Python Codebase Analysis RAG System
Rank #40,060glama/shervinemp/CodebaseMCP
An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
Python Codebase Analysis RAG System is a Model Context Protocol (MCP) server published by shervinemp. It ranks #40,060 of 137,138 servers tracked on MCP Toplist, and its repository has 5 GitHub stars. Python Codebase Analysis RAG System is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Apr 16, 2025.
Ranks ahead of 97,078 of 137,138 servers on MCP Toplist.
Use Python Codebase Analysis RAG System
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fshervinemp%2FCodebaseMCP)<a href="https://mcptoplist.com/server/glama%2Fshervinemp%2FCodebaseMCP"><img src="https://mcptoplist.com/badge/glama%2Fshervinemp%2FCodebaseMCP.svg" alt="MCP Toplist: Top 50% of 137,138" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
shervinemp
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains Python Codebase Analysis RAG System?
- Python Codebase Analysis RAG System is maintained by shervinemp, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is Python Codebase Analysis RAG System listed on the Official MCP Registry?
- Python Codebase Analysis RAG System is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Python Codebase Analysis RAG System have?
- Python Codebase Analysis RAG System ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for Python Codebase Analysis RAG System?
- The source code for Python Codebase Analysis RAG System is hosted at github.com/shervinemp/CodebaseMCP.
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