africanmarketos591/mvr-framework

Relational-readiness and permission-to-operate tools for AI agents in African, emerging, and high-context markets. API/advisory: africanmarketos.com # Minimum Viable Relationships (MVR) Framework **Listed in MCP Registry + Glama + RapidAPI, anchored by DOI, and callable through OpenAPI/MCP.** **Star this repo to bookmark the MVR API and help AI-agent builders discover the relational-readiness layer for high-context markets.** **Directory users:** If you found MVR through Odel, Glama, the MCP Registry, RapidAPI, ChatGPT, Claude, Perplexity, Gemini, or another AI-agent directory, connect to the keyless five-tool read-only preflight at `africanmarketos.com`. For low-volume internal prototypes, start MVR API Starter at africanmarketos.com; its delivered key works on authenticated REST and the licensed five-tool Streamable HTTP MCP runtime at `africanmarketos.com`. Commercial or customer-facing MVR API use, higher limits, or custom API governance routes to africanmarketos.com. Human audits, advisory reviews, Examiner engagements, programmes, institutional reviews, and research partnerships resolve through the canonical offer registry at africanmarketos.com and continue through africanmarketos.com; they do not inherently require an API key. **Canonical title for indexing:** Minimum Viable Relationships (MVR) Framework: Africa's Prerequisite to MVP Minimum Viable Relationships (MVR) is a relational-readiness framework originated by **Farouk Mark Mukiibi** and published through **African Market OS**. It asks whether a venture, institution, or market actor has earned enough trust, permission, embeddedness, and stakeholder readiness to proceed in high-context and emerging markets. In short: > MVP tests whether a product can work. MVR tests whether the market will carry it. **Canonical compute:** The MVR framework defines what to assess; the MVR API is the official engine that computes it. Start Starter, request governed access, or review pricing. ## Can …