# Extending the ingest layer This document explains the ingest layer as **implemented in this repo (D7)** and how to extend it. It is scoped to what D7 actually ships: the `file` (CSV) and `sql` (SQLite) source types. The `http`/MCP source type is an optional extension point that D7 does **not** implement — see [HTTP/MCP — an extension point D7 does not build](#httpmcp--an-extension-point-d7-does-not-build). The layer is built from the framework-neutral [`ingest-spec.md`](../shared/ingest-spec.md) alone (section references below, `§n`, point into it). Everything here is deterministic and runs offline: ingest makes **zero model calls**, touches no network, and [`ingest.py`](../src/portfolio_optimiser_claude/ingest.py) imports nothing from the Agent SDK — it is pure standard library. ## Where ingest sits ``` manifest → connector → materialization → OKF bundle (+ index) → [existing 8-step loop, unchanged] ``` The method spec forbids query-time retrieval against the bundle (method-spec §3 Step 1), so **data reaches the model only via OKF bundles.** Ingest is the deterministic step in front of the loop that makes that true: a connector reads a real source, and the extract is materialized as an OKF bundle the loop then reads exactly as it reads a hand-curated one — by navigation, never retrieval (§1–§2). This is not RAG and not a live lookup inside the loop. ## The manifest — the whole coupling to a source One JSON file couples an expert to a source (§4). It is schema-validated **fail-fast before any source call** ([`ManifestContract`](../src/portfolio_optimiser_claude/ingest.py)); a malformed manifest never starts a run. Queries are **configuration, not code** — declarative strings the connector interprets, never evaluated as program code. A `file` manifest (from [`examples/ingest-golden-file/manifest.json`](../examples/ingest-golden-file/manifest.json)): ```json { "manifest_version": 1, "source": {"type": "file", "id": "prosjekt-arkiv", "root": "fixture"}, "bundle_summary": "Two CSV extracts from a local project archive (file source type).", "extractions": [ {"id": "costs", "title": "Project costs", "query": "costs.csv", "okf_type": "dataset", "max_rows": 10} ] } ``` A `sql` manifest differs only in `source`; the `query` becomes a single read-only SELECT (from [`examples/ingest-golden-sql/manifest.json`](../examples/ingest-golden-sql/manifest.json)): ```json { "source": {"type": "sql", "id": "portefolje-db", "connection_ref": "PORTEFOLJE_SQL_DSN"}, "extractions": [ {"id": "costs", "title": "Project costs", "query": "SELECT id, item, amount, note FROM costs ORDER BY id", "okf_type": "dataset", "max_rows": 10} ] } ``` `source` is **polymorphic on `type`** — a Pydantic discriminated union (`FileSource | SqlSource`). A manifest whose `source.type` is anything other than `file` or `sql` (including `http`, or an unknown tag) fails validation fail-fast; it is never silently accepted. ## The two source types D7 implements ### `file` — a local CSV catalogue `source.root` is the directory extraction paths resolve against; `query` is a relative path to a CSV whose first row is the header. Path resolution is **boundary-checked fail-closed** against `root` (`_resolve_within`) — an extraction can never read outside the catalogue. ### `sql` — a local SQLite database `source.connection_ref` is the **name** of an environment variable whose value is the database path — the location/credential never lives in the manifest (§4, §8), so a manifest is versionable and shareable without secrets. An unset reference fails fast. The connection is opened **read-only** (`sqlite3` URI with `?mode=ro`), and SQLite executes exactly one statement per `execute`, so the single-statement rule is enforced by the driver. Give the `query` an explicit `ORDER BY`: golden conformance requires a stable row order (§4). Both connectors enforce `max_rows` fail-fast — an extraction over its cap is an error, never a silent truncation (§8). ## Materialization — what a connector's rows become Each extraction becomes one concept file `ingest-{id}.md` (§5) with: - a **provenance frontmatter layer** (§7) — `type`, `title`, `source_system`, `source_query`, `ingested_at`, `ingest_manifest`, `generated: true`, in exactly that order. This is a *separate* contract from the method spec's §9 proposal provenance — the two are never mixed. `generated: true` plus the manifest reference is the honesty marker: a machine-made bundle is always labelled as such (§1). - a **markdown table** body — header row = column names, data rows in source order, with §5 cell escaping. Cell typing is the connector's contract: `file` cells are all `str`; `sql` cells are typed (`int` → decimal, `float` → shortest round-trip form, `NULL` → empty string, **any other type → fail**, never a silent coercion). See `_render_sql_cell`. `ingested_at` is an **explicit required argument** to `materialize` — there is no wall-clock default. That is what makes golden extractions bit-deterministic. Re-materialization removes exactly the ingest-stamped files, writes the new set, and updates `index.md` — curated and promoted files (and their index links) always survive (§3, §5, §6). ## How to add a new source type Adding `sql` on top of `file` touched four places; a new local source type follows the same shape (all offline, no spec change if the type already exists in §4): 1. **A source model.** Add a Pydantic variant (like `SqlSource`) with `type: Literal["yourtype"]`, its own fields, and the shared `id` grammar validator. Add it to the discriminated union in `ManifestContract.source`. 2. **A connector.** Add a `_read_yourtype(...) -> list[list[str]]` returning the header row followed by data rows in source order, and enforcing `max_rows` fail-fast. Route to it from `_read_extraction` on `source.type`. If cells can be non-`str`, add a `_render_*_cell` that types them explicitly and **fails on any unsupported type**. 3. **A golden case.** Add `examples/ingest-golden-{type}/` with `manifest.json`, `fixture/`, `ingested-at.txt`, and the byte-exact `expected-bundle/` (§11). This is the only fasit. 4. **Load-bearing tests.** Mirror the existing seam tests so each goes **red when its seam is detached** (§11): golden regression, provenance stamping, navigability through the unchanged `okf.py`, verdict-layer reservation, and re-ingest safety. Green-but-dead is the failure mode the rule exists for. Keep it deterministic and offline: connectors are tested only against fixtures and golden extractions, and the suite must run without credentials or network (§11). ## HTTP/MCP — an extension point D7 does not build The spec names `http` as an **optional** source type (§1, §4): a remote endpoint with a `base_url` and an optional named `credential_ref`, and "an MCP-based connector is an extension of this family." Implementing it does not require a spec change, and **not** implementing it does not break conformance (§1). **D7 does not implement it.** There is no HTTP connector and no MCP connector in this repo. A manifest naming `type: "http"` is rejected fail-fast at validation (proven by `test_malformed_manifest_is_rejected`, which parametrizes both `http` and an unknown discriminator). This repo ships **no** network egress path and **no** live-source integration. If you were to build it, three honest pointers — none of which exist in D7 today: - **The spec's `http` schema (§4, §5, §8).** `base_url` must not embed credentials; `credential_ref` names a runtime-resolved secret; the network opt-in flag (§8) is a **run argument, never a manifest field** — without it the connector MUST refuse fail-fast; the response body materializes verbatim inside a fenced code block (§5). - **The MAF sibling's demonstration (I6).** The sibling implementation ([`open/portfolio-optimiser`](https://git.fromaitochitta.com/open/portfolio-optimiser)) demonstrates the HTTP/MCP extension point against a **local mock**, behind the opt-in network flag — no live source. It is referenced here as a pointer only; D7 is built from the shared spec, not from the sibling's code. - **The SDK vehicle for an MCP connector.** An MCP-based connector would be built on the Agent SDK's `create_sdk_mcp_server` / `@tool` primitives. These are **not used anywhere in this repo** — `ingest.py` is pure standard library. They are named here only as the mechanism you would reach for, not as something D7 wires up. Whatever the transport, an `http`/MCP connector MUST honour the same manifest, materialization, gate, and golden contracts as the local connectors (§4) — and the network gate itself is a load-bearing seam (§11): the connector must refuse fail-fast without the opt-in flag.