Preflight

by gsmethells

242 downloads
Not rated
GitHub

About

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

Details

Author
gsmethells
Downloads
242
Categories
Other, AI

- Independent reliability ratings not based on vendor self-reporting.
- Powered by synthetic probes and crowdsourced agent telemetry.
- Three tools: look up ratings, compare services, and report outcomes.
- Optional API key for sub-scores and higher rate limits.
- Covers both APIs and MCP servers.

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

  1. Download and install Highlight from highlightai.com/download
  2. Navigate to the plugins tab and select "Add Custom Plugin"
  3. Configure the plugin with the settings below
    Plugin Name Preflight
    Command (node, npx, python, etc.)

    Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.

  4. Enable "Start Automatically" if you want the plugin to start when Highlight launches

From the repository

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.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

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

McpServers

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

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

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