llm-ingestion-okf/llms.txt
Kjell Tore Guttormsen 0963dfa5e5 chore(release): 0.8.3
Tag K3-19 and K3-20 together: a NISO-STS document's own identity names
its directory and titles its sources entry, --frontmatter KEY=VALUE and
description from a section's first spec point, and the consume fix that
keeps a leading directory every concept id shares out of the first
fusion signal. K3-19 alone dropped the known-positive from rank 1 to not
delivered; K3-20 A is what makes the identity safe to ship.

Version 0.8.2 -> 0.8.3 in pyproject.toml, __init__.py and uv.lock (uv
lock changed that one line only). CHANGELOG [Unreleased] closed as
[0.8.3] with its five entries moved unchanged. Five install lines move to
@v0.8.3, the tag history gains a v0.8.3 row, and the suite count is
re-measured: 1668 collected, 1667 passed, 1 skipped.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-09-11 06:09:54 +02:00

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# llm-ingestion-okf
> Turn a folder of documents (PDF, DOCX, XLSX, PPTX, MD) into a bundle a model can answer from with a source on every claim. Offline and deterministic: no model call anywhere in the run path. Security is delegated to llm-ingestion-guard.
Requires Python 3.10+ and [uv](https://docs.astral.sh/uv/). Neither this package
nor the guard it depends on is on a package index yet; one command resolves both:
```sh
uv tool install "llm-ingestion-okf[extract] @ git+https://git.fromaitochitta.com/open/llm-ingestion-okf.git@v0.8.3"
```
Then, in the folder you want to work from:
```sh
okf project ~/my-documents
claude
```
`okf project` writes the bundle to `.okf/<id>/` and a Claude Code skill to
`.claude/skills/<id>-consume/` in the current directory. Start `claude` there
and ask in plain language. Three shapes of request are supported and the
generated skill states the rules for each: a **question**, a **hypothesis**
(answered per premise as `confirmed` / `refuted` / `undecidable-from-bundle`),
and a **task whose answer is a document** (every claim in the written file
carries its source; an ungrounded paragraph is written and marked, never
dropped).
## Docs
- [Consume in Claude Code](README.md#consume-in-claude-code): the same thing in
steps, several bundles in one project, and what was measured.
- [README](README.md): the pip-only fallback if uv is unavailable, the guard
pairing per tag, the build flags, phase status, and the upstream OKF version
policy.