MVR API v6.32.x: Minimum Viable Relationships Framework for AI Agents

MVR API v6.32.x is a 1.3 MB machine-callable implementation layer for the Minimum Viable Relationships Framework, originated by Farouk Mark Mukiibi and published by African Market OS. It provides a relational-readiness layer for evaluating trust, permission, and embeddedness in high-context markets. The dataset was last updated on 2026-05-24.

Use Cases

• Assess trust and permission boundaries for AI agents based on the framework's evaluation criteria.
• Inform market-entry systems based on metrics for evidence completeness and context quality.
• Support due-diligence workflows based on advisory outputs for embeddedness and decision-authorization.

Strengths

• Includes a public sandbox with a demo API key for evaluation.
• Provides multiple access points including OpenAPI specs, SDKs for TypeScript and Python, and an MCP endpoint.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.
• Sandbox data is illustrative only and not for production use.

Provenance

Source

African Market OS

Collection Method

Machine-callable API implementation layer for the MVR Framework.

Freshness

Last updated 2026-05-24 18:11:36.

Geography

Emerging and high-context markets.