- Python 100%
Operator directive 2026-07-26: the library always supports the current
latest version of Google OKF. v0.2 shipped 2026-07-25, so v0.2 support is
committed work rather than something a consumer has to request. This
overrides the previous default answer to open question V3 ("no until a
named consumer asks"), which is kept in the plan marked superseded so the
override reads as deliberate.
Support is additive: a new profile, never a migration of the existing two.
That single design choice is what makes an always-latest policy sustainable,
and it resolves the tension the directive would otherwise create with three
constraints that do not yield to it:
- DEFAULT states commons' ingest-spec section 5 layer, so its `generated`
shape is commons' call. Under the additive design this stops blocking us,
which takes commons off the critical path.
- STRICT_V1 mirrors the proving consumer's ratified contract; changing
another repo's contract from here would violate O2.
- v0.2 defers the attestation receipt and verdict wire formats upstream, so
the format is supportable and the unspecified runtime is not. It re-enters
scope when upstream specifies it.
This is also the first time the phase-3 profile abstraction is forced by
something outside this repo rather than by a second consumer, which is the
better test of whether the seam was cut in the right place.
Deliverables D1-D6 replace the earlier decision-round framing: a frontmatter
model that can carry block lists (`sources`, multi-verifier `verified`), an
OKF_V0_2 profile plus an OKF_LATEST alias whose moving-target tradeoff is
documented rather than hidden, Door C conformance against the consumer
tolerance rules, `Attested Computation` round-trip, v0.2 golden fixtures, and
a release-checklist re-check so the standing policy cannot decay silently.
Two new assumptions carry the weight. V-A7 forbids any profile from emitting
`timestamp` together with a malformed `generated`, since that combination
would have neither a valid `generated.at` nor an eligible section 13.1
fallback. V-A8 validates our own v0.2 fixture against upstream's reference
implementation, because every other test in the suite only asks whether we
agree with ourselves.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01A2aKJxLejT9S8jYwoZ9fut
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| docs | ||
| examples | ||
| src/llm_ingestion_okf | ||
| tests | ||
| .gitignore | ||
| CHANGELOG.md | ||
| CLAUDE.md | ||
| LICENSE | ||
| pyproject.toml | ||
| README.md | ||
| uv.lock | ||
llm-ingestion-okf
Shared ingestion library for OKF (Open Knowledge Format) bundles.
Status: phases 1 and 2 are implemented. Phase 1 (spec-based ingestion) covers
manifest validation, the file/sql/http connectors, deterministic
materialization, index generation, and the golden fixture suite under
examples/. Phase 2 adds the bundle inbox (process_inbox) and
external-bundle import (import_bundle), both against an injected persist
gate, with llm_ingestion_okf.guard_adapter wiring that gate to the real
guard (see below). One phase-2 item is deliberately outstanding: binary
extraction (pdf/docx/xlsx behind the [extract] extra) is unimplemented,
so those types are rejected fail-fast. Phases 3–4 are planned (see
docs/plan/).
Planned scope (v1)
The library provides three entry points for getting content into an OKF bundle:
- Spec-based ingestion. An implementation of the normative ingest
specification owned by
portfolio-optimiser-commons: manifest →file/sql/httpconnector → deterministic materialization ofingest-{id}.mdconcept files → index generation. Zero model calls in the run path; output is reproducible byte-for-byte against golden fixtures. - Bundle inbox. A drop directory where common file types are converted
to OKF concept files. All file-type→text extraction lives in this library:
md,txt,csv,json, andhtmlare handled by the stdlib core;pdf,docx, andxlsxrequire the optional[extract]extra and are rejected fail-fast without it. Extracted text passes the security gate before anything is persisted. - External bundle import. Import and merge of third-party OKF bundles: each concept is assessed via the security gate, and only concepts that pass are merged, materialized, and linked into the index.
Boundary: security is delegated
Security is owned by the sibling package
llm-ingestion-guard
(pinned >=0.2,<0.3). The division is strict:
- guard answers "is this content safe to persist?" — scan, sanitize, quarantine, fail-secure, provenance stamping.
- this library does the plumbing — connect a source, materialize a deterministic OKF bundle, generate the index.
No security functionality is reimplemented here.
What is gated today: read this before trusting a door
- Door A (
materialize_bundle) is ungated. It calls nothing before writing to disk and writes what it is given. A caller materializing untrusted content is responsible for gating it. - Doors B and C (
process_inbox,import_bundle) gate through an adapter you pass in. Each takes agateargument; the flow hands it the content and obeys the verdict, refusing to persist anything that does not clear the guard's non-blocking floor — including a disposition it does not recognise, and (at Door C) a concept the gate returned no verdict for. What it cannot do is check that your adapter is a real guard: a permissive stub approves everything, and the flow will believe it.
llm_ingestion_okf.guard_adapter is the adapter over the real guard, and the
only module here that imports it — importing the package itself does not:
from llm_ingestion_okf import process_inbox
from llm_ingestion_okf.guard_adapter import inbox_gate
result = process_inbox(inbox_dir, bundle_dir, "2026-07-25T12:00:00Z",
okf_type="reference", gate=inbox_gate)
Two properties of that adapter are worth knowing before you rely on it.
It screens the exact bytes it persists — the guard's prepare_input
bookend prepares text for a model call, which this library never makes, so
only screen_output is used and the screened string is the written string.
And it refuses rather than repairs: a file carrying an invisible
zero-width or bidi character is rejected, not silently stripped and written.
Door B screens under the untrusted-upload policy, so any finding at all is
held back rather than persisted.
This section is stated plainly because earlier wording ("calls the guard at every persist gate") described the intended end state in the present tense, and a consumer reasonably read it as safe-by-default.
Roadmap
The library is built in four phases so that every known OKF surface in the ecosystem is eventually covered. Each phase has a detailed plan with verification criteria:
- Spec-based ingestion (Python) with byte-exact golden fixtures — plan.
- Bundle inbox and external-bundle import (Python), guard-gated — plan.
- Configurable bundle contract (types, layers, frontmatter sets, index
shape, and reserved-file policy as configuration), enabling stricter
bundle profiles such as
strict-v1— plan. - A
node/half: a zero-dependency Node/ESM package (importable and CLI-invokable, vendored per consumer) providing bundle checking, index generation, inbox processing, and document conversion for the OKF second-brain plugin ecosystem. The Python and Node halves share the OKF contract and fixture suite, not code — plan.
Non-goals
- Verdict/feedback machinery from the method specification (stays in the consuming repositories).
- Embedding- or retrieval-layer functionality.
- Security functionality, in either runtime — that is always
llm-ingestion-guard's domain.
Requirements
Python 3.10+, and exactly one runtime dependency — the security boundary,
llm-ingestion-guard>=0.2,<0.3. Everything else is stdlib.
That guard is not on a package index yet, so with pip, install it first —
otherwise installing this package fails with No matching distribution found for llm-ingestion-guard:
pip install "llm-ingestion-guard @ git+https://git.fromaitochitta.com/open/llm-ingestion-pipeline-security.git@v0.2.0"
pip install "llm-ingestion-okf @ git+https://git.fromaitochitta.com/open/llm-ingestion-okf.git@v0.4.0"
With uv, one command is enough — uv pip install "llm-ingestion-okf @ git+…@v0.4.0"
resolves the guard from the tag on its own, because uv reads the
[tool.uv.sources] entry in this project's pyproject.toml when it builds
from the source tree. Both paths were measured on 2026-07-25.
A git URL is a PEP 508 direct reference and pins one exact tag, so it is an
install-time channel, not the pin: the range above stays the declared
dependency — the built wheel carries Requires-Dist: llm-ingestion-guard<0.3,>=0.2 — and resolves normally once the package index
exists. The optional [extract] extra (pdf/docx/xlsx parsers) is not
populated yet. The planned Node half targets Node/ESM with zero npm
dependencies.
License
MIT — see LICENSE.