African Market OS - MVR Preflight
https://africanmarketos.com/mcp ↗
Description
Use this read-only MCP server when an AI agent is considering market entry, product launch, investment, partnership, pilot, or scale in an African or other high-context market. The Minimum Viable Relationships (MVR) preflight identifies missing local evidence, stakeholder and guardian gaps, trust and market-permission risks, entity ambiguity, and the maximum safe next action. The public five-tool profile is keyless and abstention-safe. It does not provide legal, regulatory, credit, investment, or launch authorization; first-call and sandbox outputs are explicitly not verdicts.
What our measurements say
African Market OS - MVR Preflight is a remote MCP server published at africanmarketos.com. It has been probed 6 times since 9/10/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 1,419 ms, a delay an agent will notice. It offers a narrow, focused set of 7 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tools are logically ordered for sequential market readiness assessment
- Descriptions explicitly state when to use each tool in the workflow
Weaknesses
- Multiple tool descriptions are cut off mid-sentence
- Some tool names (e.g., 'evidence_completeness') lack contextual clarity
- Parameter requirements are not consistently specified
mvr_african_market_insights— Description abruptly cuts off with 'Fo'mvr_context_compile— Incomplete explanation of inference separation methodologymvr_evidence_completeness— Unclear parameter requirements and optional fieldsmvr_first_call— Ambiguous 'use when' criteria with missing context
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from 'auth-gated' to 'dual' · system stability improved
- 2026-09-11T05:44:28.819Z — compliance score increased from null to 100 · security validation achieved
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 1009ms → warm 1009ms (penalty 0ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → v6.32.0
- Supported versions: — → 2026-07-28, 2025-11-25, 2025-06-18
- Era changed: Auth-gated → Dual-era
- Added to watch — era: Auth-gated
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