Agent skill

Audit

by nateherkai in nateherkai/AIS-OS

A skill your agent uses when someone asks to audit their AIOS, score the Four Cs, find stale paths or unlinked projects, compare AGENTS.md and CLAUDE.md, check Claude/Codex skill compatibility, or…

Custom licenceAuto-check: notesAgent Workflows

Install Audit

skills CLI
$ npx skills add nateherkai/AIS-OS --skill audit -a claude-code

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

GitHub CLI
$ gh skill install nateherkai/AIS-OS audit --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/nateherkai/AIS-OS.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/audit .claude/skills/audit && 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
audit
GitHub stars
1.6k
Token cost
~4k tokens
SKILL.md length
2,205 words
Files
6
Skills in repo
6
Repo updated
First seen
Licence
Custom licence

At a glance

A skill your agent uses when someone asks to audit their AIOS, score the Four Cs, find stale paths or unlinked projects, compare AGENTS.md and CLAUDE.md, check Claude/Codex skill compatibility, or…

  • Works in 5 steps: Establish scope and evidence → Test routing and context retrieval → Verify the other three Cs → …
  • Someone asks to audit their AIOS
  • SKILL.md covers 1. Establish scope and evidence, 2. Test routing and context…, 3. Verify the other three Cs and 4. Score and prioritize, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Audit is an agent skill from nateherkai/AIS-OS. Use when someone asks to audit their AIOS, score the Four Cs, find stale paths or unlinked projects, compare AGENTS.md and CLAUDE.md, check Claude/Codex skill compatibility, or assess migration readiness. Automatically saves dated reports and tracks evidence-backed improvements across runs.

Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files (for example `agents/openai.yaml`, `compatibility.md` and `history.md`).

It sits in Agent Workflows, covering Agent instruction files. The repository describes itself as: AI Operating System starter kit for Claude Code and Codex. Five skills: /onboard, /audit, /link, /level-up, and /3d-brain. Includes the Three Ms framework.

When your agent uses it

  • Someone asks to audit their AIOS
  • Score the Four Cs
  • Find stale paths
  • Unlinked projects

Example prompts

  • “/audit”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Establish scope and evidence
  2. Test routing and context retrieval
  3. Verify the other three Cs
  4. Score and prioritize
  5. Return a concise, reviewable report

What it can do on your machine

Read from SKILL.md and the folder at commit ce9cb93. 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

Audit loads about 4k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 2,205 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~74
When it runs · the whole SKILL.md, loaded when a task matches
~4k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:51
    each has evidence. A configured MCP or `.env` key does not establish authentication. Use narrow, safe read-only checks

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 2,205 words (~3,950 tokens).

“Check whether this AIOS can find the right information and do useful work reliably, and identify changes that would make the user's work easier. Score Context, Connections, Capabilities, and Cadence out of 25 each, using rubric.md. This is rubric v2…”

— opening of SKILL.md by nateherkai, Custom licence
name
audit

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files in .agents/skills/audit of nateherkai/AIS-OS.

  • SKILL.md
  • agents/openai.yaml
  • compatibility.md
  • history.md
  • rubric.md
  • templates/report.md

Open the folder on GitHubat commit ce9cb93

Compare with similar skills

Audit 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.

Audit compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Audit this skillnateherkai/AIS-OS1.6k—~4kAutomated safety check: NotesCustom licence
Using Agent Skillsaddyosmani/agent-skills103k4 repos~2.4kAutomated safety check: PassMIT
Claude ReflectBayramAnnakov/claude-reflect1.7k2 repos~627Automated safety check: PassMIT
Writing For Agentsbestofjs/bestofjs3.1k19 repos~2.7kAutomated safety check: PassMIT
Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills21k—~1.9kAutomated safety check: PassMIT
Task Observerrebelytics/one-skill-to-rule-them-all3.2k1 repos~12kAutomated safety check: PassCC-BY-4.0

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More from nateherkai/AIS-OS

  • 3D Brain

    nateherkai/AIS-OS

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  • Level Up

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  • Grill Me

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    1.6k GitHub stars~1.8k tokensUpdated 1 mo ago
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  • Onboard

    nateherkai/AIS-OS

    Use on Day 1 of an AIS-OS install, when someone says "set me up", "onboard me", "let's get started", "fill in my AIOS", or has just cloned the kit.

    1.6k GitHub stars~2k tokensUpdated 1 mo ago
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  • Link

    nateherkai/AIS-OS

    A skill your agent uses when someone asks to link a project, file, folder, or important context into AGENTS.md or their AIOS routing, or says "link this into my AIOS" or "add this to my routing".

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Categories

Questions about Audit

What does Audit do?

A skill your agent uses when someone asks to audit their AIOS, score the Four Cs, find stale paths or unlinked projects, compare AGENTS.md and CLAUDE.md, check Claude/Codex skill compatibility, or…. Audit is an agent skill from nateherkai/AIS-OS.md, check Claude/Codex skill compatibility, or assess migration readiness.

When should I use Audit?

Audit fits situations like: someone asks to audit their AIOS; score the Four Cs; find stale paths; unlinked projects.

How do I install Audit in Claude Code?

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

How do I install Audit in Codex?

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

Can I use Audit 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 nateherkai/AIS-OS --skill audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit, .gemini/skills/audit, .github/skills/audit and .opencode/skills/audit in your project.

What does Audit need to run?

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

Does Audit 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 Audit safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Audit use?

Audit 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 Audit use?

About 4k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Audit?

Skills that share tags, products or a category with Audit: Using Agent Skills (addyosmani/agent-skills, 103k stars), Claude Reflect (BayramAnnakov/claude-reflect, 1.7k stars), Writing For Agents (bestofjs/bestofjs, 3.1k stars) and Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Audit?

nateherkai (a GitHub user) maintains it in nateherkai/AIS-OS, which has 1,578 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on September 7, 2026.

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