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dpm-field-extraction

Use to pull named field values (borrower, amount, dates — whatever the job defines) out of documents a DPM run has already routed, using a per-job field schema.

Skill by agentchieflou

IndexedMIT★ 1
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/agentchieflou-dpm-field-extraction

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Use to pull named field values (borrower, amount, dates — whatever the job defines) out of documents a DPM run has already routed, using a per-job field schema. Produces a review file with full DPM lineage. Never extracts from OCR-routed documents without saying so.

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/dpm-field-extraction

What's inside

Skill name
dpm-field-extraction
Description
Use to pull named field values (borrower, amount, dates — whatever the job defines) out of documents a DPM run has already routed, using a per-job field schema. Produces a review file with full DPM lineage. Never extracts from OCR-routed documents without saying so.
License
MIT
Instructions
35 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# DPM: field extraction

Prereq: a DPM job manifest exists (`ad-dpm convert` wrote it) **and** the requester has supplied, or agreed, the list of fields. No field list → `friction-log` type `missing-info`. STOP — guessing a field list is how the wrong values get into a report.

The field list is an **input**, never built in. It is a small JSON file per job:

```json
{"fields": [
  {"name": "borrower_name", "hint": "Borrower:", "required": true},
  {"name": "loan_amount",   "hint": "Loan Amount:", "required": true},
  {"name": "policy_no",     "hint": "Policy (No|Number)[.:]", "regex": true}
]}
```

1. Save it as `.agent/in/<run_id>-fields.json`. `hint` is the label to search near; `regex: true` makes it a pattern. `required` only affects `--strict`.
2. Run it:

```
ad-dpm extract-fields --manifest <governed-dir>/<run_id>/job-manifest.json --schema .agent/in/<run_id>-fields.json
```

3. Read `meta`. The counts are the whole picture:
   - `found` — one value, one place.
   - `ambiguous` — the label appears more than once with **different** values. Not a guess to accept: open the review file and check those documents by hand.
   - `not_found` — the label is not in the text. Check the hint against a real document before concluding the field is absent; a wrong hint and a missing field look identical.
   - `no_text` — routed as native text but the text is empty. That is a routing problem, not a missing field: report it to DPM.
   - `needs_ocr_review` — **not extracted at all.** The document is OCR-routed and its text quality is unverified. Never report these as missing: say they were not read.
4. `missing_required` in `meta` → a required field no document yielded. Say so plainly in the handover; do not substitute a value from anywhere else.
5. The review file is `.agent/out/<run_id>-field-extraction.md`. Cite its path. Never restate rows in chat.
6. `state-update`: artifacts. Hand off → `dpm-consumer-integration` when the values feed the consumer, else `router`. When `not_found` dominates because the documents have no consistent labels to search near, hand off → `content-understanding-extract`: an analyzer holds its own schema and does not need one.
7. Never write to the DPM run root — the command fingerprints it before and after and fails if anything changed. Never edit the manifest to make a field resolve.
8. Every row carries the document id, page and source sha256 from DPM's own lineage. If a value is questioned, that is what answers it — never construct a second provenance trail.

§ The manifest and its lineage fields: `skills/dpm-consumer-integration/references/dpm-contract.md`.

From agentchieflou/this-next-please, MIT.

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Last commit (this folder)
Sep 5, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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dpm-field-extraction skill. Agent Mart. https://agentmart.dev/skills/agentchieflou-dpm-field-extraction (last updated 2026-10-24)