Imported from landing-ai/ade-cli (SKILL.md). Install upstream with npx skills add landing-ai/ade-cli. Copyright stays with the author.

ade — agent skill

ade drives the ADE (Agentic Document Extraction) v2 document APIs (parse, extract) and persists everything it produces in a local store under ~/.ade. You are the judgment; the CLI is deterministic plumbing: it parses, persists, searches, renders, and totals — it never ranks or selects for you.

First move

ade help --json

One call returns the whole shipped surface: every command and flag, each verb's --json result shape, the exit states, and the store layout. Prefer it over N --help round trips. ade help workflow (also output, credentials, errors) is the conceptual page behind it. Check credentials with ade auth status --json; if logged out, set ADE_API_KEY, or pipe a key in (echo $KEY | ade auth login) — no terminal required either way. An API key acts in the organization it was created in; browser (OAuth) sessions carry their own selection — status reports it, ade auth org list --json shows the memberships, and ade auth org switch <org> --env <env> changes it. If a run must bill to a specific organization, confirm the selection before parsing: re-running the same invocation after a switch joins the recorded run instead of re-billing under the new organization.

Conventions

• Always pass --json. Every command emits one stable JSON object/array on stdout — errors and pending payloads included. Human text is for terminals, not for parsing. The whole result is on stdout: the extraction, the matches, the paths. Reading the store is a convenience, never a requirement — and ade help --json publishes each verb's shape, so you never have to discover it by running.
• --id-only when you only need the id. parse, extract, and find take it: the id(s), one per line, nothing else — JOB=$(ade parse -d report.pdf --id-only). Errors go to stderr, so a captured id is never a sentence.
• Job item ids are the currency. Every parse or extract run is a job item: one folder under ~/.ade/jobs/<job-item-id>/, keyed by the invocation (verb × environment × source × content × params; URL sources are keyed by the URL alone — no content component, so remote drift does not re-key). Commands accept an unambiguous id prefix. Changing the file, its path, or any param mints a sibling item — nothing is silently replaced.
• Commands are guarantees. parse means "ensure this exact run exists", not "fire a request". Re-running an already-done invocation is free — served from disk with an already parsed notice and "cached": true. Only --force re-bills.

The loop

1. Parse (free if already done):

   ade parse -d report.pdf --json
   

   The payload carries job_item_id — hold onto it. Everything else keys off it. The markdown and the elements projection stay on disk unless you ask for them: --include markdown, --include elements.

2. Discover element ids (local, instant, no API call):

   ade find JOB_ITEM_ID "total revenue" --json
   ade find JOB_ITEM_ID --type table_cell --page 3 --json
   

   (--job JOB_ITEM_ID is the equivalent flag spelling — repeat it to search several items in one call.)

   Matches are citation records: {job_item_id, element_id, type, page, box, text}. Filters compose (AND); results come in document order, never ranked — selection is your job.

3. Extract structured data against a JSON Schema:

   ade extract JOB_ITEM_ID --schema schema.json --json
   

   The result is its own job item. The payload's extraction key is the schema-shaped result itself — read it there, not off disk. Per-field evidence (evidence, persisted as evidence.json) joins extraction spans to element ids, pages, and boxes — non-empty fields the model synthesised rather than quoted are flagged ungroundable; empty-valued fields (blank cells, absent optionals — nothing to ground) are labeled empty. Neither is ever silently dropped.

4. Cite and show. ade view JOB_ITEM_ID --json builds a self-contained HTML viewer; deep links are the citation contract:

   ade view JOB_ITEM_ID --element-id ELEMENT_ID --json   # emits view.html#element=ELEMENT_ID
   ade crop JOB_ITEM_ID --element-id ELEMENT_ID --json   # PNG of that element's region
   ade crop JOB_ITEM_ID --type figure --json             # every figure, one command
   

   End answers with one deep link per job item, citing element ids. Use crop when you need to look at evidence mid-reasoning — it takes find's own filters (--type, --page, --all), so a selection crops in one call and returns crops[]; never loop find into crop yourself.

Reuse posture — parse bills once

Every parse the CLI ever runs is a reusable job item. Given a document path, extract -d FILE --schema … reuses the latest completed parse of that path+content (logged in the summary; no parse billed). If none exists, it runs a standalone parse first — a normal, top-level parse item, exactly as if you had run parse -d — then the extraction referencing it: two billable runs, both itemised. Repeat extract -d runs of the same file then reuse that parse, so it bills exactly once.

Prefer the explicit two-step (parse -d, then extract JOB_ITEM_ID) when you want the same parse to feed several schemas — the id makes the reuse visible.

Pending and resume

Wait expiry is a normal outcome, not an error. If the poll budget (--wait, default 600s) runs out, the command exits with code 3 and a {"status": "pending", "run_id": …, "job_item_id": …} payload while the run continues server-side (submitted work always completes and bills — there is no cancel). The recovery gesture is always the same command, re-run. A re-run joins the recorded run; it never resubmits and never re-bills. Interrupts (Ctrl-C) stop the waiting, not the work — same gesture. --wait 0 submits and returns immediately.

Submit-and-return, then collect later — the pending payload carries the id too, so this works in both steps:

JOB=$(ade parse -d report.pdf --wait 0 --id-only)   # exit 3, run continuing
ade parse -d report.pdf --json                       # re-run: resumes, never re-bills

Exit codes

Reading the store directly

Optional, never required: every result is already on stdout. Artifacts are plain files — history list --json gives every item's records, and the summaries print each item's store path.

• parse.json — raw ParseResponse (ground truth, verbatim)
• parse.md — the parse markdown extraction spans index
• elements.json — flat element records with inline grounding; boxes are normalized {xmin, ymin, xmax, ymax} fractions of page size in [0, 1]
• extract.json — raw extraction result with per-field spans
• evidence.json — the field→box join (element ids, pages, boxes)

One vocabulary note when reading these files: on-disk records (meta.json, job.json, parse/ref.json) spell the server-side run id as job_id — the wire contract's name for the same value --json payloads report as run_id. Neither is ever the job item id.

Prefer find over loading elements.json into context: it returns joined records, not lines. history clear JOB_ITEM_ID deletes an item; clearing a parse item cascades to the extractions referencing it.

Sharp edges

• --options is a verbatim ParseOptions pass-through — the server rejects unknown keys with a 422, so consult ade help parse for the accepted keys rather than guessing.
• Parse variants coexist. The same document parsed with different params is a sibling item, not a replacement. An extraction goes stale only when its exact parse item is re-run in place with --force.
• Moving or editing a file changes identity — the next parse of it is a new job item that bills. The old item and its evidence stay intact and true of the run they came from.
• --markdown extractions have no page evidence (there is no parse to join against) — evidence degrades to spans-only, and view renders the markdown pane alone.
• URL parses have no local bytes, so page imagery renders from an attached copy: parse --document-url … --keep-copy fetches it at parse time (reliable — pre-signed URLs expire); otherwise the first view/crop downloads it automatically (--no-download skips; the payload records downloaded, and on a failed fetch view degrades to an empty preview with download_error while crop errors). Markdown, elements, and extractions work either way.