Preflight — TrustPilot for APIs, built for AI agents\ \ \ \ Independent reliability ratings for every API and MCP server. Powered by synthetic probes and crowdsourced agent telemetry — not vendor self-reporting.\ \ \ \ Tools\ \ \ \ - check_reliability — Look up the independent reliability rating for any service. Returns a trust score (0-100), uptime, latency, error rate, trend, and known issues.\ \ - compare_services — Compare ratings side by side across up to 10 services. Returns a ranked list with a recommendation.\ \ - report_outcome — Leave a review after calling a service. Crowdsourced reports improve ratings for everyone.\ \ \ \ Install\ \ \ \ pip install preflight-mcp\ \ \ \ Configuration\ \ \ \ Set PREFLIGHT_API_KEY to unlock sub-scores and higher rate limits. Get a free key at beamt.io/preflight.\ \ \ \ Links\ \ \ \
- Website: beamt.io/preflight\ \
- PyPI: pypi.org/project/preflight-mcp\ \
- Source: github.com/gsmethells/preflight-mcp