docs-corpus-audit

द्वारा microsoft

इस कौशल का उपयोग संपूर्ण microsoft/apm दस्तावेज़ीकरण कोष पर वर्तमान स्रोत कोड के विरुद्ध पृष्ठ-दर-पृष्ठ समग्र पुनर्आधारण पास चलाने और शल्य चिकित्सीय उत्सर्जन करने के लिए करें…

npx skills add https://github.com/microsoft/apm --skill docs-corpus-audit

docs-corpus-audit -- whole-corpus regrounding pass

The docs corpus drifts silently between releases. docs-sync catches drift introduced by individual PRs at PR-open time. This skill catches the accumulated drift that slips past per-PR review -- stale flag names, dead nav links from past IA reshuffles, deprecation banners that outlived their version targets, factual claims whose source-side truth has moved.

The pattern is A1 PANEL + WAVE EXECUTION + S7 DETERMINISTIC TOOL BRIDGE + A8 ALIGNMENT LOOP + A9 SUPERVISED EXECUTION. The corpus is split into disjoint page scopes; one verifier subagent owns each scope; agents extract factual claims, S7-verify against source, apply surgical fixes inline. The orchestrator then runs an alignment-loop pass to re-verify that applied edits actually ground out true.

This skill is ADVISORY but ACTIONABLE: agents apply edits inline on a working branch. The orchestrator is the sole writer to git -- stages, commits, pushes. Maintainer reviews the resulting PR.

Sibling contract with docs-sync

These two skills share substrate. Be explicit:

Shared resourceOwnerBoth use
.apm/docs-index.yml (corpus map)docs-syncyes
doc-writer personasharedyes (per-page edits)
python-architect personasharedyes (S7 verification)
editorial-owner personasharedoptional (voice pass at scale)
cdo personasharedyes (final synthesis)
assets/panelist-return-schema.jsondocs-sync (mirrored)yes

Trigger boundary (avoid DISPATCH COLLISION):

  • docs-sync triggers on a PR event ("PR opened/synchronized", source-diff-driven).
  • docs-corpus-audit triggers on a maintainer ask for a WHOLE-CORPUS pass ("audit the corpus", "reground", "pre-release sweep") -- no PR required, no diff required, the whole corpus is the input.

If a maintainer asks "review this PR's doc impact", route to docs-sync. If they ask "audit all our docs" or "the docs feel stale everywhere", route here.

Architecture invariants

  • Wave-batched, not flat. Pages are partitioned into 6-8 disjoint scopes; each scope is one verifier subagent. Cost scales with wave size, not corpus size. A wave of 6 agents on ~10 pages each is the canonical shape.
  • Disjoint page ownership. Each subagent has EDIT AUTHORITY on its scope only. No two agents touch the same file -- guarantees no merge conflicts during fan-in.
  • S7 verification is mandatory. Every factual claim is verified against deterministic source: uv run apm <verb> --help for CLI, grep -n src/apm_cli/ for symbols, python -c "import ..." for module shape, file-existence checks for nav links. Never assert from LLM recall.
  • Surgical edits only. 1-3 line patches per drift, preserving voice. Restructuring is deferred to the orchestrator post-pass, never auto-applied by per-scope agents.
  • Single-writer interlock for git. Subagents NEVER run git commit, git push, or gh pr <write>. Orchestrator commits per wave; pushes once per session.
  • Alignment loop (A8). After waves return, orchestrator re-greps the corpus for the patterns the agents claimed to fix. Any residue triggers a targeted re-dispatch (max 2 redrafts) or is escalated to maintainer.

Roster (composition, not invention)

Reuse docs-sync's personas. Do NOT invent a one-off "grounding- verifier" role; that's R3 EXTRACT in reverse.

RolePersonaAlways active?
Per-scope verifier+editorpython-architect (S7) and doc-writer (edits), bundled into one subagent prompt per scopeYes -- one per page scope, parallel fan-out
Cross-corpus post-passorchestrator (deterministic greps via scripts/scan-cross-corpus-drift.sh)Yes -- once after waves return
Alignment-loop checkerorchestrator (deterministic re-grep + targeted re-dispatch)Yes -- once after post-pass
Voice pass (optional)editorial-ownerOnly when >20 edits to keep tone coherent
Final synthesiscdoOnce, for the PR summary comment

The per-scope subagent prompt that composes python-architect + doc-writer is in assets/subagent-prompt-template.md -- the orchestrator substitutes scope + working dir + branch and dispatches via the task tool.

Process

1. PROBE (A9 SUPERVISED EXECUTION)
   - Check working tree: docs/src/content/docs/ exists?
   - Check working tree: packages/apm-guide/.apm/skills/apm-usage/
     exists? (Rule-4 backfill target. If missing, the audit cannot
     close Rule 4; ask maintainer before continuing.)
   - Check `.apm/docs-index.yml` reachable.
   - Verify on a working branch (not main).

2. RISK-TRIAGE (orchestrator, ~1 LLM call)
   - Read .apm/docs-index.yml only (NOT the corpus body).
   - Bucket pages by drift risk: HIGH (CLI ref, schemas, consumer
     flows), MEDIUM (producer, enterprise policy), LOW (concepts,
     contributing, troubleshooting, integrations).
   - Decide wave order: HIGH first, MEDIUM next, LOW last.

3. WAVE-PLANNER (orchestrator, deterministic)
   - Partition pages into 6-8 disjoint scopes per wave.
   - Each agent gets ~9 pages, mixed surface types.

4. WAVE EXECUTION (parallel, one subagent per scope)
   - Orchestrator dispatches one task per scope using the prompt
     template in assets/subagent-prompt-template.md.
   - Subagents read pages, extract claims, S7-verify, apply
     surgical edits, return JSON per the docs-sync panelist
     schema (mirrored at assets/panelist-return-schema.json).
   - Validate every return against the schema; reject malformed
     JSON.

5. CROSS-CORPUS POST-PASS (orchestrator, deterministic)
   - Run scripts/scan-cross-corpus-drift.sh to grep for patterns
     a per-scope agent cannot see (IA-reshuffle dead links, stale
     deprecation version targets, phantom flag references).
   - Patch residue inline.

6. ALIGNMENT LOOP (orchestrator, deterministic)
   - Re-run scripts/scan-cross-corpus-drift.sh.
   - Re-grep for claims the agents marked DRIFTED-FIXED.
   - If residue: targeted re-dispatch to the owning agent
     (bounded: max 2 redrafts per wave).

7. COMMIT + PUSH (orchestrator, single writer)
   - One commit per wave; structured message naming closed items.
   - Push to working branch.

8. PR + SUMMARY COMMENT (orchestrator)
   - If no PR exists: open one with the [pr-description-skill]
     (../pr-description-skill/SKILL.md).
   - Post per-wave summary comment: pages audited, drift caught,
     fixes applied, items deferred, alignment-loop residue.

Bundled assets

  • assets/subagent-prompt-template.md -- the per-scope prompt the orchestrator substitutes and dispatches. Composes python-architect (S7) + doc-writer (surgical edit). Loaded once per scope.
  • assets/panelist-return-schema.json -- subagent return schema, mirrored from docs-sync. Loaded once at wave start; validated against every return.
  • scripts/scan-cross-corpus-drift.sh -- deterministic grep sweep for cross-corpus patterns (IA dead links, stale deprecation targets, phantom flags). Non-interactive; emits structured matches on stdout, diagnostics on stderr. Run --help for pattern list. Update this script after each major IA reshuffle.

Cost model

Wave sizePagesSubagentsLLM dispatchesWall time
Small~304~5~3 min
Medium (default)~556~7~5 min
Large~110 (full corpus)12 (two medium waves)~14~10 min

Compared to docs-sync (15-call flat ceiling), this skill scales as O(waves), not O(claims), because per-agent work fits in one context window. S7 verification dominates wall-time, not LLM cost.

Boundary (what this skill does NOT do)

  • Per-PR doc-impact review -- use docs-sync.
  • Single-page typo or copy edit -- direct edit is faster.
  • Writing docs for a brand-new feature -- use docs-impact-architect and doc-writer directly.
  • Auto-merging or pushing without maintainer review.
  • Reviewing code quality, security, or test coverage (out of scope).

Evals

See evals/:

  • evals/content-evals.json -- 3 corpus snapshots with seeded drift (stale CLI flag, dead nav link, expired deprecation target); expected behavior is that the skill catches all three and applies surgical fixes that ground out true on re-verification.
  • evals/trigger-evals.json -- 10 should-trigger + 10 should-NOT- trigger queries, 60/40 train/val. The val split is the ship gate (>=0.5 should-trigger AND <0.5 should-not-trigger).
  • evals/README.md -- how to run.

Provenance

This skill was extracted from a real session that audited the microsoft/apm corpus across 3 waves (PR #1511, 2026-05-27): 112/112 pages audited, 49 surgical fixes, ~25 LLM dispatches, ~30 min wall-time. The session design artifact (genesis hand-off packet) lives in session state, not in this bundle (maintainer- scope, not runtime-loaded).

microsoft की और Skills

oss-growth
microsoft
OSS ग्रोथ हैकर व्यक्तित्व
official
accessibility-aria-expert
microsoft
React/Fluent UI वेबव्यू में पहुँच संबंधी समस्याओं का पता लगाता है और उन्हें ठीक करता है। स्क्रीन रीडर संगतता के लिए कोड की समीक्षा करते समय, ARIA लेबल ठीक करते समय, सुनिश्चित करते समय उपयोग करें…
official
generate-canvas-app
microsoft
[पुराना हो चुका है — इसके बजाय canvas-app का उपयोग करें] एक पूर्ण Power Apps कैनवास ऐप जनरेट करें।
official
django
microsoft
Django वेब डेवलपमेंट के लिए सर्वोत्तम अभ्यास जिसमें मॉडल, व्यू, टेम्पलेट और परीक्षण शामिल हैं।
official
github-issue-creator
microsoft
कच्चे नोट्स, एरर लॉग्स, वॉइस डिक्टेशन या स्क्रीनशॉट को साफ-सुथरे GitHub-फ्लेवर्ड मार्कडाउन इश्यू रिपोर्ट्स में बदलें। तब उपयोग करें जब उपयोगकर्ता बग जानकारी, एरर…
official
python-package-management
microsoft
निर्भरता प्रबंधन के लिए uv और कार्य स्वचालन के लिए poethepoet का उपयोग करता है।
official
runtime-validation
microsoft
माइग्रेटेड एप्लिकेशन के लिए रनटाइम सत्यापन — परीक्षण रणनीति (योजना चरण) और परीक्षण निष्पादन (सत्यापन चरण) को शामिल करता है: स्टार्टअप सत्यापन,…
official
azure-postgres-ts
microsoft
Azure Database for PostgreSQL Flexible Server से pg (node-postgres) पैकेज का उपयोग करके कनेक्ट करें, जिसमें पासवर्ड और Microsoft Entra ID (पासवर्डलेस) प्रमाणीकरण के लिए समर्थन है।
official