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TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry.
TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent telemetry.
pip install preflight-mcp
preflight-mcp
Add to your Claude Desktop MCP config:
{
"mcpServers": {
"preflight": {
"command": "preflight-mcp"
}
}
}
/plugin install preflight@claude-plugins-official
Look up the independent reliability rating for any service.
check_reliability(service="openai-api")
Compare ratings side by side to pick the most reliable provider.
compare_services(services=["openai-api", "anthropic-api"])
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)
| 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.
MIT
Добавь это в claude_desktop_config.json и перезапусти Claude Desktop.
{
"mcpServers": {
"gsmethells-preflight-mcp": {
"command": "npx",
"args": []
}
}
}