preflight-mcp
TrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.
README
Preflight MCP Server
TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent telemetry.
Install
pip install preflight-mcp
Usage
As a standalone MCP server
preflight-mcp
With Claude Desktop
Add to your Claude Desktop MCP config:
{
"mcpServers": {
"preflight": {
"command": "preflight-mcp"
}
}
}
With Claude Code
/plugin install preflight@claude-plugins-official
Tools
check_reliability
Look up the independent reliability rating for any service.
check_reliability(service="openai-api")
compare_services
Compare ratings side by side to pick the most reliable provider.
compare_services(services=["openai-api", "anthropic-api"])
report_outcome
Leave a review — report what happened when you called a service. Improves ratings for everyone.
report_outcome(service="openai-api", outcome="success", latency_ms=200)
Configuration
| Variable | Default | Description |
|---|---|---|
PREFLIGHT_API_URL |
https://preflight.beamt.io |
API base URL |
PREFLIGHT_API_KEY |
(none) | API key for authenticated requests |
Get a free API key at beamt.io/preflight.
License
MIT
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