Agent skill

Hai Audit Docs

by hylarucoder in hylarucoder/hai-stack

Audits documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts.

Custom licenceAuto-check passedProduct & Project Management

Install Hai Audit Docs

skills CLI
$ npx skills add hylarucoder/hai-stack --skill hai-audit-docs -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install hylarucoder/hai-stack hai-audit-docs --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/hylarucoder/hai-stack.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/hai-audit-docs .claude/skills/hai-audit-docs && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
hai-audit-docs
GitHub stars
382
Token cost
~1.1k tokens
SKILL.md length
500 words
Files
7 (incl. references)
Skills in repo
18
Repo updated
First seen
Licence
Custom licence

At a glance

Audits documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts.

  • Works in 8 steps: Identify the named document surface,… → Build a claim map: behavior, commands,… → For internal evidence, read… → …
  • 文档审计、前后冲突、术语漂移、README 是否过时、文档和代码一致吗
  • SKILL.md covers Principle, Select evidence and action, Workflow and Impact, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Hai Audit Docs is an agent skill from hylarucoder/hai-stack. Audits documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts. Use for 文档审计、前后冲突、术语漂移、README 是否过时、文档和代码一致吗, including check-and-fix requests. Select evidence sources from the request; return prioritized findings, source precedence, and repair ownership. Apply clear local repairs only when requested. Use hai-rewrite-doc for wholesale reconstruction, hai-prd for product shaping, and readme-beautifier for formatting only.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `SKILL.zh_CN.md`, `agents/openai.yaml` and `references/checklist.md`).

It sits in Product & Project Management, covering PRD writing and Technical documentation.

When your agent uses it

  • 文档审计、前后冲突、术语漂移、README 是否过时、文档和代码一致吗
  • Including check-and-fix requests

Example prompts

  • “Use the hai-audit-docs skill to audit documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts”
  • “/hai-audit-docs”

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Identify the named document surface, audience, scenarios, and requested action. Do not expand
  2. Build a claim map: behavior, commands, defaults, lifecycle, permissions, terminology,
  3. For internal evidence, read references/internal-audit.md; distinguish explicit supersession
  4. For implementation evidence, read references/checklist.md. Trace documented scenarios to
  5. Classify each finding as document defect, implementation gap, internal conflict, or needs
  6. Recommend update, move, merge, remove, split, or resolve. Separate a suggested repair from an
  7. If repairs were requested, make the bounded authorized edits and verify them. Route a wholesale
  8. Read references/output-template.md and report scope, findings, actual edits, verification,

What it can do on your machine

Read from SKILL.md and the folder at commit a6c7ed2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Hai Audit Docs loads about 1.1k tokens when it runs, and up to ~3.3k if it reads all its reference files. Until then it costs about 123 tokens; SKILL.md has 500 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~123
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 500 words (~1,126 tokens).

“For Chinese readers, see SKILL.zh_CN.md. The English file is the execution source of truth.”

— opening of SKILL.md by hylarucoder, Custom licence
name
hai-audit-docs

Read the full SKILL.md on GitHub

Files

SKILL.md and 6 other files (references) in skills/hai-audit-docs of hylarucoder/hai-stack.

  • SKILL.md
  • SKILL.zh_CN.md
  • agents/openai.yaml
  • references/checklist.md
  • references/internal-audit.md
  • references/output-template.md
  • references/worked-examples.md

Open the folder on GitHubat commit a6c7ed2

Compare with similar skills

Hai Audit Docs next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Hai Audit Docs compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Hai Audit Docs this skillhylarucoder/hai-stack382—~1.1kAutomated safety check: PassCustom licence
Code to PRDalirezarezvani/claude-skills28k1 repos~4.9kAutomated safety check: PassMIT
Ghm Status Syncmattgierhart/PRD-driven-context-engineering180—~920Automated safety check: PassMIT
Project Planneradrianpuiu/claude-skills-marketplace1001 repos~6kAutomated safety check: PassNone
Ghostwritermblode/agent-skills143—~2.2kAutomated safety check: PassMIT
CCPM Project Managementautomazeio/ccpm8.4k—~1.1kAutomated safety check: PassMIT

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Questions about Hai Audit Docs

What does Hai Audit Docs do?

Audits documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts. Hai Audit Docs is an agent skill from hylarucoder/hai-stack. Audits documentation for internal contradictions and/or mismatches with code, config, schemas, and approved contracts.

When should I use Hai Audit Docs?

Hai Audit Docs fits situations like: 文档审计、前后冲突、术语漂移、README 是否过时、文档和代码一致吗; including check-and-fix requests.

How do I install Hai Audit Docs in Claude Code?

Run `npx skills add hylarucoder/hai-stack --skill hai-audit-docs -a claude-code`. Or copy the skill folder (skills/hai-audit-docs in hylarucoder/hai-stack) into .claude/skills/hai-audit-docs in your project. Claude Code loads it when a task matches its description.

How do I install Hai Audit Docs in Codex?

Run `npx skills add hylarucoder/hai-stack --skill hai-audit-docs -a codex`. Or copy the skill folder (skills/hai-audit-docs in hylarucoder/hai-stack) into .agents/skills/hai-audit-docs in your project. Codex loads it when a task matches its description.

Can I use Hai Audit Docs in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hylarucoder/hai-stack --skill hai-audit-docs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hai-audit-docs, .gemini/skills/hai-audit-docs, .github/skills/hai-audit-docs and .opencode/skills/hai-audit-docs in your project.

What does Hai Audit Docs need to run?

SKILL.md names no scripts, command-line tools or credentials: Hai Audit Docs is instructions for the agent only.

Does Hai Audit Docs access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Hai Audit Docs safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Hai Audit Docs use?

Hai Audit Docs has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Hai Audit Docs use?

About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.2k tokens, read only when the agent opens those files.

What are the alternatives to Hai Audit Docs?

Skills that share tags, products or a category with Hai Audit Docs: Code to PRD (alirezarezvani/claude-skills, 28k stars), Ghm Status Sync (mattgierhart/PRD-driven-context-engineering, 180 stars), Project Planner (adrianpuiu/claude-skills-marketplace, 100 stars) and Ghostwriter (mblode/agent-skills, 143 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Hai Audit Docs?

hylarucoder (a GitHub user) maintains it in hylarucoder/hai-stack, which has 382 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on October 5, 2026.

Source: hylarucoder/hai-stack on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.