MetamusicX

MetamusicX / llm-research-wiki

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A personal, LLM-maintained knowledge base for academic research. Implements Karpathy's LLM Wiki pattern with Claude Code.

academic-research claude-code karpathy knowledge-base llm-wiki
16
1
100% credibility
Found Apr 13, 2026 at 16 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
AI Summary

A personal, AI-maintained wiki for academic research that organizes sources into structured markdown pages for concepts, authors, debates, and more.

How It Works

1
📚 Discover the Research Wiki

You find this helpful tool for organizing your academic reading and notes into a smart, growing knowledge base.

2
💾 Download and Open It

You grab the folder and open it in your favorite AI chat tool, ready to make it yours.

3
✏️ Tailor It to Your Topics

You add a quick note about your main research interests, like key ideas or thinkers you study.

4
📝 Drop in Your First Source

You save a research article, note, or your own summary into the sources folder.

5
🧠 Let the AI Build Pages

You simply tell the AI to process your source, and it creates organized pages for concepts, authors, and connections.

6
🔍 Ask Questions and Explore

You chat with the AI about your research, and it pulls answers from your growing wiki, linking ideas effortlessly.

🎉 Your Smart Research Helper Grows

Over time, as you add more sources, your wiki becomes a powerful memory that connects everything you've read.

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Star Growth

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AI-Generated Review

What is llm-research-wiki?

llm-research-wiki turns raw academic sources like papers and notes into a personal, LLM-maintained knowledge base, implementing Karpathy's pattern with Claude Code on plain markdown files. Drop documents into a raw folder, run an ingest command, and Claude extracts claims to build or update wiki pages for concepts, authors, debates, and syntheses—creating a persistent layer that compounds insights over time. You query naturally for answers or lint for issues, all without databases or embeddings, hosted on your personal GitHub account.

Why is it gaining traction?

It skips RAG overhead for a structured wiki that Claude updates incrementally, with query cascades via clusters and related links keeping responses fast even at 100+ pages. The hook is dead-simple workflows—ingest, query, lint—paired with zero dependencies beyond Claude Code, making it ideal for personal GitHub token setups or Copilot users tracking knowledge. Developers dig the academic focus and how it evolves into a tool smarter than manual notes.

Who should use this?

Academic researchers and PhD students managing literature reviews on a personal GitHub account for work. Knowledge workers building an llm-maintained base for projects, using personal GitHub Copilot without license costs for side gigs. Anyone with Claude access needing a lightweight, personal GitHub page or website for structured research notes.

Verdict

Early maturity at 16 stars and 1.0% credibility score, but excellent docs make it forkable for personal academic use—clone and test small. Solid for niche needs, though scale it yourself until adoption grows.

(198 words)

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