Neat-Freak Knowledge Closeout
KKKKhazix/khazix-skills
Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.
Audit Serial Studio's AI-facing material (CLAUDE.md, doc/claude/, .claude/skills/, and optionally the in-app assistant corpus under app/rcc/) against code ground truth.
Install Ss AI Audit
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-audit --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/ss-ai-audit .claude/skills/ss-ai-audit && rm -rf skills-srcUse ~/.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/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .claude/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-auditType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/ss-ai-audit .agents/skills/ss-ai-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .agents/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/ss-ai-audit .cursor/skills/ss-ai-audit && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .cursor/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Serial-Studio/Serial-Studio.git --path .claude/skills/ss-ai-audit--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/ss-ai-audit .gemini/skills/ss-ai-audit && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .gemini/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-auditInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/ss-ai-audit .github/skills/ss-ai-audit && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .github/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Serial-Studio/Serial-Studio ss-ai-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Serial-Studio/Serial-Studio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/ss-ai-audit .opencode/skills/ss-ai-audit && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ss-ai-audit" agent skill from https://github.com/Serial-Studio/Serial-Studio/tree/master/.claude/skills/ss-ai-audit into .opencode/skills/ss-ai-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ss-ai-audit", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ss-ai-audit- GitHub stars
- 7.2k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 588 words
- Files
- 1
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Audit Serial Studio's AI-facing material (CLAUDE.md, doc/claude/, .claude/skills/, and optionally the in-app assistant corpus under app/rcc/) against code ground truth.
- Works in 6 steps: Run the mechanical pass first. python3… → Enumerate the claim-bearing files in… → Extract the verifiable claims. A claim… → …
- Asked to audit the skills/docs
- SKILL.md covers Procedure, Known drift magnets (check… and Rules
- Calls python3
What it does
Ss AI Audit is an agent skill from Serial-Studio/Serial-Studio. Audit Serial Studio's AI-facing material (CLAUDE.md, doc/claude/, .claude/skills/, and optionally the in-app assistant corpus under app/rcc/) against code ground truth. Use when asked to "audit the skills/docs", "check the docs for drift", "verify CLAUDE.md is still true", or after a refactor that moved/renamed things (TU splits, workflow consolidation, symbol renames). Finds stale claims and fixes them with targeted edits; docs-only, never touches code.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Agent instruction files. The repository describes itself as: Open-source telemetry dashboard. Supports UART, BLE, MQTT, Modbus, CAN Bus and more.
When your agent uses it
- Asked to audit the skills/docs
- Check the docs for drift
- Verify CLAUDE.md is still true
- After a refactor that moved/renamed things (TU splits
Example prompts
- “audit the skills/docs”
- “check the docs for drift”
- “verify CLAUDE.md is still true”
- “/ss-ai-audit”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Run the mechanical pass first. python3 scripts/claim-verify.py resolves every
- Enumerate the claim-bearing files in scope: CLAUDE.md, doc/claude/** (including
- Extract the verifiable claims. A claim is anything checkable against the repo: a file
- Verify each claim against ground truth with Grep/Read — the code is the truth, the
- Fix with targeted edits — and fix every mirror. Wrong facts propagate: the same claim
- Report what was verified clean vs corrected, with the evidence. Do not silently fix.
What it can do on your machine
Read from SKILL.md and the folder at commit 3657d2c. 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
Shell commands in SKILL.md call:
python3
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
Ss AI Audit loads about 1.2k tokens when it runs. Until then it costs about 119 tokens; SKILL.md has 588 words of instructions outside code blocks.
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 588 words (~1,244 tokens).
“AI-facing docs steer future edits only while they are true; a stale claim is worse than no claim because it gets verbalized with confidence at the point of action. Code evolves, docs don't — this skill is the periodic re-sync…”
- name
- ss-ai-audit
- argument-hint
- [scope: skills | docs | all | <path>]
Files
Just SKILL.md in .claude/skills/ss-ai-audit of Serial-Studio/Serial-Studio.
Open the folder on GitHubat commit 3657d2c
Compare with similar skills
Ss AI 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ss AI Audit this skillSerial-Studio/Serial-Studio | 7.2k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills | 21k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Dsh Web Documentationzhu1090093659/dsh-web | 8.5k | — | ~479 | Automated safety check: Pass | Apache-2.0 | |
| Harness Engineering GuideOdradekAI/harness-engineering-guide | 125 | 1 repos | ~4.3k | Automated safety check: Pass | Apache-2.0 | |
| Agent Setup Health Audittw93/Waza | 7.2k | — | ~5.2k | Automated safety check: Notes | MIT | |
| Agnixagent-sh/agnix | 446 | — | ~874 | Automated safety check: Pass | Apache-2.0 |
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agent-sh/agnix
A skill your agent uses when user asks to 'lint agent configs', 'validate skills', 'check CLAUDE.md', 'validate hooks', 'lint MCP'.
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Related
Categories
Questions about Ss AI Audit
What does Ss AI Audit do?
Audit Serial Studio's AI-facing material (CLAUDE.md, doc/claude/, .claude/skills/, and optionally the in-app assistant corpus under app/rcc/) against code ground truth. Ss AI Audit is an agent skill from Serial-Studio/Serial-Studio.claude/skills/, and optionally the in-app assistant corpus under app/rcc/) against code ground truth.
When should I use Ss AI Audit?
Ss AI Audit fits situations like: asked to audit the skills/docs; check the docs for drift; verify CLAUDE.md is still true; after a refactor that moved/renamed things (TU splits.
How do I install Ss AI Audit in Claude Code?
Run `npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a claude-code`. Or copy the skill folder (.claude/skills/ss-ai-audit in Serial-Studio/Serial-Studio) into .claude/skills/ss-ai-audit in your project. Claude Code loads it when a task matches its description.
How do I install Ss AI Audit in Codex?
Run `npx skills add Serial-Studio/Serial-Studio --skill ss-ai-audit -a codex`. Or copy the skill folder (.claude/skills/ss-ai-audit in Serial-Studio/Serial-Studio) into .agents/skills/ss-ai-audit in your project. Codex loads it when a task matches its description.
Can I use Ss AI 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 Serial-Studio/Serial-Studio --skill ss-ai-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/ss-ai-audit, .gemini/skills/ss-ai-audit, .github/skills/ss-ai-audit and .opencode/skills/ss-ai-audit in your project.
What does Ss AI Audit need to run?
Going by SKILL.md and its folder, Ss AI Audit needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Ss AI 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 Ss AI Audit 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 Ss AI Audit use?
Ss AI 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 Ss AI Audit use?
About 1.2k tokens (SKILL.md is roughly 5k 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 Ss AI Audit?
Skills that share tags, products or a category with Ss AI Audit: Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars), Dsh Web Documentation (zhu1090093659/dsh-web, 8.5k stars), Harness Engineering Guide (OdradekAI/harness-engineering-guide, 125 stars) and Agent Setup Health Audit (tw93/Waza, 7.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ss AI Audit?
Serial-Studio (a GitHub organization) maintains it in Serial-Studio/Serial-Studio, which has 7,226 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 7, 2026.
Source: Serial-Studio/Serial-Studio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.