Preflight

@Beamt, LLC

Visit Server

a month ago

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 recommendation), and report_outcome (leave a review after calling a service).

Overview Tools Comments

Overview

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

Try in Playground

Server Config

{
  "mcpServers": {
    "preflight": {
      "command": "uvx",
      "args": [
        "preflight-mcp"
      ],
      "env": {
        "PREFLIGHT_API_KEY": "<YOUR_API_KEY>"
      }
    }
  }
}

Build with ShipAny.