshot'), and the semantics are distinct from sibling tools like search_exclusions and explain_match. It clearly defines the batch-checking action and the scoped snapshot.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear usage context ('Pass identities as an array of objects, not a record ID or page URL') and specifies the required identity attributes, but it does not explicitly name alternative sibling tools (e.g., search_exclusions or explain_match) or state when to use this tool over them.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

detailRead a federal recordA
Read-onlyIdempotent
Inspect

Retrieve a public record using the exact collection and id returned by search, never a page URL, title or slug. Supply the returned generation for a consistent result.

NameRequiredDescriptionDefault
idYesExact stable record ID returned by search, not a page URL or slug.
collectionYesPublic collection name returned by search.
generationNoRetained generation UUID from search for a consistent record snapshot.

Output Schema

NameRequiredDescription
idYes
dataYes
textYes
titleYes
coverageNoPresent for exclusions, including explicit source-age warnings.
collectionNoAbsent for curated reference records.
generationYes
text_lengthNoTotal text characters; absent from internal brief notices.
text_has_moreNoWhether another text chunk is available.
award_coverageNoAward snapshot age and latest official release evidence.

TDQS

A3.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive, and openWorld, so safety behavior is covered. The description adds real value by warning that synthesized identifiers (URLs/slugs/titles) will fail and that generation pins a consistent snapshot, but it says nothing about what happens on a stale generation or missing record.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two tight sentences with zero filler; the identity constraint is front-loaded and the optional consistency parameter follows. Every clause carries actionable information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present and rich annotations, the description needs only to cover the call contract, which it does: where identifiers come from and why to pass generation. Minor omission is failure-mode guidance for stale generations or unknown IDs.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so all three parameters are already documented, including the constraint against URLs/slugs and the snapshot purpose of generation. The description restates those same semantics rather than adding new detail, so it lands at the baseline.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

Uses a specific verb+resource combination ("Retrieve a public record") reinforced by the title "Read a federal record." It is distinguishable from the search-based siblings because it describes a single-record fetch, though the generic tool name "detail" needs the description to carry that distinction.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly states the precondition that collection and id must come from a prior search call, and explicitly forbids page URLs, titles, or slugs. It does not name a specific alternative sibling, but the search→detail workflow is made unambiguous.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

documentRead source textA
Read-onlyIdempotent
Inspect

Read official record text using the exact collection, id and generation returned by search. Start at offset 0 with length 1 to 16,000 characters, then use next_offset unchanged for the next chunk. Does not fetch arbitrary URLs or paths.

NameRequiredDescriptionDefault
idYesStable ID of a known public record.
lengthNoCharacters to return, from 1 to 16,000. Smaller chunks may be needed to fit the response byte budget.
offsetNoCharacter offset for the next bounded text chunk.
collectionYesPublic record collection returned by search.
generationNoRetained snapshot UUID; omit for the current snapshot.

Output Schema

NameRequiredDescription
idYes
textYes
offsetYes
coverageNoPresent for exclusion text chunks, with the same source-age policy as detail.
generationYes
provenanceNoSource metadata attached to the retained record.
next_offsetNo
document_kindYes

TDQS

A4.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly, idempotent, non-destructive and openWorld, so safety is covered. The description adds real behavioral value beyond them: the chunking/pagination protocol (offset 0, fixed length cap, carry next_offset unchanged) and the bounded-fetch guarantee.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three tight sentences, front-loaded with the core action, then pagination, then the exclusion. No redundant restatement of the name or title, and every sentence carries an instruction.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

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 description is unnecessary, and the pagination mechanics are explained. Enough to call the tool correctly; the only soft spot is the ambiguous next_offset reference that an agent must map onto the response.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

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 workflow meaning the schema lacks: the exact source of collection/id/generation values and the offset/length progression. It notably references next_offset, a response field not present as a parameter, which is useful but slightly confusing.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ("Read official record text") and ties the operation to values returned by search, which implicitly separates it from the sibling search/detail tools. However it never names an alternative tool, so the sibling differentiation is by inference rather than explicit.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives clear operational guidance: use the exact collection/id/generation from search, start at offset 0 with length 1–16,000, then reuse next_offset. It also states an exclusion ("Does not fetch arbitrary URLs or paths"). It stops short of naming alternatives such as detail for metadata.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

exclusion_changesReview exclusion changesB
Read-onlyIdempotent
Inspect

Compare two retained snapshots. No longer observed does not mean reinstated; enrichment-only changes are excluded.

NameRequiredDescriptionDefault
limitNoMaximum changes to return, up to the service page limit.
cursorNoOpaque next_cursor from an earlier change page.
to_generationNoNewer retained snapshot UUID; omit for the current snapshot.
from_generationYesOlder retained snapshot UUID to compare.

Output Schema

NameRequiredDescription
itemsYes
meaningYes
next_cursorNo
to_coverageYes
from_coverageYes
to_generationYes
from_generationYes

TDQS

B3.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, non-destructive), and the description adds real domain behavior: absence of observation is not treated as reinstatement, and enrichment-only changes are filtered out. That filtering semantics is genuinely useful information an agent would not get from annotations or schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences with the core operation front-loaded and no filler. It is efficient, though the extreme brevity borders on under-specification for a comparison tool.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

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 safety. However, the description never clarifies what a retained snapshot/generation is, how to obtain the required from_generation UUID, or pagination behavior, leaving meaningful gaps for a tool with four parameters.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so from_generation, to_generation, cursor, and limit are already documented in the schema. The description adds no additional meaning about how snapshots map to parameters, so the baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb and object ("Compare two retained snapshots"), but the resource is described only as generic snapshots rather than exclusions, and it does nothing to separate itself from close siblings like exclusion_context, check_exclusions, or search_exclusions. An agent can grasp the operation but cannot confidently route to this tool over its siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when to use this tool, what prerequisites exist (e.g. needing generation UUIDs), or which sibling to prefer instead. The caveats given are about result semantics, not about selection among the many exclusion-related siblings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

exclusion_contextRead exclusion evidenceA
Read-onlyIdempotent
Inspect

Retrieve an exclusion with agency explanation, named restriction references, source evidence, explicit source-age warnings and supported business links.

NameRequiredDescriptionDefault
idYesStable exclusion record ID returned by search_exclusions or check_exclusions.
generationNoRetained snapshot UUID; omit for the current snapshot.

Output Schema

NameRequiredDescription
idYes
dataYes
textYes
titleYes
coverageYesDated SAM source coverage.
collectionYes
generationYes
text_lengthYes
text_has_moreYes
business_contextYesSupported vendor and award links, with match basis.

TDQS

A3.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations declare readOnly/idempotent/openWorld/non-destructive, so safety is covered. Description adds what the record contains (explicit source-age warnings), which is useful beyond annotations, but omits error behavior when ID is stale or missing and snapshot semantics beyond the schema.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One dense sentence listing exactly the output components, front-loaded with the core action; no filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Output schema exists, so return structure needn't be explained. Description plus annotations plus 100% param coverage makes the tool callable, though a note on missing/stale records would complete the behavioral picture.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the schema already explains 'id' and 'generation'. The description adds no information about parameter behavior, so baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Specific verb 'Retrieve' with resource 'exclusion' and enumerated payload contents (agency explanation, restriction references, source evidence, source-age warnings, business links). Clearly distinguishable from search_exclusions (which returns IDs) and exclusion_changes (which tracks changes) by emphasizing full evidence retrieval.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implied usage via schema reference ('ID returned by search_exclusions or check_exclusions') hints at the follow-up workflow, but the description itself offers no explicit when-to-use vs exclusion_changes or detail.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

explain_matchExplain a vendor matchA
Read-onlyIdempotent
Inspect

Explain deterministic primary NAICS overlap between a registered vendor and opportunity. Not an eligibility determination.

NameRequiredDescriptionDefault
vendor_idYesStable vendor ID returned by search.
opportunity_idYesStable opportunity ID returned by search.

Output Schema

NameRequiredDescription
rulesYes
vendor_idYes
generationYes
interpretationYes
opportunity_idYes

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already include readOnlyHint: true, idempotentHint: true, and destructiveHint: false, covering safety. The description adds value by specifying that it explains 'deterministic primary NAICS overlap' and is not an eligibility determination, which is behavioral context beyond the hints. However, it doesn't detail the exact nature of the explanation (e.g., textual vs visual) but that is partially covered by having an 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.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, concise sentence that is front-loaded with the core purpose and ends with a crucial caveat. Every word earns its place, with no filler or redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has an output schema, so return value specifics are covered. Given its simple two-parameter input and the annotations, the description provides sufficient context for an agent to understand what the tool does and when to use it. Minor lack: omission of explicit alternative or exclusion scenarios, but the overarching purpose is clear.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema description coverage is 100%, meaning both parameters are described in the schema. The description does not add extra meaning beyond what's in the schema, but it does mention 'registered vendor' and 'opportunity' which aligns with the parameter descriptions. This is baseline 3 as schema already carries the semantic load.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the specific action ('Explain deterministic primary NAICS overlap') and the resources involved ('between a registered vendor and opportunity'). It also provides a crucial scoping caveat ('Not an eligibility determination') that distinguishes it from potential related tools like check_exclusions or research_opportunity, making the tool's specific purpose unmistakable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives clear context on when to use the tool: when explaining deterministic primary NAICS overlap between vendor and opportunity. However, it does not explicitly state when NOT to use it or mention alternative tools. The scoping note ('Not an eligibility determination') implies an alternative but does not name it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

freshnessCheck source datesB
Read-onlyIdempotent
Inspect

Report actual source dates, coverage, record counts and SHA256 provenance.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription
historyYes
sourcesYes
generationYes
history_coverageYesNotice snapshot coverage, retired fiscal-year archives and the dated retention policy.

TDQS

B3.4/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, openWorldHint and non-destructive, so safety is covered. The description adds useful content about what the report contains (coverage, counts, SHA256 provenance), but says nothing about whether it hits remote sources, how current the check is, or any latency/caching behavior implied by openWorldHint.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence that enumerates the reported fields with no filler. It is slightly telegraphic (no explicit subject/verb for the tool's purpose), but every word earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

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 it does not need to cover parameters. What remains thin is the openWorld dimension — an agent might want to know this reaches external sources and may be slow — but otherwise an agent can call this correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, so the baseline is 4; there is nothing for the description to disambiguate. It correctly avoids inventing parameter semantics that the empty schema does not support.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a concrete verb-and-content set — reporting source dates, coverage, record counts and SHA256 provenance — which is distinct from sibling tools like search or detail. It stops short of a 5 because it never explicitly contrasts itself with siblings such as detail or document, so the agent must infer the boundary.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when this tool should be called, when it should not, or which sibling to use instead (e.g., detail or document for record-level inspection). The 'freshness' name plus 'actual source dates' only weakly implies a data-currency check.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

research_opportunityResearch an opportunityA
Read-onlyIdempotent
Inspect

Build a cited research brief with retained notice requirements, exact award-number candidates and same-industry comparisons. Does not infer an incumbent or eligibility.

NameRequiredDescriptionDefault
idYesStable opportunity ID returned by search_opportunities.
generationNoRetained generation UUID from search_opportunities.

Output Schema

NameRequiredDescription
noticeYes
feedbackYes
generationYes
next_stepsYes
requirementsYes
linked_awardsYes
comparison_awardsYes
relationship_basisYes

TDQS

A3.8/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, openWorld, non-destructive), so the bar is lower, and the description still adds genuine behavioral content: outputs are cited, notice requirements are retained, and it explicitly refuses to infer incumbent or eligibility. That last point is a real capability boundary an agent would otherwise assume. It does not mention latency or depth limits, keeping it at 4 rather than 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, no filler, with the positive capability statement front-loaded and the exclusion clause second. Every clause carries distinct information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

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 unnecessary, and annotations plus full schema coverage handle safety and parameters. Combined with the description's scope and boundary statements, an agent has enough to invoke it correctly; only explicit sibling routing is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so both parameters (id and generation, including the 'retained generation UUID from search_opportunities' provenance) are fully documented in the schema. The description adds no parameter-level meaning beyond the schema, so baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific verb ('Build') and concrete artifact ('cited research brief') and enumerates its contents: retained notice requirements, exact award-number candidates, same-industry comparisons. It also bounds itself negatively ('Does not infer an incumbent or eligibility'), which helps distinguish it from inference-style siblings like explain_match, though no sibling is named directly.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is implied rather than stated: an agent can infer this is the deep-research call to make after search_opportunities, and the negative clause warns of what it will not answer. There is no explicit 'use this instead of detail/document' routing or prerequisite statement, so selection still requires inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_exclusionsSearch exclusionsA
Read-onlyIdempotent
Inspect

Filter active exclusion records by agency, program, classification, geography and dates. Limit is a maximum; large records can produce a smaller page with page_size_limited true. Continue with next_cursor and unchanged filters and limit. Preserve generation and read coverage.freshness for source age and warnings; results are dated evidence, not clearance.

NameRequiredDescriptionDefault
qNoName, identifier, or other text to find in active exclusion records.
limitNoMaximum records to return, from 1 to 50. Large records may produce a smaller page; continue with next_cursor and unchanged filters and limit.
stateNoUS state name or postal code in the exclusion record.
agencyNoExcluding agency name or code.
cursorNoOpaque next_cursor from a previous search response.
countryNoCountry name or code in the exclusion record.
programNoExclusion program name or code.
generationNoRetained snapshot UUID; omit for the current snapshot.
effective_toNoInclude records effective on or before this ISO date.
classificationNoOfficial SAM exclusion classification code or label.
effective_fromNoInclude records effective on or after this ISO date.

Output Schema

NameRequiredDescription
itemsYes
coverageYesDated source coverage, or an unavailable status.
generationYes
next_cursorNo
page_size_limitedYesWhole records were deferred to next_cursor to fit the response budget. Continue with the same filters and requested limit.

TDQS

A3.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, open-world). The description adds genuinely useful behavior beyond that: pages may come back smaller than limit with page_size_limited true, cursor must be paired with unchanged filters, and the data is 'dated evidence, not clearance' — a meaningful validity caveat. It stops short of describing freshness staleness thresholds.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the purpose sentence, then pagination mechanics, then the freshness/validity caveat. Slightly dense with internal jargon (page_size_limited, coverage.freshness, generation) and mildly redundant with the limit and cursor schema descriptions, but no filler sentences.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

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 the description covers pagination, cursor discipline, snapshot/generation retention, and a warning about data recency. The only real gap is disambiguation from the many sibling search/check tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so every one of the 11 parameters is already documented, making 3 the baseline. The description restates the filter facet categories but adds no syntax, accepted values, or matching semantics beyond the schema, so it neither compensates nor improves.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource — 'Filter active exclusion records' — and enumerates the filterable facets (agency, program, classification, geography, dates). It does not, however, distinguish itself from the close sibling check_exclusions, which likely returns a single match versus this list/filter behavior, so an agent must infer the boundary.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides clear operational guidance for the paginated loop ('Continue with next_cursor and unchanged filters and limit'), which implies this is a multi-page list tool. But it never says when to choose it over check_exclusions, search, exclusion_changes, or exclusion_context, leaving the sibling-selection decision to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_opportunitiesFind federal opportunitiesB
Read-onlyIdempotent
Inspect

Find official opportunity records by keywords, industry, set-aside, state, agency and source status. Active does not imply the deadline is open.

NameRequiredDescriptionDefault
qNoPlain-language keywords; empty returns notices matching the other filters.
afterNoLast notice ID from next_after in the preceding page.
limitNoMaximum notices to return, from 1 to 50; defaults to 25.
naicsNoTwo- to six-digit NAICS industry code from a notice or the NAICS reference collection.
stateNoState or territory code for the place of performance.
activeNoFilter by source active status; this does not mean the response deadline is open.
agencyNoAgency code on the source notice.
set_asideNoOfficial set-aside code from a notice or the set-asides reference collection.
generationNoRetained generation UUID from a prior result for a consistent snapshot.

Output Schema

NameRequiredDescription
itemsYes
scopeYesLimits of this retained official-notice search.
filtersYesApplied search filters.
generationYes
next_afterNoLast record ID for the next page, or null at the end.

TDQS

B3.4/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare this is a read-only, idempotent, open-world search, so the safety profile is covered. The description's one behavioral addition—clarifying that 'active' means source status, not an open deadline—is genuinely useful but largely repeats the schema description for the `active` parameter.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two tight sentences with the core scope front-loaded in the first clause and the single caveat trailing it. No filler, no redundancy in structure.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present and all nine parameters fully documented, the description needn't explain return values; the annotation set covers safety. It is nearly complete, only missing sibling routing and any mention of pagination intent (after/limit), which the schema handles.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so every parameter (q, naics, state, set_aside, agency, generation, after, limit) is already documented. The description only lists filter categories at a high level and adds no syntax, format, or interaction details beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (Find) plus resource (official opportunity records) and enumerates the filterable dimensions, so the agent knows exactly what it returns. However, it does not differentiate itself from sibling tools like 'search' or 'research_opportunity', which likely overlap, leaving the agent to guess which one to pick.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The only guidance is a caveat ('Active does not imply the deadline is open'), which tells the agent how to interpret a flag, not when to use this tool versus siblings. With 'search', 'research_opportunity', and 'detail' in the sibling set, the absence of any routing advice is a real gap.

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.

  1. 7 tool updates
    • Removedcreate_saved_search
    • Removeddelete_saved_search
    • Removeddelete_saved_search_workspace
    • Removedget_saved_search_events
    • Removedlist_saved_searches
    • Changedresearch_opportunity3 fields changed
      • addedOutput schema / $defs / BriefFeedback
        Added value: +{
        +  "properties": {
        +    "description": {
        +      "type": "string"
        +    },
        +    "optional": {
        +      "type": "boolean"
        +    },
        +    "url": {
        +      "description": "Optional private browser form; never submit it on the user's behalf.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "url",
        +    "description",
        +    "optional"
        +  ],
        +  "type": "object"
        +}
      • addedOutput schema / properties / feedback
        Added value: +{
        +  "$ref": "#/$defs/BriefFeedback"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "generation",
        -  "notice",
        -  "linked_awards",
        -  "comparison_awards",
        -  "relationship_basis",
        -  "requirements",
        -  "next_steps"
        -]New value: +[
        +  "generation",
        +  "notice",
        +  "linked_awards",
        +  "comparison_awards",
        +  "relationship_basis",
        +  "requirements",
        +  "next_steps",
        +  "feedback"
        +]
    • Removedrotate_saved_search_feed
  2. 17 tool updates
    • First observedcheck_exclusions
    • First observedcreate_saved_search
    • First observeddelete_saved_search
    • First observeddelete_saved_search_workspace
    • First observeddetail
    • First observeddocument
    • First observedexclusion_changes
    • First observedexclusion_context
    • First observedexplain_match
    • First observedfreshness
    • First observedget_saved_search_events
    • First observedlist_saved_searches
    • First observedresearch_opportunity
    • First observedrotate_saved_search_feed
    • First observedsearch
    • First observedsearch_exclusions
    • First observedsearch_opportunities

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