Skip to content
Automation
Skill

/deep-audit

Deep consistency audit of the entire repository — launches 4 parallel specialist agents to find factual errors, code bugs, broken references, count mismatches, and cross-document inconsistencies, then fixes all issues and loops until clean. Make sure to use this skill whenever

From plugin
auto-empirical-research-skills
3.3k200 skills146 agents
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill deep-audit --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/deep-audit

Context preview

The summary Claude sees to decide when to auto-load this skill.

Deep consistency audit of the entire repository — launches 4 parallel specialist agents to find factual errors, code bugs, broken references, count mismatches, and cross-document inconsistencies, then fixes all issues and loops until clean. Make sure to use this skill whenever

SKILL.md

deep-audit.SKILL.md
name: deep-audit
description: >-
  Deep consistency audit of the entire repository — launches 4 parallel specialist agents to find factual errors, code bugs, broken references, count mismatches, and cross-document inconsistencies, then fixes all issues and loops until clean. Make sure to use this skill whenever the user wants a comprehensive repository-wide check — not a targeted review of a single file. Triggers include: "audit", "deep audit", "find inconsistencies", "check everything", "run a full audit", "are there any broken references", "check the whole repo", "something feels off", "run the audit loop", or after making broad changes across multiple files.
argument-hint: "(no arguments needed)"
allowed-tools: ["Read", "Write", "Edit", "Bash", "Glob", "Grep", "Task"]

/deep-audit — Repository Infrastructure Audit

Run a comprehensive consistency audit across the entire repository, fix all issues found, and loop until clean.

When to Use

  • After broad changes (new skills, rules, hooks, guide edits)
  • Before releases or major commits
  • When the user asks to "find inconsistencies", "audit", or "check everything"

Workflow

PHASE 1: Launch 4 Parallel Audit Agents

Launch these 4 agents simultaneously using `Task` with `subagent_type=general-purpose`:

Agent 1: Guide Content Accuracy

Focus: `README.md`, `CLAUDE.md`, `rules/workflow-overview.md`

  • All numeric claims match reality (skill count, agent count, rule count, hook count)
  • All file paths mentioned actually exist on disk
  • All skill/agent/rule names match actual directory names
  • No stale counts from previous versions

Agent 2: Hook Code Quality

Focus: `hooks/*.py` and `hooks/*.sh`

  • No remaining `/tmp/` usage (should use `~/.claude/sessions/`)
  • Hash length consistency (`[:8]` across all hooks)
  • Proper error handling (fail-open pattern: top-level `try/except` with `sys.exit(0)`)
  • JSON input/output correctness (stdin for input, stdout/stderr for output)
  • Exit code correctness (0 for non-blocking, non-zero only when intentionally blocking)
  • `from __future__ import annotations` for Python 3.8+ compatibility
  • Correct field names from hook input schema (`source` not `type` for SessionStart)
  • PreCompact hooks print to stderr (stdout is ignored)

Agent 3: Skills and Rules Consistency

Focus: `skills/*/SKILL.md` and `rules/*.md`

  • Valid YAML frontmatter in all files
  • No stale `disable-model-invocation: true`
  • `allowed-tools` values are sensible
  • Rule `paths:` reference existing directories
  • No contradictions between rules
  • CLAUDE.md skills table matches actual skill directories 1:1
  • All templates referenced in rules/guide exist in `templates/`

Agent 4: Cross-Document Consistency

Focus: `README.md`, `CLAUDE.md`

  • All feature counts agree across both documents
  • All links point to valid targets
  • Directory tree matches actual structure
  • No stale counts from previous versions

PHASE 2: Triage Findings

Categorize each finding:

  • **Genuine bug**: Fix immediately
  • **False alarm**: Discard (document WHY it's false for future rounds)

Common false alarms to watch for:

  • Quarto callout `## Title` inside `:::` divs — this is standard syntax, NOT a heading bug
  • `allowed-tools` linter warning — known linter bug (Claude Code issue #25380), field IS valid
  • Counts in old session logs — these are historical records, not user-facing docs

PHASE 3: Fix All Issues

Apply fixes in parallel where possible. For each fix: 1. Read the file first (required by Edit tool) 2. Apply the fix 3. Verify the fix (grep for stale values, check syntax)

PHASE 4: Documentation Check

This plugin does not maintain a Quarto source file. If `README.md` or `CLAUDE.md` were modified, verify they are consistent with each other — no render step is needed.

PHASE 5: Loop or Declare Clean

After fixing, launch a fresh set of 4 agents to verify.

  • If new issues found → fix and loop again
  • If zero genuine issues → declare clean and report summary

**Max loops: 5** (to prevent infinite cycling)

Key Lessons from Past Audits

These are real bugs found across 7 rounds — check for these specifically:

| Bug Pattern | Where to Check | What Went Wrong | |-------------|---------------|-----------------| | Stale counts ("19 skills" → "21") | Guide, README, landing page | Added skills but didn't update all mentions | | Hook exit codes | All Python hooks | Exit 2 in PreCompact silently discards stdout | | Hook field names | post-compact-restore.py | SessionStart uses `source`, not `type` | | State in /tmp/ | All Python hooks | Should use `~/.claude/sessions/<hash>/` | | Hash length mismatch | All Python hooks | Some used `[:12]`, others `[:8]` | | Missing fail-open | Python hooks `__main__` | Unhandled exception → exit 1 → confusing behavior | | Python 3.10+ syntax | Type hints like `dict | None` | Need `from __future__ import annotations` | | Missing directories | quality_reports/specs/ | Referenced in rules but never created | | Always-on rule listing | Guide + README | meta-governance omitted from listings | | macOS-only commands | Skills, rules | `open` without `xdg-open` fallback | | Protected file blocking | settings.json edits | protect-files.sh blocks Edit/Write |

Output Format

After each round, report:

## Round N Audit Results

### Issues Found: X genuine, Y false alarms

| # | Severity | File | Issue | Status |
|---|----------|------|-------|--------|
| 1 | Critical | file.py:42 | Description | Fixed |
| 2 | Medium | file.qmd:100 | Description | Fixed |

### Verification
- [ ] No stale counts (grep confirms)
- [ ] All hooks have fail-open + future annotations
- [ ] Guide renders successfully
- [ ] docs/ updated

### Result: [CLEAN | N issues remaining]
Read more
Ships withauto-empirical-research-skills

📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |

Get the whole plugin