Case Study

Git-Sensei

An intelligent CLI assistant that automates commit messages, protects secrets, and links code to Jira tasks.

Problem

Writing good commit messages is often delayed or rushed. Poor descriptions drastically hinder the team's ability to understand the project history later on.

Solution

A CLI tool (Python + LLM API) featuring:

Secrets Shield — blocking sensitive data (Shannon Entropy)
Smart Context — automatic link to Jira/GitHub
Branch Detection — intelligent review

Approach & Takeaways

This project was born out of a real need—I use it daily. It demonstrates my approach to AI: instead of toy demos, I build complete tools focused on security and seamless integration into a real developer workflow.

PythonLLM APIsGitShannon Entropy

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