- Python 100%
Guard v0.3.3 added allow_reserved (default True) to okf.import_bundle, reversing the phase-2 plan's "reserved-name rejection is unconditional" reading -- an unqualified call would now merge index.md/log.md instead of refusing them. Decided: pin allow_reserved=False explicitly at the pin bump, keeping the original commitment. No code change yet -- the installed pin is still v0.2.0, where the kwarg does not exist. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01KZPHJpPeSMzVqvbQRxh2Ux |
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| examples | ||
| src/llm_ingestion_okf | ||
| tests | ||
| .gitignore | ||
| CHANGELOG.md | ||
| CLAUDE.md | ||
| LICENSE | ||
| pyproject.toml | ||
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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.
Upstream OKF versions
The library targets the current latest version of Google's OKF. Support is additive — a new upstream version arrives as a new profile, never as a migration of an existing one — so upgrading the library does not change the bytes an existing profile emits.
| Profile | Contract | Status |
|---|---|---|
DEFAULT |
commons' ingest-spec §5 layer (OKF v0.1 semantics) | stable |
STRICT_V1 |
a consumer's ratified v0.1 contract | stable |
OKF_V0_2 |
OKF v0.2 | provisional, pre-release only |
OKF_LATEST |
alias for the latest version supported as stable | currently DEFAULT |
OKF_V0_2 ships first as a pre-release to a named pilot set and may change on
their feedback without a deprecation cycle. Pin the versioned constant rather
than OKF_LATEST unless you have explicitly opted into tracking; OKF_LATEST
moves at general availability, which is a deliberate release event rather than
a side effect of an upgrade.
Selecting a profile is keyword-only, so existing call sites are unaffected:
materialize_bundle(manifest, bundle_dir, ingested_at, profile=OKF_V0_2)
A bundle may declare the version it targets. OKF v0.2 §12 makes this a MAY, and
puts the declaration in the bundle-root index.md's frontmatter block. The
profile names the key; the caller supplies the value, because that value
tracks the upstream version and is not this library's to decide:
materialize_bundle(
manifest, bundle_dir, ingested_at,
profile=OKF_V0_2,
root_frontmatter_values={"okf_version": "0.2"},
)
Omit the argument and no frontmatter block is written. Offering a key the profile does not name is refused before anything is written to disk.
Attested computations (v0.2 §10)
OKF_V0_2 supports the Attested Computation type as a format: its five
contract fields — runtime, parameters, computation, executor,
attester — are emitted in canonical position, judged, and round-tripped.
runtime is required for that type and for no other, which the profile
expresses through FrontmatterSchema.required_by_type; a type the mapping does
not name carries no extra requirement, because §14 forbids a consumer to reject
on an unknown type.
Nothing here executes a computation or checks an attestation. Upstream defers the receipt and verdict wire formats, so there is no contract to implement, and the question an attestation answers — was this value produced the sanctioned way — is not this library's. It re-enters scope when upstream specifies the protocol.
On the import side, a third-party concept may name an executor or attester
resource pointing at executable code. Door C imports the pointer and never
the code — it writes concepts verbatim and skips every non-.md file — so such
a reference may not resolve, or may resolve to a file the destination tree
already holds under that path. Each one is reported in
ImportResult.unverified_references; the concept still merges, because §14
forbids rejecting a bundle over a broken cross-link while §10.5 asks a consumer
to surface rather than silently drop. The report names the pointer key, not the
resource it points at: recovering the resource needs the structured reader.
One limit worth knowing before you write such a concept: §10.2 presents
executor and attester as nested block mappings, and this library's
frontmatter parser is line-oriented. It reads inline flow mappings
(executor: { resource: …, receipt: [ … ] }) as opaque values that round-trip
unchanged, but it cannot read the block form — two block mappings that both
carry a resource collapse into one namespace and the first is lost. Write the
flow form; both are valid YAML, and a real YAML consumer recovers the same
structure from either.
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.