What is Preflight?
Preflight is an independent reliability rating system for APIs and MCP servers, using synthetic probes and crowdsourced telemetry to assign trust scores, uptime, and error rates.

@gsmethells
基本情報
TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent telemetry. Three tools: check_reliability (look up a service rating), compare_services (side-by-side comparison with recomme
以下の設定を使って、このサーバーを MCP 対応クライアントに追加してください。
{
"mcpServers": {
"preflight": {
"command": "uvx",
"args": [
"preflight-mcp"
],
"env": {
"PREFLIGHT_API_KEY": "<YOUR_API_KEY>"
}
}
}
}ツール一覧はまだありません
この掲載には表示できるツール一覧がまだありません。サーバーにツールがないという意味ではありません。対応機能はプロジェクトのドキュメントをご確認ください。
上のボタンで一時的なサンドボックスでこのサーバーを実行し、ツール一覧を取得できます。
Preflight provides independent reliability ratings for every API and MCP server, acting as a “TrustPilot for APIs” built for AI agents. It uses synthetic probes and crowdsourced agent telemetry rather than vendor self-reporting.
Install with pip install preflight-mcp. Optionally set the PREFLIGHT_API_KEY environment variable (free key at beamt.io/preflight) to unlock sub-scores and higher rate limits. Use the three tools—check_reliability, compare_services, and report_outcome—to look up ratings, compare services, or leave reviews.
Preflight is an independent reliability rating system for APIs and MCP servers, using synthetic probes and crowdsourced telemetry to assign trust scores, uptime, and error rates.
Install it via pip: `pip install preflight-mcp`. Python is the only runtime requirement.
Three tools: `check_reliability` (look up a service’s rating), `compare_services` (compare up to 10 services), and `report_outcome` (submit a review after using a service).
Obtain a free API key at beamt.io/preflight. Set it as the `PREFLIGHT_API_KEY` environment variable.
No, but it unlocks sub-scores and higher rate limits. Basic usage may be possible without a key.
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