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CROW

Classifier-routed LLM wikis: open-source tools and research.

CROW: a pixel-art crow standing on an open book, the wiki, with a network of documents, tools and uses growing from it

CROW builds LLM wikis that stay fast and cheap as they grow: a small classifier decides where each document goes, and the LLM writes the notes.

Where we're heading: every document, tool and team around one wiki. Today: PDF, Markdown and text files, with Ollama or any OpenAI-compatible provider.

LLM Wiki v2

crow-hq/llm-wiki-v2: give it your documents, get a wiki of plain Markdown notes that answers questions citing the notes it used. Runs on your computer with any provider, Ollama included.

CROW LLM-only wiki
Right note read 89% 62%
Time per ingest 18.4 s (2.1× faster) 38.6 s
LLM tokens per ingest 5,508 (68% fewer) 17,324
uv tool install "llmw2[server] @ git+https://github.com/crow-hq/llm-wiki-v2"
llmwiki2 demo

llmwiki2 demo opens an example wiki, no key needed. If it helps you, ⭐ star the repo.

Research

F. Cesarini, M. Sassarini, CROW: Classifier-Routed Organization of LLM Wikis, 2026. doi:10.5281/zenodo.22898752

Get in touch

Questions and ideas in Discussions · bugs in issues · crowhq.community@gmail.com

Made by Federico Cesarini and Marco Sassarini.

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  1. llm-wiki-v2 llm-wiki-v2 Public

    Turn your documents into a Markdown wiki you can read, that answers with citations. Works with any LLM provider, Ollama included. CROW classifier routing: 89% right note vs 62%, 2.1× faster ingest,…

    Python 245 38

  2. crow-desktop crow-desktop Public

    Crow: build your second brain from the documents on your computer. Downloads for macOS, Windows and Linux.

    18 1

Repositories

Showing 3 of 3 repositories
  • llm-wiki-v2 Public

    Turn your documents into a Markdown wiki you can read, that answers with citations. Works with any LLM provider, Ollama included. CROW classifier routing: 89% right note vs 62%, 2.1× faster ingest, 68% fewer tokens.

    crow-hq/llm-wiki-v2's past year of commit activity
    Python 245 AGPL-3.0 38 1 (1 issue needs help) 0 Updated Oct 21, 2026
  • crow-desktop Public

    Crow: build your second brain from the documents on your computer. Downloads for macOS, Windows and Linux.

    crow-hq/crow-desktop's past year of commit activity
    18 1 0 0 Updated Oct 20, 2026
  • .github Public

    CROW organization profile

    crow-hq/.github's past year of commit activity
    0 0 0 0 Updated Oct 13, 2026

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