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preflight-mcp MCP Server

gsmethells/preflight-mcp

Score: 42.0 Rank #97 MCP Server
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MCP server for Preflight — TrustPilot for APIs, built for AI agents

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Overview

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

Python No license 104 pypi/wk

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
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

Expand your description to 150+ characters for better discoverability

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Issue Health high impact

You have 1 open vs 0 closed issues — triaging stale issues improves health

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Matched Queries

"mcp server""mcp-server"

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 →

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