multica-ai

    multica-ai/andrej-karpathy-skills

    #13 this week

    A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

    218.5K stars
    22.0K forks
    218.5K GitHub watchers
    Updated Oct 11, 2026
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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    Ranks #13 of 1,950 repositories GStars tracks this week (top 1%).

    The project lists 7 contributors on GitHub.

    Peaked at #1 in the weekly ranking the week of Apr 12, its best in the past year.

    Use Cases & Benefits

    • Provides a set of coding guidelines to improve LLM-generated code behavior based on Andrej Karpathy's observations of common pitfalls.
    • Ensures more accurate, minimal, and goal-driven code changes by enforcing explicit reasoning, simplicity, surgical edits, and verifiable success criteria.
    • Use for integrating disciplined LLM coding practices into AI-assisted code generation workflows to reduce errors and overcomplication.
    • Use for maintaining clean and minimal pull requests by preventing unnecessary or unrelated code modifications in collaborative projects.
    • Use for creating project-specific CLAUDE.md guidelines that enhance LLM coding outputs with customized rules and verification loops.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    No license detected

    No license file detected by GitHub: unless the project grants one elsewhere, the default is all rights reserved.

    Community files

    • README: present

    Watch-outs

    • Warning: No license file detected by GitHub: unless the project grants one elsewhere, you generally have no permission to use, modify or distribute the code.
    • No GitHub releases; pin a commit or tag instead of a release.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

    "The models make wrong assumptions on your behalf and just run along with them without checking. They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

    "They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code... implement a bloated construction over 1000 lines when 100 would do."

    "They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."

    Excerpt from the multica-ai/andrej-karpathy-skills README on GitHub. © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Sep 8: +703Sep 9: +313Oct 11: +389

    +26,690 stars over 89 days across 10 snapshot days; best day +703 on Sep 8.

    Forks

    22.0K+2.3K

    Open issues

    133+8

    Compared with peers in LLM

    Fastest-growing repositories GStars tracks in this cohort for the week of Oct 11, by 7-day star growth

    multica-ai/andrej-karpathy-skills compared with LLM repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    thedotmack/claude-mem100.4K+3.6K75today
    tashfeenahmed/freellmapi34.7K+3.4K75today
    JuliusBrussee/caveman111.0K+1.6K753 days ago
    p-e-w/heretic35.1K+1.5K41121 days ago
    xerj-org/xerj3.8K+1.2K75today
    multica-ai/andrej-karpathy-skills218.5K+09—
    Category median35.1K+1.6K75—

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