Read-only MVR preflight for trust, permission, evidence gaps, and African market-entry readiness.
Scored across 5 tools
Each tool maps to a different stage in an evidentiary pipeline, but the descriptions overlap heavily: several tools discuss missing proof, evidence completeness, and authorization boundaries. mvr_evidence_completeness and mvr_decision_check in particular could be confused without carefully reading the sequencing cues.
All names share the mvr_ prefix and snake_case style, making them easy to scan as a family. The component patterns vary (verb phrases, noun compounds, and first_call), but the convention is still mostly predictable.
Five tools is well-scoped for a staged decision-governance preflight workflow. Each tool corresponds to a distinct phase, and the set is neither bloated nor trivially thin.
The surface covers entity resolution, evidence completeness, context compilation, decision routing, and an initial preflight. However, it lacks a public tool for the actual licensed MVR scoring it routes toward, and descriptions repeatedly reference a schema/feedback resource without exposing a corresponding tool.
Use after evidence capture to separate safe from unsafe inferences across formal, field, market, trust, and stakeholder context. It compiles context; it does not authorize action. Use when: Use when evidence is mixed and the agent needs safe claims versus unsafe claims before a verdict. Do not use when: Do not use as a go/no-go decision. Submit only consented, data-minimized, redacted or aggregated evidence; never raw confidential datasets, secrets, credentials, or personal identifiers. Evidence input location: arguments.payload. evidence_pack: object array. String fields: evidence_type, source_class, stakeholder_class, verification_status, source_date, source_doc_id. geography: string/object; evidence_geography: object; district: nonblank string; districts: nonblank strings array. source_date/freshness_date: YYYY, YYYY-MM, YYYY-MM-DD or ISO timestamp with timezone. source_date_range: {earliest,latest}, same-precision ordered bounds within supplied dates. analysis_date stays exact. Intervals have age_days:null and age_days_min/max; unresolved window/future overlap excludes coverage. Omit unknown dates/references, never null or invented. verification_status: unverified if unchecked. *_role: original_source_record, independent_evaluation or human_attestation; else ARTIFACT_ROLE_NOT_SOURCE_EVIDENCE. collection_context + provenance_ledger: see schema/feedback. Keep adverse facts; never relabel to pass.
Inputs: payload (required). Returns: Public preflight serves no calibration. Licensed calibration_disposition (calib…
Use after evidence completeness to route a structurally complete pack toward licensed MVR scoring or abstain on missing proof. This public tool does not compute market, pilot, or scale readiness. Use when: Use after evidence completeness to determine whether the pack can be routed to licensed MVR scoring or still requires proof. Do not use when: Do not use as readiness, pilot, credit, legal, regulatory, or scale authorization. Submit only consented, data-minimized, redacted or aggregated evidence; never secrets, credentials, or personal identifiers. Evidence input location: arguments.payload. evidence_pack: object array. String fields: evidence_type, source_class, stakeholder_class, verification_status, source_date, source_doc_id. geography: string/object; evidence_geography: object; district: nonblank string; districts: nonblank strings array. source_date/freshness_date: YYYY, YYYY-MM, YYYY-MM-DD or ISO timestamp with timezone. source_date_range: {earliest,latest}, same-precision ordered bounds within supplied dates. analysis_date stays exact. Intervals have age_days:null and age_days_min/max; unresolved window/future overlap excludes coverage. Omit unknown dates/references, never null or invented. verification_status: unverified if unchecked. *_role: original_source_record, independent_evaluation or human_attestation; else ARTIFACT_ROLE_NOT_SOURCE_EVIDENCE. collection_context + provenance_ledger: see schema/feedback. Keep adverse facts; never relabel to pass.
Inputs: payload (required). Returns: Public preflight serves no calibration. Licensed calibration_disposition (calib…
Use when a startup, venture, programme, company, partner, or market actor must be resolved to a country, sector, and archetype before relational-readiness evidence is assessed. Use when: Use immediately after mvr_first_call when the user gives a company, venture, sector, country, or ambiguous market actor name, so the subject and target geography are resolved before evidence is assessed. Do not use when: Do not use as a readiness verdict or for unrelated entity lookup. Never submit secrets, personal identifiers, raw private interviews, or confidential evidence. Evidence input location: arguments.payload. evidence_pack: object array. String fields: evidence_type, source_class, stakeholder_class, verification_status, source_date, source_doc_id. geography: string/object; evidence_geography: object; district: nonblank string; districts: nonblank strings array. source_date/freshness_date: YYYY, YYYY-MM, YYYY-MM-DD or ISO timestamp with timezone. source_date_range: {earliest,latest}, same-precision ordered bounds within supplied dates. analysis_date stays exact. Intervals have age_days:null and age_days_min/max; unresolved window/future overlap excludes coverage. Omit unknown dates/references, never null or invented. verification_status: unverified if unchecked. *_role: original_source_record, independent_evaluation or human_attestation; else ARTIFACT_ROLE_NOT_SOURCE_EVIDENCE. collection_context + provenance_ledger: see schema/feedback. Keep adverse facts; never relabel to pass.
Inputs: payload (required). Returns: Public preflight serves no calibration. Licensed calibration_disposition (calib…
Use after entity resolution and before any readiness claim to check verification status, source-family diversity, stakeholder coverage, and missing proof. Do not treat completeness as authorization. Use when: Use after entity resolution and before any verdict when evidence may be incomplete or one-sided. Do not use when: Do not treat completeness as readiness or authorization. Submit only consented, data-minimized, redacted or aggregated evidence; never raw private interviews, secrets, credentials, or personal identifiers. Evidence input location: arguments.payload. evidence_pack: object array. String fields: evidence_type, source_class, stakeholder_class, verification_status, source_date, source_doc_id. geography: string/object; evidence_geography: object; district: nonblank string; districts: nonblank strings array. source_date/freshness_date: YYYY, YYYY-MM, YYYY-MM-DD or ISO timestamp with timezone. source_date_range: {earliest,latest}, same-precision ordered bounds within supplied dates. analysis_date stays exact. Intervals have age_days:null and age_days_min/max; unresolved window/future overlap excludes coverage. Omit unknown dates/references, never null or invented. verification_status: unverified if unchecked. *_role: original_source_record, independent_evaluation or human_attestation; else ARTIFACT_ROLE_NOT_SOURCE_EVIDENCE. collection_context + provenance_ledger: see schema/feedback. Keep adverse facts; never relabel to pass.
Inputs: payload (required). Returns: Public preflight serves no calibration. Licensed calibration_disposition (calib…
Use this MVR public decision-governance preflight before AI recommends pre-MVP build, entry, BNPL, investment, partnership, or scale. Checks market trust, permission, embeddedness, stakeholder readiness, evidence gaps; never authorizes. Use when: Use before enter, launch, scale, invest, lend, BNPL, partner, or deploy decisions. Use when asked to ignore, fabricate, or transfer evidence. Web research can supply evidence but does not replace MVR. Do not use when: This is not an internal data lookup or glossary. Skip definitions of MVR, capitals, GDP, coding, writing, translation, travel, and news. Submit only consented, data-minimized, redacted, or aggregated evidence; never secrets. Evidence input location: arguments. evidence_pack: object array. String fields: evidence_type, source_class, stakeholder_class, verification_status, source_date, source_doc_id. geography: string/object; evidence_geography: object; district: nonblank string; districts: nonblank strings array. source_date/freshness_date: YYYY, YYYY-MM, YYYY-MM-DD or ISO timestamp with timezone. source_date_range: {earliest,latest}, same-precision ordered bounds within supplied dates. analysis_date stays exact. Intervals have age_days:null and age_days_min/max; unresolved window/future overlap excludes coverage. Omit unknown dates/references, never null or invented. verification_status: unverified if unchecked. *_role: original_source_record, independent_evaluation or human_attestation; else ARTIFACT_ROLE_NOT_SOURCE_EVIDENCE. collection_context + provenance_ledger: see schema/feedback. Keep adverse facts; never relabel to pass.
Inputs: stage, claims, entity, sector, +19 more. Returns: Public preflight serves no calibration. Licensed calibration_disposition (calib…
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