Deep Skill Finder

Searches, recommends, and installs specialized agent skills from the Meyo ecosystem based on task context and user requirements.

Context cost
18k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 116.8 kB2 scripts among them — read before you run
Licence
not declarednone named by its author
Last change
—v1.3.6
Servers it uses
Noneruns standalone

What it does

最好的找Skill的方式,能够基于你的任务,去寻找最匹配的高质量Skill。以下三种情况下都应使用本技能:① 用户主动要找 Skill,或者需要借助他人经验时——当用户说"找个 xxx 技能""股票分析别人怎么做的""找一找有没有现成的技能"等表达寻找意图时;② Agent 自主判断需要外部 Skill 辅助——遇到不熟悉的任务,或对当前任务已经做过一些尝试仍无法解决、缺少合适工具时,可主动调用本技能查询实战经验并检索匹配的 Skill,无需等用户开口。;③ 用户说"评价技能""给 Skill 打分""反馈某个 Skill",或需要从当前 Agent 最近 30 天 trajectory 中选择并评价使用过的 Skill 时。评价支持已知 trajectory Provider,也支持当前 Agent 自定位和动态理解未知格式。

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.

agentproductivity

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.md35.6 kB · preview
--- name: deep-skill-finder metadata: version: "1.3.6" emoji: "🔍" requires: anyBins: [python3, python, py] ---
11# Skill Finder — 从 Meyo 社区搜索、推荐、安装最适合用户任务的 skill
12
13> **📦 安装后首次加载(宿主 Agent 必执行)**
14>
15> 无论通过 install 脚本 / skillhub / 手工 zip 解压 / git clone 哪种方式把本 skill 装入 skills 目录,宿主 Agent 在确认安装成功后**必须立即**执行(这是安装流程的一部分,不是可选项):
16>
17> ```bash
18> {python} {skill_dir}/scripts/deep_skill_search.py --first-run-check
19> ```
20>
21> - 返回 {"should_invite": true} → 渲染规则 8 的完整配置卡(一步到位,不预告)。**位置硬约束:配置卡必须是本轮所有工具调用之后输出的唯一用户可见文本,卡后不得再有任何工具调用或文字**,否则会被宿主折叠进过程信息,详见规则 8「配置卡输出硬约束」
22> - 返回 {"should_invite": false} → 静默跳过
23>
24> 守卫标记存于 skill 目录内 .first_run_invited:重装/重新解压会重新邀请,git pull 升级不会重复。若宿主未执行本钩子(安装器不读 SKILL.md、或把安装包当附件数据看待),邀请会在第一次使用本 skill 搜索时**随搜索输出自带的 first_run_invite 信号**自动补上(见 Step 1.3 规则 0)——整条触发链不依赖任何额外命令。
25
26## 工作流(5 步)
27
28### Step 0: 版本检查(每次使用本 skill 前必执行)
29
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,466 words
Files5
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.

≈130
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
17,895
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
9.0%
of a 200k window
Ten skills this size would take about 90% of the window before you open a file.
050k100k150k200k context window

18k 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

5 files, 116.8 kB on disk. Mostly text — the instructions the model reads — with 2 scripts in it that your client would run only if the instructions tell it to. 14 files of its source are not in the download — listed after these, with why.

  • SKILL.md35.6 kB
  • README.md18.0 kB
  • README.zh.md18.5 kB
  • scripts/deep_skill_install.py15.9 kB
  • scripts/deep_skill_search.py28.8 kB

Not in the download

Not carried is a type a skill download does not hold. Take them from its source.

  • .gitignorenot carried
  • assets/background.pngnot carried
  • assets/cn/comparison.pngnot carried
  • assets/cn/engine.pngnot carried
  • assets/cn/hero.pngnot carried
  • assets/cn/quickstart.pngnot carried
  • assets/cn/try-and-cta.pngnot carried
  • assets/cn/why.pngnot carried
  • assets/en/comparison.pngnot carried
  • assets/en/engine.pngnot carried
  • assets/en/hero.pngnot carried
  • assets/en/quickstart.pngnot carried
  • assets/en/try-and-cta.pngnot carried
  • assets/en/why.pngnot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 2 scripts beside the text, so the download is 5 files — not the whole of its source: 14 files are left out. They are 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.

# Deep Skill Finder · 18k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/deep-skill-finder/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/deep-skill-finder" ] && { [ ! -e .claude/skills/deep-skill-finder ] || { mv .claude/skills/deep-skill-finder "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/deep-skill-finder" .claude/skills/ && echo "Installed .claude/skills/deep-skill-finder"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add wheelry/deep-skill-finder

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/deep-skill-finder/ 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/deep-skill-finder/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/deep-skill-finder" ] && { [ ! -e ~/.claude/skills/deep-skill-finder ] || { mv ~/.claude/skills/deep-skill-finder "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/deep-skill-finder" ~/.claude/skills/ && echo "Installed ~/.claude/skills/deep-skill-finder" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/deep-skill-finder/ 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. Not in this download: 14 files of its source (the full list, and why). Take them 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
Version1.3.6
Publishedno release date on file
PriceFree
Referencewheelry/deep-skill-finder

Versions

v1.3.6 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.

v1.3.6
  • 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 — v1.3.6 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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Who wrote it

WH
wheelry

Publishes on mcprush.

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