gaia-research

gaia-audit

Focused single-target audit of one Gaia skill, named skill, or real-skill catalog item. Use this skill when: auditing a specific skill by ID or name, a skill looks overpromoted, evidence feels thin or dead, a contributor's skill seems outdated or superseded, the rank doesn't match the source quality, evidence is mapped to the wrong Evidence Type, a skill at 3★+ is missing a working GitHub link, someone asks "does this skill deserve its stars?", or you want the smallest possible correction with validation — not a bulk sweep. This is NOT for bulk curation passes (use /gaia-curate for that) or meta-level registry sweeps (use /gaia-meta-audit). It is specifically for "fix this one skill, get it right."

gaia-research 23 8 Updated 1mo ago
GitHub

Install

npx skillscat add gaia-research/gaia-skill-tree/gaia-audit

Install via the SkillsCat registry.

SKILL.md

gaia-audit

Perform a focused, single-target audit of one Gaia skill or catalog item and apply the smallest correct source-level fix. The goal is accuracy over coverage: one skill, done properly.

Why single-target?

Bulk passes introduce unintended side effects and make diffs hard to review. A single-target audit lets you go deep — verifying the actual source material, not just the metadata — and produces a minimal, reviewable change. If you find adjacent issues while auditing, note them but do not fix them in this pass.

Workflow

1. Locate the target

Determine which registry layer owns the skill:

  • Generic (starless) canonical skill: registry/nodes/<id>.json (or via registry/gaia.json)
  • Named skill implementation: registry/named/<contributor>/<skill>.md
  • Real-skill catalog item: registry/real-skills.json

Run rg <skill-id> across the repo to find every occurrence — frontmatter references, named files, catalog entries, and timeline events — before touching anything.

2. Ask the diagnostic questions

Work through these in order. Stop when you find a violation — that's the correction to make.

  • Does the skill exist at all in the registry?
  • Is it generic (no stars) or named (2★–6★)? Generic skills have no level; only named implementations carry stars.
  • Does it map to the claimed Gaia capability? (Check CONTEXT.md for canonical vocabulary.)
  • Does the evidence actually support the claimed rank (stars)? Re-read each source URL — homepage and directory listings are weak; SKILL.md blobs, papers, benchmarks, and release notes are strong.
  • Is it outdated, superseded, or a duplicate of something already in the registry?
  • For named skills at 3★+: is there a working blob/branch/subpath GitHub link? A dead or missing link is grounds for demotion.
  • For fusion/upgrade opportunities: note if related basic skills could cleanly consolidate, but do not act on it in this pass unless the target is explicitly the consolidation candidate.
  • Does the skill have structural, documentation, or packaging issues? Classify against the Four-Tier Audit Taxonomy (GOVERNANCE.md §4.2 / RFC #1809):
    • Tier 1 (Malicious / Imposter Squatter): Bad-faith aggregation, hijacking other maintainers' repos/stars, or falsified attribution → Expungement from registry.
    • Tier 2 (Packaging / Install Shape Gap): Authentic concept and author, but missing standard packaging or broken links → For ≤2★, tag installable: false per CONTRIBUTING.md §12. For 3★+, demote to 2★ (or 1★ per Star Bar) and request repackaging. Never purge or label as an imposter.
    • Tier 3 (Early-Stage / Under-Evidenced Stub): Authentic author, thin docs or preliminary evidence → Keep at baseline 1★ (Awakened), request doc enrichment, or tag needs-info. Never purge.
    • Tier 4 (Product-Coupled / Non-Generalized): Real tool documentation needing generalization (#1766, #1801) → Enforce maker attribution via check_product_attribution.py and route to generalization.
  • Mandatory Contributor Check: If the author is a known contributor, co-founder, or team member, deletion is strictly prohibited without direct maintainer outreach and documented review.

Skip the rarity field entirely — it is deprecated and carries no review signal (see CONTEXT.md § Rarity).

3. Present findings before acting

Write out what you found and the proposed correction before making any edit. This gives the user a chance to redirect. If no correction is warranted, say so explicitly with the reason — "no action" is a valid and useful audit outcome.

4. Apply the correction via CLI

All mutations go through the CLI, not direct file edits — this preserves timeline logging and schema integrity.

# Adjust rank (named skills only — use contributor/skill format, not bare generic IDs)
gaia dev calibrate <contributor/skill_id> <N>★

# Change generic type (basic / fusion)
gaia dev reclassify <generic_id> <type>

# Update named status (awakened / named / etc.)
gaia dev update-named <contributor/skill_id> --status <status>

# Add or replace evidence
gaia dev evidence <skill_id> "<url>" --type <arxiv|repo|github-stars|...> --trust <value>

# Log a demotion event in the timeline
gaia dev timeline <skill_id> --action demote --notes "<reason>"

For dead evidence links: remove or replace the offending entry, then log a timeline event. Do not patch a demerits field — that field is being removed from the schema.

5. Regenerate and verify

gaia dev build       # sync all derivative files after registry edits
gaia dev validate
gaia dev validate --intake
gaia dev test all
git diff --check

Demotion enforcement rules

These are hard rules — they apply regardless of how prominent or well-known the skill is:

  • 3★+ without a working links.github blob URL → hard-demote to 1★ (Awakened) — a missing verified blob link is a hard reset, not a soft step-down (META.md §2.4); apply via gaia dev update-named --status awakened, then re-earn rank with a valid link
  • Unique-branch skill demoted below 4★ → it loses its Unique-branch rank status; if its structure no longer warrants fusion, reclassify the generic to basic (gaia dev reclassify accepts only basic / fusion)
  • Dead evidence links → remove/replace the entry and add a demote timeline event
  • Placeholder or non-verifiable evidence only → demote to Awakened (1★) via gaia dev update-named --status awakened
  • Suite components: the suite itself does not need links.github, but each component must have a specific blob/branch/subpath URL

Output

Conclude with a concise report covering:

  • Which skill was audited and what layer it lives in
  • Evidence reviewed (URLs checked and their quality)
  • Correction applied, or the explicit reason no change was warranted
  • CLI commands run
  • Validation results