area-manifest-authoring

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Use when creating or updating a docs audit area manifest in this repo, especially for a new docs domain or when you need to discover likely source files across the watched repos and draft manifests/<area>.toml.

lancedb By lancedb schedule Updated 5/24/2026

name: area-manifest-authoring description: Use when creating or updating a docs audit area manifest in this repo, especially for a new docs domain or when you need to discover likely source files across the watched repos and draft manifests/.toml.

Area Manifest Authoring

Use this skill to create or refresh manifests/<area>.toml for the docs-audit workspace.

This repo does not vendor the watched repos. The job is to map a docs domain to compact, user-facing evidence in the external repos. Use the description from existing manifests as a starting point.

Read first

Before editing a manifest, read:

  • README.md
  • AGENTS.md
  • config.toml
  • the current manifest if one already exists at manifests/<area>.toml

Goal

Produce a manifest that:

  • defines the docs pages in the area
  • maps each page to a small set of relevant evidence files
  • prefers user-facing surfaces over deep implementation internals
  • is easy to maintain when repos evolve

Workflow

1. Fix the area boundary

Identify:

  • the manifest filename and area name
  • the docs section or path prefix in the docs repo
  • the pages that should be audited together

If the boundary is fuzzy, prefer a narrower area. Smaller manifests are easier to keep accurate.

2. Start from the docs pages, not from code

For the target docs domain:

  • list the public docs pages that belong in the area
  • capture one stable id per page
  • extract a few page-specific keywords from titles, headings, callouts, and API names

Keep page IDs short and stable. They become artifact filenames and state keys.

3. Discover candidate evidence across repos

Search all watched repos for user-facing signals tied to the area.

Start with targeted searches:

  • docs repo: snippets, tests, nearby pages
  • lancedb repo: public API files, doc comments, tests, lifecycle code
  • sophon repo: request schemas, UI copy, config, integration tests

Useful commands:

rg -n "keyword1|keyword2|keyword3" <docs-repo> <lancedb-repo> <sophon-repo>
rg --files <docs-repo> <lancedb-repo> <sophon-repo> | rg "search|index|storage"

Resolve those repo roots from config.toml before you search.

When searching for future drift or newly added files:

  • search by feature nouns and API verbs, not just the current filename
  • search neighboring directories to the current sources
  • look for tests and snippets added after the original manifest was written
  • look for new UI or config surfaces that expose user-visible behavior

Do not try to include every related file. Include only the files that are likely to expose missing documentation.

4. Select compact evidence

Prefer files that reveal stable, user-visible behavior:

  • tested snippets
  • integration tests
  • request and config schemas
  • public API surfaces and doc comments
  • UI copy and operational config

Avoid bloating the manifest with:

  • large internal implementation files that expose little user-facing behavior
  • duplicate files that repeat the same concepts
  • broad file lists when one or two narrower files would carry the same signal

In general, a source block should stay compact. Split sources by surface type when that keeps the manifest easier to reason about.

5. Draft the manifest

Create or update manifests/<area>.toml with:

  • top-level metadata:
    • name
    • description
    • docs_repo
    • rotation_unit
    • keywords
  • one [[pages]] block per docs page
  • one or more [[sources]] blocks that map evidence to the right page IDs

Use applies_to deliberately. That is the main control for keeping bundles relevant.

Mechanical checks

Before finishing, verify:

  • the manifest filename matches the intended CLI area
  • every repo exists in config.toml
  • every page id is unique
  • every applies_to entry points to a real page id or *
  • every path exists in the referenced repo
  • keywords are concise and domain-specific rather than a long dump of terms

If you create a new area, also update enabled_areas in config.toml if the automation or operators expect it.

Validation loop

After drafting the manifest, run:

uv run python -m docs_audit.deterministic_runner prepare --area <area>

Inspect:

  • the run_dir printed by prepare (normally artifacts/pending/<run_id>)
  • <run_dir>/metadata.json
  • <run_dir>/selected_pages.json
  • <run_dir>/page_bundles/*.json

Manifest validation is intentionally a pending run. Do not write report.md or call complete unless you are running the full docs audit. Completed runs with reports are the only directories that should be published under artifacts/runs/.

If the bundles are noisy, tighten:

  • page keywords
  • source extract_keywords
  • applies_to
  • source file selection

If the bundles are sparse, add the smallest missing user-facing source that improves evidence quality.

Output contract

When using this skill, the final result should:

  • create or update manifests/<area>.toml
  • mention the main assumptions made about area boundaries
  • call out any likely blind spots or missing repos/files that should be reviewed later

Request template

Use a request like:

Use skills/area-manifest-authoring/SKILL.md to create or refresh manifests/<area>.toml for the <domain> docs. Scan the watched repos for likely user-facing evidence, keep the source list compact, and validate the manifest by running the prepare step.
Install via CLI
npx skills add https://github.com/lancedb/docs --skill area-manifest-authoring
Repository Details
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