preflight-mcp MCP Server
gsmethells/preflight-mcp
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MCP server for Preflight — TrustPilot for APIs, built for AI agents
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gsmethells/preflight-mcp is a Python MCP server. MCP server for Preflight — TrustPilot for APIs, built for AI agents
Ranked #97 out of 100 indexed tools.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
Stars 15% 1
1 stars → early stage
Freshness 25% 2d ago
Last commit 2d ago → actively maintained
Issue Health 25% 0%
0/1 issues closed → many open issues
Contributors 10% 1
1 contributor → solo project
Dependents 25% 0
No dependents → no downstream usage
npm Downloads N/A
PyPI Downloads 13% 104/wk
104 weekly installs → early adoption
Forks 1
Description Good
License None
Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →
How to Improve
Description low impact
License low impact
Issue Health high impact
Matched Queries
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 → Get the weekly AgentRank digest
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