llm-ingestion-okf/llms.txt
Kjell Tore Guttormsen 64661c7198 chore(release): 0.8.5
Version to 0.8.5 in pyproject.toml, __init__.py and uv.lock; CHANGELOG's
[Unreleased] becomes [0.8.5] — 2026-09-12, carrying K3-23's instrument,
K3-25's default and K3-24's block-sources fix byte-identically, with the
two `### Changed` headings merged into one and one post written here: what
`okf.parse_frontmatter` now returns for a block `sources:` is a READING
projection PyYAML reads back on 0 of 4 605 measured block files.

No behaviour change in src/ beyond the version string. The guard pin stays
at v1.4.0 and the dependency floor stays at >=1.2,<2.0.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-09-12 19:38:46 +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@v0.8.5"
```
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.