MVR API - Minimum Viable Relationships

Read-only MVR preflight for trust, permission, evidence gaps, and African market-entry readiness.

What does this entry provide?

MVR API - Minimum Viable Relationships is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 73/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding MVR API - Minimum Viable Relationships to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.

Snapshot facts

Source: Official MCP Registry
Quality: 73/100
Install method: streamable-http
Repo: africanmarketos591/mvr-framework
Repo updated: Jul 29, 2026

Install command

mcp add io.github.africanmarketos591/mvr-api https://africanmarketos.com/mcp/preflight

Install method: streamable-http

Review the upstream source before running this command.

GitHub project Homepage

Quality

Repo stars

Repo updated

Jul 29, 2026

How is this score calculated?

Weighted across six dimensions, scored 0-100.
Provenance (25): listed in an official or curated registry.
Installability (25): a runnable install command beats a declared transport, which beats a source checkout.
Maintenance (20): recency of the last push; archived entries score zero here.
Adoption (20): repository stars on a log curve.

MCP manifest

{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-07-29T23:07:52.013144Z",
      "publishedAt": "2026-07-29T23:07:52.013144Z",
      "statusChangedAt": "2026-07-29T23:07:52.013144Z"
    }
  },
  "server": {
    "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": "typescript@6.32.4;python@6.32.4",
        "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/mvr-api-client@6.32.4",
          "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": "mvr-agent-preflight-policy@2026-07-16.1",
        "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": "mvr-mcp@2026-07-30.6",
        "mcpProtocolVersion": "2025-06-18",
        "toolProfileVersion": "consumer-7+preflight-5@2026-07-30.6",
        "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."
  }
}

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