<b>MVR API v6.32.x - Minimum Viable Relationships Relational Readiness Layer for AI Agents</b>

MVR API v6.32.x is the machine-callable implementation layer for the Minimum Viable Relationships (MVR) Framework, originated by Farouk Mark Mukiibi and published by African Market OS.
The API is designed as a relational-readiness layer for AI agents, developers, due-diligence tools, market-entry systems, and decision workflows operating in emerging and high-context markets. It evaluates trust, permission, embeddedness, evidence completeness, context quality, and decision-authorization boundaries. MVR outputs are advisory and should not be represented as credit scores, legal certifications, investment ratings, or guarantees.
Current implementation and discovery surface:- Agent OpenAPI: africanmarketos.com Full OpenAPI: africanmarketos.com OpenAPI directory entry: github.com Sandbox guide: africanmarketos.com AI-agent instructions: africanmarketos.com LLM discovery file: africanmarketos.com MCP endpoint: africanmarketos.com MCP registry name: io.github.africanmarketos591/mvr-api- Canonical GitHub repo: github.com TypeScript SDK: github.com Python SDK: github.com Machine-readable license: africanmarketos.com Canonical framework page: africanmarketos.com
Public sandbox evaluation:Use X-API-Key: mvr-demo-key-2026 for non-commercial evaluation only. Sandbox responses are rate-limited, full_advisory, client_safe, illustrative_only, and not_for_production. Production, commercial, SaaS, consulting, or AI-agent deployment use requires authorization from African Market OS. Contact: info@africanmarketos.com.
Private runtime source code, private calibration assets, production keys, and tenant data are not published in this dataset.