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File-based knowledge engineering CLI for Claude Code

Project description

open-knowledge-studio (oks)

File-based knowledge engineering CLI for Claude Code and coding agents.

oks is the command-line core of Open Knowledge Studio: a file-based knowledge base that turns raw material into a recallable, self-decaying wiki.

Install

pipx install open-knowledge-studio && pipx ensurepath

We recommend pipx because modern Linux (Ubuntu 24.04+) and macOS Homebrew Pythons are PEP 668 externally-managed, so a bare pip install fails. If your mirror lags behind PyPI, add --pip-args="-i https://pypi.org/simple".

Optional multimodal ingest (PDF / audio / video / formula extraction) lives in a separate, heavier package that you can pull in on demand:

pipx inject open-knowledge-studio oks-connector

(pipx apps share one venv without a standalone pip executable — pipx inject is how you add extras. In a plain venv, use pip install "open-knowledge-studio[connector]".)

What you get

  • 6+1-factor recall engine — token overlap, substring, topic trace, type boost, review penalty, memory curve, plus an optional goal boost that lifts on-scope pages.
  • Dreaming cycle — distill raw materials into draft proposals; humans review and promote them to the wiki.
  • Decay system — memory-curve scoring with type-specific λ and hot/warm/cold/evictable tiers.
  • oks CLI — search, recall, wiki CRUD, drafts, distill, lint, status, metrics.

The CLI core is dependency-light and calls no external network APIs; agents and humans orchestrate the pipeline around it.

Quick start

pipx install open-knowledge-studio && pipx ensurepath   # 1. install the CLI
oks init my-knowledge-base          # 2. scaffold an instance (skills + buckets)
cd my-knowledge-base
oks status                          # 3. use it
oks search "git branch"

oks init materializes the shareable layer (Claude Code skills, templates, schema, settings) and a git-tracked memory instance. No repo clone required.

Documentation

License

MIT

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