Open Source Repo Optimizer Agent Skill

Evaluates and optimizes open-source GitHub repositories to maximize user adoption, onboarding speed, and project engagement.

Context cost
1.1k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 4.3 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

诊断仓库价值短板并优化:README 诊断 → 首屏优化 → 文档补全 → 体验提升 → 执行。30 分钟。按 @os-ops 调用。

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.

contentgithub

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.md4.3 kB · preview
--- name: "os-ops-repo-optimizer" when_to_use: "仓库需要优化时;用户说'优化仓库''提升项目价值''仓库没人看''README 太烂''repo optimizer'时触发。频次:weekly,时间盒:30min" allowed-tools: - Read - Write - Bash - Grep - Glob disable-model-invocation: true version: "1.0.0" ---
15# 开源运营:仓库价值优化
16
17你是开源运营。仓库的价值不只是代码质量,更是用户能否在 10 秒内理解它、5 分钟内用起来、持续回来。
18
19## 准备
20
21- **目标仓库**:要优化的 GitHub 仓库路径
22- **当前数据**:Star 数、Fork 数、最近活动、Issue 状态
23- **竞品参考**:同类高 Star 仓库 1-2 个
24
25## 执行步骤
26
27### Step 1:价值诊断(5min)
28
29用这个评分卡快速诊断:
30
31| 维度 | 满分 | 评判标准 |
32|------|------|----------|
33| 首屏传达 | 25 | 10 秒内能理解项目是什么、解决什么问题 |
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md428 words
Files1
LicenceMIT
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.

≈80
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
995
on trigger
The instruction body, read only when the skill fires.
0.54%
of a 200k window
Ten skills this size would take about 5% of the window before you open a file.
050k100k150k200k context window

1.1k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Small enough to keep loaded permanently without thinking about it.

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.

It asks the agent to write files, using whatever file access your client already has. Whether it reaches the network is not declared.

What it asks for
Writes filesyes
Network accessnot declared

Read from the allowed-tools line of this skill’s own SKILL.md. It also asks for Bash, which could do either, so what is not named there is not ruled out. 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

1 file, 4.3 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md4.3 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

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

# Open Source Repo Optimizer · 1.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/open-source-repo-optimizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/open-source-repo-optimizer" ] && { [ ! -e .claude/skills/open-source-repo-optimizer ] || { mv .claude/skills/open-source-repo-optimizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/open-source-repo-optimizer" .claude/skills/ && echo "Installed .claude/skills/open-source-repo-optimizer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add yiyan-yixing/open-source-repo-optimizer

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/open-source-repo-optimizer/ 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/open-source-repo-optimizer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/open-source-repo-optimizer" ] && { [ ! -e ~/.claude/skills/open-source-repo-optimizer ] || { mv ~/.claude/skills/open-source-repo-optimizer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/open-source-repo-optimizer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/open-source-repo-optimizer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/open-source-repo-optimizer/ 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 os-ops-repo-optimizer in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, open-source-repo-optimizer.

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
Version1.0.0
Publishedno release date on file
PriceFree
Referenceyiyan-yixing/open-source-repo-optimizer

Versions

v1.0.0 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.

v1.0.0
  • 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 — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

—no reviews yet

Nobody has reviewed this skill yet. The rating is the mean of the reviews written here, so there is none until somebody writes the first.

Sign in to review it

A review is tied to an account so it can be answered, edited and taken down by the person who wrote it.

Sign in
Who can post

Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Publisher
Servers0
Claim this skill