MCP Code Analysis Tool

Developer Tool3 months2 developers

A local code analysis tool that enables developers to analyze their codebase and ask intelligent questions about their code using AI-powered insights.

MCP Code Analysis Tool

Challenge

Creating a tool that could understand complex codebases locally, provide meaningful analysis, and answer developer questions without compromising code privacy or requiring cloud services.

Solution

We built a Python-based solution utilizing vector databases for efficient code indexing and Ollama for local AI processing, ensuring complete privacy while delivering powerful code analysis capabilities.

Results

The tool successfully enables developers to gain deep insights into their codebase, ask complex questions about code structure and functionality, all while maintaining complete data privacy through local processing.

Technologies

PythonVector DatabaseOllama AINLPCode Parsing