Codebase Insights MCP Server

Analyzes API codebases from GitHub and Bitbucket repositories to generate Postman collections, business reports, and detailed code insights. Supports multiple frameworks including FastAPI, Spring Boot, Flask, Express, and OpenAPI/Swagger specifications.

→ llanterme/codebase-insights-mcp · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 3 credentials: BITBUCKET_API_TOKEN, bitbucket_token, GITHUB_TOKEN

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

🔐 secretBITBUCKET_API_TOKEN— "": "your-app-password",

🔐 secretbitbucket_token

configBITBUCKET_EMAIL— "": "your-username",

🔐 secretGITHUB_TOKEN— GitHub personal access token (for private repos)

configoutput_directory— "": "/path/to/output"

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/llanterme-codebase-insights-mcp-1odwld)](https://m8ven.ai/mcp/llanterme-codebase-insights-mcp-1odwld)

commit: 778108f2cca328214c9b3847634084bb1bcd59f2

code hash: 5804144dbbc4f5bb2c7973e5f7d3168f2bbc59efec1c5141255307c9d8c515cb

verified: 6/18/2026, 11:43:45 AM

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