← shashanksingla.com

AI-Powered Codebase Audits & Documentation

Open-source prompt toolkit · github.com/hcodetech/ai-dev-prompts

The Idea

Inheriting an unfamiliar, multi-repo codebase is one of the slowest parts of real engineering work — understanding what exists, where the risks are, and how it all fits together. ai-dev-prompts is an open-source collection of structured prompts that put an AI model to work on exactly that: reading across repositories and producing consistent, reviewable technical audits and documentation instead of ad-hoc, one-off answers.

What It Produces

The prompts are designed to generate two kinds of artifact from a codebase — a technical audit that surfaces architecture, dependencies, risks, and findings, and a documentation set that explains how the platform actually works. Both are deterministic in shape, so output from different repos stays comparable and easy to review.

See It In Action

Two example outputs generated with the toolkit:

Get It

The full prompt toolkit is open source on GitHub: hcodetech/ai-dev-prompts. The codebase-audit-docs guide walks through running it end-to-end — read the guide.