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Skilly AI
Developer Tools · Open Source · Artificial Intelligence
Skilly turns any codebase into a living capability map without an LLM. It analyzes your repository, maps its architecture and dependencies, detects circularities, generates an agent-readable skills.md, and creates an interactive knowledge graph. It can also inject the discovered capabilities directly into Claude, Cursor, Copilot, Codex, Windsurf, Cline, and other AI coding environments.
Hey Product Hunt!
I built Skilly because I kept seeing the same problem: AI coding agents can write code quickly, but they often don't know what a large repository already contains.
Skilly takes a different approach instead of asking an LLM to understand the codebase, it analyzes the code deterministically and builds the map for it.
You get:
* A complete capability catalog in `skills.md`
* An interactive knowledge graph
* Architecture health and circular dependency detection
* Machine-readable graph data
* Automatic context injection for major AI coding assistants
And the whole analysis is LLM-free.
I'd especially love feedback from developers working with large repositories and AI coding agents: **what do you wish your coding agent understood about your codebase before it started making changes?**
About Skilly AI on Product Hunt
“Developer Tools · Open Source · Artificial Intelligence”
Skilly AI was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #155 on the daily leaderboard. Skilly turns any codebase into a living capability map without an LLM. It analyzes your repository, maps its architecture and dependencies, detects circularities, generates an agent-readable skills.md, and creates an interactive knowledge graph. It can also inject the discovered capabilities directly into Claude, Cursor, Copilot, Codex, Windsurf, Cline, and other AI coding environments.
On the analytics side, Skilly AI 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 Skilly AI performed against the three products that launched closest to it on the same day.
Who hunted Skilly AI?
Skilly AI was hunted by Arastu Thakur. 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 Skilly AI including community comment highlights and product details, visit the product overview.
Arastu Thakur