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docs: optimize README for SEO and discoverability
- Add social badges (stars, forks, install) - Update subtitle to highlight tool compatibility - Optimize H2 headers with keywords - Add links to SKILL.md and SPEC.md - Add OpenCode compatibility and alternative implementations - Repository topics updated (7→15, +karpathy, llm-wiki, mcp, rag, etc) - Description updated with battle-tested metrics
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# karpathy-llm-wiki
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**One skill to build your own Karpathy-style LLM wiki.**
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**Battle-tested LLM Wiki skill for Claude Code, Cursor & Codex**
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[](LICENSE)
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[](https://github.com/Astro-Han/karpathy-llm-wiki)
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[](https://github.com/Astro-Han/karpathy-llm-wiki)
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[](https://agentskills.io)
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[](https://github.com/Astro-Han/karpathy-llm-wiki#install)
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<p align="center">
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<img src="assets/karpathy-tweet.png" alt="Karpathy's tweet about LLM Wiki" width="560">
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</p>
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## Battle-Tested
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## Battle-Tested Results
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This skill powers a **real knowledge base** that's been in daily use since April 2026:
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This skill powers a **production LLM Wiki** that's been in daily use since April 2026:
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| Metric | Count | Growth |
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|--------|-------|--------|
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Top topics: ai-coding-tools (29 articles), ai-research (24), product-design-frameworks (8).
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See [examples/](examples/) for real articles, raw sources, and the operation log.
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See [examples/](examples/) for real articles, raw sources, and the operation log. See [SKILL.md](SKILL.md) for the full skill specification.
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## Install
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## Quick Install
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```bash
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npx add-skill Astro-Han/karpathy-llm-wiki
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```
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Works with Claude Code, Cursor, Codex, and other tools that support the [Agent Skills](https://agentskills.io) standard.
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Works with Claude Code, Cursor, Codex, and other tools that support the [Agent Skills](https://agentskills.io) standard. See [docs/SPEC.md](docs/SPEC.md) for detailed architecture and design decisions.
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## Quick Start
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The skill checks for broken links, missing index entries, stale cross-references, and reports potential issues.
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## How It Works
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## How Your LLM Wiki Works
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Inspired by [Karpathy's LLM Wiki idea](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f):
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The wiki compounds over time. Each new source enriches existing articles, adds cross-references, and flags conflicts.
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## Compatibility
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## Tool Compatibility
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This skill follows the [agentskills.io](https://agentskills.io) open standard. It works with any LLM coding tool that supports SKILL.md:
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| Claude Code | `npx add-skill Astro-Han/karpathy-llm-wiki` |
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| Cursor | `npx add-skill Astro-Han/karpathy-llm-wiki` (auto-converts) |
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| Codex CLI | Copy to `.agents/skills/karpathy-llm-wiki/` |
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| OpenCode | `npx add-skill Astro-Han/karpathy-llm-wiki` |
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| Others | Copy `SKILL.md` + `references/` to your tool's skill directory |
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**Alternative implementations**: See [lucasastorian/llmwiki](https://github.com/lucasastorian/llmwiki) (MCP-based web app) and [atomicmemory/llm-wiki-compiler](https://github.com/atomicmemory/llm-wiki-compiler) (CLI compiler) for other approaches to Karpathy's LLM Wiki pattern.
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## Inspired By
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This is an unofficial community implementation of the LLM Wiki workflow described in [Karpathy's idea file](https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f) (April 2026). The core value is a battle-tested set of compilation principles and workflow templates, not the code itself.
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