Autoresearch
Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy
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Autoresearch
Turn [Claude Code](https://docs.anthropic.com/en/docs/claude-code), [OpenCode](https://opencode.ai), or [OpenAI Codex](https://developers.openai.com/codex) into a relentless improvement engine.
Based on Karpathy's autoresearch — constraint + mechanical metric + autonomous iteration = compounding gains.
](https://docs.anthropic.com/en/docs/claude-code) [ ](https://developers.openai.com/codex) [ [](LICENSE)
](https://github.com/karpathy/autoresearch) [ [](https://paypal.me/uditgoenka)
"Set the GOAL → The agent runs the LOOP → You wake up to results"
You don't need AGI. You need a goal, a metric, and a loop that never quits.
Now supports Claude Code, OpenCode, and OpenAI Codex.
How It Works · Commands · Quick Start · Guides · FAQ
PLAN LOOP DEBUG FIX SECURE SHIP
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ Goal │ │ Modify │ │ Find │ │ Fix │ │ STRIDE │ │ Stage │
│ Metric │────▶│ Verify │────▶│ Bugs │────▶│ Errors │────▶│ OWASP │────▶│ Deploy │
│ Scope │ │ Keep/ │ │ Trace │ │ Repair │ │ Red │ │ Release │
└──────────┘ │ Discard │ └──────────┘ └──────────┘ │ Team │ └──────────┘
/autoresearch: └──────────┘ /autoresearch: /autoresearch: └──────────┘ /autoresearch:
plan /autoresearch debug fix /autoresearch: ship
security
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ Scenario │ │ Predict │ │ Learn │ │ Reason │
│ Edge │ │ 5-Expert │ │ Docs │ │ Debate │
│ Cases │ │ Swarm │ │ Gen │ │ Converge │
└──────────┘ └──────────┘ └──────────┘ └──────────┘
/autoresearch: /autoresearch: /autoresearch: /autoresearch:
scenario predict learn reasonWhy This Exists
Karpathy's autoresearch demonstrated that a 630-line Python script could autonomously improve ML models overnight — 100 experiments per night — by following simple principles: one metric, constrained scope, fast verification, automatic rollback, git as memory.
Claude Autoresearch generalizes these principles to ANY domain. Not just ML — code, content, marketing, sales, HR, DevOps, or anything with a number you can measure.
How It Works
Don't lose this
Three weeks from now, you'll want Autoresearch again. Will you remember where to find it?
Save it to your library and the next time you need Autoresearch, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy. Best for anyone looking to make their AI assistant more capable in search & web. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
What's New
Imported from GitHub
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