Local Skill Directory & Usage Auditor

Audits local Claude Code and Codex skill directories to verify usage history, detect trigger failures, and resolve multi-layer runtime…

Context cost
39.3k tokensestimated from the bundle, loaded when it triggers
Bundle
20 of 21 fileshanded out here; the rest is at its source
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

承接明确的上游参考发现、技能市场搜索和候选内容比较;普通业务请求不自动搜索技能。检查本地技能目录和历史使用证据,确认 Claude/Codex 实际读取或调用过哪些技能,发现长期未见使用、疑似漏用、可能冗余、目录结构问题、重复或可合并技能、插件与本地技能重叠、名字不一致、链接失效、空技能或源码与运行时未同步。Use when 用户要监测本地技能触发情况、查哪些 skill 一直没触发或可能该触发却没触发、区分 Claude 真正的 Skill 调用与启动时候选加载、确认当前加载了哪些 skill、查同名冲突、判断技能是否该合并、判断应停用整个插件还是只停用其中的重复技能、检查目录名和 `name:` 是否一致、分清源码、lark 实体层、cc-switch 与 Claude/Codex 运行时、排查 `Skill 不存在于 SSOT` 或“已经改了为什么没生效”;prefer this over `agent-rules` when 目标是执行一次具体审计。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

analytics

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md25.6 kB · preview
--- name: skill-check ---
6# Skill 目录检查
7
8## 检查范围与授权
9
10- 单个技能未生效、名称不一致或引用失效时,只检查该技能及必要的源码、分发、运行副本和元数据,不默认扫描全库或会话历史。
11- 明确要求目录健康、全库盘点或历史使用统计时,才运行对应审计。既有周检继续按已确认的窗口与范围执行。
12- 日志或元数据表明同仓库其他条目影响当前更新时,可以只读扩大关联检查并说明原因;关联条目不自动纳入修复授权。
13- 只要求检查时给结论与建议。明确要求修复时,复用准确授权完成对应源码修改、后台修复和核验;接口不支持时只暂停相关项,说明具体缺口。
14- 源码改写结合 skill-creator,定向发布遵循 [agent-rules](../agent-rules/SKILL.md)。CC Switch 变更只走受支持后台接口,不控制界面、强关应用、手工修改数据库或删除运行目录。
15
16## 作用
17
18这份 skill 用来查清本地技能目录,重点看这些问题:
19
20- 当前实际会用到哪些技能
21- 目录结构问题
22- 真的重复技能
23- 名字不一致
24- 职责相近但不该直接合并
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md820 words
Files20
Licencenot declared
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈120
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
39,180
on trigger
The instruction body and 19 supporting files, read only when the skill fires.
19.7%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

39.3k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

The download carries 20 of the 21 files in its source folder; the list here names 20 files, 491.4 kB on disk. Mostly text — the instructions the model reads — with 6 scripts in it that your client would run only if the instructions tell it to. The other one is not in the download — listed after these, with why.

  • SKILL.md25.6 kB
  • assets/skill-usage-dashboard.html26.3 kB
  • evals/evals.json41.2 kB
  • evals/integration-cases.md6.1 kB
  • evals/trigger-evals.json3.7 kB
  • references/finding-severity.md0.6 kB
  • references/report-template.md1.6 kB
  • references/skill-hygiene.md23.3 kB
  • references/upstream-sources.md0.6 kB
  • references/usage-audit.md9.2 kB
  • references/weekly-review.md16.0 kB
  • scripts/audit_skill_tree.py26.6 kB
  • scripts/audit_skill_usage.py67.9 kB
  • scripts/run_codex_skill_ecosystem_audit.py10.7 kB
  • scripts/run_weekly_skill_review.py148.0 kB
  • tests/test_audit_skill_usage.py30.1 kB
  • tests/test_run_weekly_skill_review.py50.9 kB
  • evals/fixtures/claude-session-sample.jsonl1.7 kB
  • evals/fixtures/claude-telemetry-sample.jsonl0.3 kB
  • evals/fixtures/codex-session-sample.jsonl1.0 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take it from its source.

  • scripts/manage_market_skills.ps1read · not carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 6 scripts beside the text, so the download is 20 files — not the whole of its source: 1 file is left out, and the skill reads it. It is listed under the files, with why.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Local Skill Directory & Usage Auditor · 39.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/local-skill-directory-usage-auditor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/local-skill-directory-usage-auditor" ] && { [ ! -e .claude/skills/local-skill-directory-usage-auditor ] || { mv .claude/skills/local-skill-directory-usage-auditor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/local-skill-directory-usage-auditor" .claude/skills/ && echo "Installed .claude/skills/local-skill-directory-usage-auditor"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add sanantonio021/local-skill-directory-usage-auditor

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/local-skill-directory-usage-auditor/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/local-skill-directory-usage-auditor/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/local-skill-directory-usage-auditor" ] && { [ ! -e ~/.claude/skills/local-skill-directory-usage-auditor ] || { mv ~/.claude/skills/local-skill-directory-usage-auditor "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/local-skill-directory-usage-auditor" ~/.claude/skills/ && echo "Installed ~/.claude/skills/local-skill-directory-usage-auditor" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/local-skill-directory-usage-auditor/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as skill-check in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, local-skill-directory-usage-auditor. Not in this download: 1 file of its source, which its SKILL.md or scripts read (which one, and why). Take it from its source.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencesanantonio021/local-skill-directory-usage-auditor

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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