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
基本信息
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
使用下面的配置,将此服务器添加到你的 MCP 客户端。
{
"mcpServers": {
"preflight": {
"command": "uvx",
"args": [
"preflight-mcp"
],
"env": {
"PREFLIGHT_API_KEY": "<YOUR_API_KEY>"
}
}
}
}工具列表暂未提供
当前收录暂时没有可展示的工具列表,不代表服务没有工具。请查阅项目文档了解支持的能力。
点击上方按钮,在临时沙箱中运行此服务器并实时获取工具列表。
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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