Skill Controller

Governs the complete lifecycle of AI agent instruction assets, prompt templates, and skill registries from creation to retirement.

Context cost
10.3k tokensestimated from the bundle, loaded when it triggers
Bundle
16 files · 88.3 kB6 scripts among them — read before you run
Licence
not declarednone named by its author
Last change
—v1.1.0
Servers it uses
Noneruns standalone

What it does

真源库内 Agent 指令资产的统一生命周期控制入口。用于创建、改写、审计、语义迁移、合并、重命名、退役和发布受版本或注册分发管理的 SKILL.md、AGENTS.md/CLAUDE.md、运行时提示词、工作流契约与子代理任务书;覆盖候选分流、语义查重、写作、触发评测、L1/L2/L3、manifest 和多端分发。单独起草无需入库维护的 Skill 交给 skill-creator;一次性提示词、临时子代理任务书、普通文案、代码重构、会话采集和第三方安装不使用本入口。

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.

agentproductivityprompt

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.md8.5 kB · preview
--- name: skill-controller version: 1.1.0 ---
7# Skill Controller
8
9统一控制 Agent 指令资产从候选、写作、验证到维护和退役的完整生命周期。
10它是本库中该职责的唯一真源;skill-governance 只保留为明确点名旧名称时的兼容入口。
11
12开始前先读取目标仓库的 AGENTS.md、CLAUDE.md 和本地规则。仓库规则决定真源、版本、
13注册与分发命令;本 Skill 不用自己的通用规则覆盖项目硬约束。
14
15## 按任务加载参考
16
17- 创建或改写任何 Agent 文档:读 [references/authoring-standard.md](references/authoring-standard.md)。
18- 从会话候选生产 Skill:再读 [references/conversation-to-skill.md](references/conversation-to-skill.md)。
19- 审计、平台脱离或语义迁移:再读 [references/semantic-maintenance.md](references/semantic-maintenance.md)。
20- 校验、版本、注册、分发、合并、重命名或退役:再读 [references/lifecycle-and-release.md](references/lifecycle-and-release.md)。
21- 引用与许可证说明见 [references/upstream-notice.md](references/upstream-notice.md)。
22
23可确定检查优先使用:
24
25- [scripts/analyze_instruction_graph.py](scripts/analyze_instruction_graph.py):指令图、缺失指针、不可达文档和精确重复块。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md297 words
Files16
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.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
10,205
on trigger
The instruction body and 15 supporting files, read only when the skill fires.
5.1%
of a 200k window
Ten skills this size would take about 51% of the window before you open a file.
050k100k150k200k context window

10.3k 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

16 files, 88.3 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.

  • SKILL.md8.5 kB
  • README.md1.4 kB
  • agents/openai.yaml0.3 kB
  • assets/global-routing-block.md0.9 kB
  • evals/prompt-cases.md4.4 kB
  • references/authoring-standard.md6.1 kB
  • references/conversation-to-skill.md2.6 kB
  • references/lifecycle-and-release.md9.6 kB
  • references/semantic-maintenance.md5.3 kB
  • references/upstream-notice.md2.0 kB
  • scripts/analyze_instruction_graph.py10.9 kB
  • scripts/prepare_skill_candidate.py6.1 kB
  • scripts/validate_skill.py13.4 kB
  • tests/test_analyze_instruction_graph.py4.9 kB
  • tests/test_prepare_skill_candidate.py2.9 kB
  • tests/test_validate_skill.py9.0 kB
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 bundle is 16 files you can review in full before installing.

Install

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

# Skill Controller · 10.3k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/skill-controller/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/skill-controller" ] && { [ ! -e .claude/skills/skill-controller ] || { mv .claude/skills/skill-controller "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/skill-controller" .claude/skills/ && echo "Installed .claude/skills/skill-controller"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add letern1ty/skill-controller

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/skill-controller/ 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/skill-controller/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/skill-controller" ] && { [ ! -e ~/.claude/skills/skill-controller ] || { mv ~/.claude/skills/skill-controller "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/skill-controller" ~/.claude/skills/ && echo "Installed ~/.claude/skills/skill-controller" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/skill-controller/ 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.

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
Version1.1.0
Publishedno release date on file
PriceFree
Referenceletern1ty/skill-controller

Versions

v1.1.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.1.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.1.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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