preflight-mcp by gsmethells
28 score
TrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.
Ranked #1159 out of 1682 indexed tools.Actively maintained with commits in the last week.
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From the README
# Preflight MCP Server
TrustPilot for APIs, built for AI agents. Independent reliability ratings for every API and MCP server — powered by synthetic probes and crowdsourced agent telemetry.
## Install
```bash
pip install preflight-mcp
```
## Usage
### As a standalone MCP server
```bash
preflight-mcp
```
### With Claude Desktop
Add to your Claude Desktop MCP config:
```json
{
"mcpServers": {
"preflight": {
"command": "preflight-mcp"
}
}
}
```
### With Claude Code
```bash
/plugin install preflight@claude-plugins-official
```
## Tools
### check_reliability
Look up the independent reliability rating for any service.
```
check_reliability(service="openai-api")
```
### compare_services
Compare ratings side by side to pick the most reliable provider.
```
compare_services(services=["openai-api", "anthropic-api"])
```
### report_outcome
Leave a review — report what happened when you called a service. Improves ratings for everyone.
```
report_outcome(servic Read full README on GitHub →