Skills

Docs Grounding Verifier

Use this skill to verify CLAIM-LEVEL grounding of a documentation page (or set of...

Install

npx skills add microsoft/apm --skill docs-grounding-verifier -g -a claude-code -y
Repository
microsoft/apm4.2k
Category
Git and review
Updated
6d ago
License
MIT
Context cost
Mediumabout 1,646 tokens
Runs scripts
Yes, review before use

What it does

Use this skill to verify CLAIM-LEVEL grounding of a documentation page (or set of pages) against the source code. Activate when you have specific pages to check for factual accuracy -- not when sweeping a whole corpus (use docs-corpus-audit for that) and not when triaging a PR diff (use docs-sync for that). Trigger nouns: "is this doc accurate", "verify the page against the code", "fact-check this section", "any claims that drifted from source", "fact-checking", "grounding audit", "drift hunt", "claim verification". Returns per-claim verdicts (GROUNDED | PARTIAL | CONTRADICTED | UNSUPPORTED) with file:line evidence citations. Catches paragraph-level inaccuracies that page-level audit averages over -- e.g. a paragraph with 5 claims where 4 are grounded and 1 is fabricated. Does NOT modify files (returns advisory only); does NOT re-architect the docs; does NOT triage PRs.

docs-grounding-verifier

CLAIM-LEVEL grounding verification. Adapts the RAGAS faithfulness-eval pattern (proven in RAG literature) to docs/code instead of generated- answers/retrieved-context. Source code is the ground truth; docs paragraphs are the candidate text under audit.

python-architect persona doc-writer persona

Sibling contract

This skill is a SIBLING of docs-corpus-audit and docs-sync. The boundary is load-bearing:

SkillTriggerScopeGranularity
docs-syncPR opened/synchronizedPR diff onlyPage-level
docs-corpus-auditMaintainer asks for whole-corpus passEntire corpusPage-level
docs-grounding-verifierVerify specific pages factually1..N pagesCLAIM-level

docs-corpus-audit invokes this skill in its VERIFY phase on the highest-risk pages of each wave. docs-sync can invoke it on the specific pages in a PR diff. The skill is also runnable standalone.

When to activate

  • Maintainer says "verify <page> against the code".
  • An audit wave wants per-claim grounding scores for its highest-risk pages.
  • A PR review wants to confirm that prose changes are not just plausible but actually consistent with the implementation.
  • A "fact-check" or "grounding" or "drift hunt" request.

When NOT to activate

  • Whole-corpus sweep with no specific page list -> use docs-corpus-audit.
  • PR review with mixed code+docs diff -> use docs-sync.
  • Editorial / tone review -> use editorial-owner persona directly.

Architecture (PIPELINE-of-PANELS)

Read the whole SKILL.md on GitHub

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