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AI Agent Instruction Files

A small research site that looks at the markdown files developers write to instruct AI coding agents — CLAUDE.md, AGENTS.md, and SKILL.md — and surfaces the patterns that show up across hundreds of public GitHub repositories.

👉 analyze-claude-md.onrender.com

What it does

Every day the site scrapes public examples of each file type from GitHub, runs topic modeling (NMF) over the text, and renders the results as:

  • Topic cards showing the dominant themes and the words that define them
  • Term trends tracking how individual words rise and fall across daily runs
  • Topic evolution measuring which topics stay stable and which churn over time

A tab nav at the top of the homepage switches between the three file types so you can compare the conventions developers use for each.

Why it exists

These instruction files are a young genre. There aren't established conventions yet — every project invents its own structure. This site is an attempt to look across the corpus and see what's actually catching on: what people put in their CLAUDE.md, how AGENTS.md differs in practice, and how the new SKILL.md format is shaping up as it spreads.

It's a curiosity project, not a product. Have a look around the live site — that's the whole thing.

About

A Flask web application that discovers common themes and patterns in Claude documentation across GitHub repositories using advanced topic modeling and interactive visualizations.

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