Search / io.github.africanmarketos591/mvr-api
Read-only MVR preflight for trust, permission, evidence gaps, and African market-entry readiness.
v6.32.6 · active · repository · website · descriptor JSON · versions
protogrid{
"mcpServers": {
"mvr-api": {
"type": "http",
"url": "https://africanmarketos.com/mcp/preflight"
}
}
}claude mcp add --transport http mvr-api https://africanmarketos.com/mcp/preflight[mcp_servers.mvr-api]
url = "https://africanmarketos.com/mcp/preflight"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"mvr-api": {
"type": "remote",
"url": "https://africanmarketos.com/mcp/preflight",
"enabled": true
}
}
}{
"mcpServers": {
"mvr-api": {
"type": "http",
"url": "https://africanmarketos.com/mcp/preflight"
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=mvr-api&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYWZyaWNhbm1hcmtldG9zLmNvbS9tY3AvcHJlZmxpZ2h0In0%3D"
}{
"servers": {
"mvr-api": {
"type": "http",
"url": "https://africanmarketos.com/mcp/preflight"
}
}
}{
"mcpServers": {
"mvr-api": {
"httpUrl": "https://africanmarketos.com/mcp/preflight"
}
}
}extensions:
"mvr-api":
enabled: true
name: "mvr-api"
type: streamable_http
uri: "https://africanmarketos.com/mcp/preflight"
timeout: 300
protocol.modernsupports 2026-07-28 (server/discover)protocol.statelessanswers without a sessionprotocol.transportstreamable HTTPprotocol.list_ttltool list is cacheable (ttlMs 300000)auth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptionsevery tool has a descriptiontools.description_length5 tools have descriptions over 1,024 characters, which crowds the contexttools.schemasevery tool has an object input schematools.annotations5 of 5 tools declare readOnlyHint or destructiveHinttools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: mvr_first_call (idempotentHint); mvr_context_compile (idempotentHint); mvr_entity_resolve (idempotentHint); …tools.token_costabout 44,923 tokens to load every tool, a large share of an agent's contexttools.api_dumptools are not a one-to-one API dumpstability.changes40 tool changes in 30 daysstability.rug_pullno tool changed its meaning under the same namedeps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI packagemvr_decision_checkchangedinput schemamvr_context_compilechangedinput schemamvr_evidence_completenesschangedinput schemamvr_entity_resolvechangedinput schemamvr_first_callchangedinput schema, output schemamvr_decision_checkchangedinput schema, output schemamvr_context_compilechangedinput schema, output schemamvr_evidence_completenesschangedinput schema, output schemamvr_entity_resolvechangedinput schema, output schemamvr_first_callchangedinput schema, output schemaShowing the latest 10. Full history: list_changes · trend: quality JSON.
Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.
+repository +namespace-matches-repo +website -unreachable(2 failures) ~updated-82d-ago
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
| remote | auth | reachable | uptime 30d | p50 | protocol | last ok |
|---|---|---|---|---|---|---|
https://africanmarketos.com/mcp/preflight streamable-http | none | no (2 failures) | 98% | 2996 ms | 2026-07-28, 2025-11-25, 2025-06-18 | 2026-10-19 |
mvr_context_compileread-only | 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. ISO dates. 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. |
mvr_decision_checkread-only | 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. ISO dates. 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. |
mvr_entity_resolveread-only | 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. ISO dates. 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. |
mvr_evidence_completenessread-only | 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. ISO dates. 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. |
mvr_first_callread-only | 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. ISO dates. 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. |
Schemas: list_tools.
{
"name": "io.github.africanmarketos591/mvr-api",
"_meta": {
"io.modelcontextprotocol.registry/publisher-provided": {
"pricing": "https://africanmarketos.com/pricing",
"useWhen": "Use when an AI agent assesses market entry, launch, funding, partnership, pilot, or scale readiness in African or other high-context markets.",
"publisher": "African Market OS",
"toolCount": 5,
"allowedUse": "Non-commercial evaluation only for the public sandbox. Production and commercial use require authorization.",
"originator": "Farouk Mark Mukiibi",
"sdkVersion": "[email protected];[email protected]",
"attribution": "Minimum Viable Relationships (MVR), originated by Farouk Mark Mukiibi, African Market OS.",
"doNotUseFor": "Do not use as legal approval, credit underwriting, regulatory certification, or autonomous execution authority.",
"sdkPackages": {
"npm": "@africanmarketos/[email protected]",
"pypi": "mvr-api-client==6.32.4"
},
"sdkVersions": {
"python": "6.32.4",
"typescript": "6.32.4"
},
"toolProfile": "public-preflight-read-only-v1",
"advisoryRoute": "https://africanmarketos.com/consult/",
"policyVersion": "[email protected]",
"authentication": "none",
"coreApiVersion": "v6.32.0",
"commercialRoute": "https://africanmarketos.com/checkout/starter",
"profileBoundary": "Registry entry is a keyless five-tool read-only sandbox preflight; other profiles are separate.",
"starterCheckout": "https://africanmarketos.com/checkout/starter",
"semanticIdentity": "Relational-readiness and market-permission decision governance for AI agents.",
"canonicalManifest": "https://africanmarketos.com/mcp/manifest.json",
"hostRecipeVersion": "2026-07-26.1",
"calibrationVersion": "v6.32.0-framework-provisional",
"deploymentRevision": "2026-07-30.discovery-integrity.1",
"fullExpertEndpoint": "https://africanmarketos.com/mcp/full",
"mcpContractVersion": "[email protected]",
"mcpProtocolVersion": "2025-06-18",
"toolProfileVersion": "[email protected]",
"governedAccessRoute": "https://africanmarketos.com/get-api-key",
"mcpProtocolVersions": [
"2026-07-28",
"2025-11-25",
"2025-06-18"
],
"registryManifestRevision": "6.32.6",
"consumerCompatibilityEndpoint": "https://africanmarketos.com/mcp"
}
},
"title": "MVR API - Minimum Viable Relationships",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"remotes": [
{
"url": "https://africanmarketos.com/mcp/preflight",
"type": "streamable-http"
}
],
"version": "6.32.6",
"repository": {
"id": "1050282127",
"url": "https://github.com/africanmarketos591/mvr-framework",
"source": "github"
},
"websiteUrl": "https://africanmarketos.com/api/docs",
"description": "Read-only MVR preflight for trust, permission, evidence gaps, and African market-entry readiness."
}