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Ai-Guide
Give AI coding agents a map of your codebase.
AI Guide is a privacy-first, deterministic code intelligence layer that helps AI coding agents and developers understand and navigate software repositories. It analyzes source code and builds a Unified Graph of files, symbols, and relationships, with exact source locations. V1 supports Python, TypeScript/TSX, JavaScript/JSX, C++, and Java.
I built AI Guide because I noticed a gap in how AI coding tools work with large codebases.
Coding agents are getting very good at writing and modifying code, but before making a change, they still need to figure out where the relevant code lives and what is connected to it.
AI Guide takes a different approach: it analyzes a repository and builds a deterministic Unified Graph of files, symbols, and relationships. Developers and coding agents can then query that graph to find code, locate definitions, understand dependencies, and trace paths across the codebase.
V1 is currently open source and supports Python, TypeScript/TSX, JavaScript/JSX, C++, and Java.
Current validation:
• 41 tests passing
• 185 entities
• 282 relationships
• 0 failed files
• Tested on a real project
I'd love to get feedback from developers building with AI coding tools.
What would you want an AI coding agent to understand about your codebase before it starts making changes?
About Ai-Guide on Product Hunt
“Give AI coding agents a map of your codebase.”
Ai-Guide was submitted on Product Hunt and earned 0 upvotes and 1 comments, earning #1 Product of the Day. AI Guide is a privacy-first, deterministic code intelligence layer that helps AI coding agents and developers understand and navigate software repositories. It analyzes source code and builds a Unified Graph of files, symbols, and relationships, with exact source locations. V1 supports Python, TypeScript/TSX, JavaScript/JSX, C++, and Java.
On the analytics side, Ai-Guide competes within Open Source, Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how Ai-Guide performed against the three products that launched closest to it on the same day.
Who hunted Ai-Guide?
Ai-Guide was hunted by Akshay. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Ai-Guide including community comment highlights and product details, visit the product overview.
Akshay