Star200+

skillsmp

REVIEW · 61
Registry indexed

在 SkillsMP（1.6M+ 公开 SKILL.md 的索引，覆盖 Claude Code / Codex / ChatGPT）里搜 Agent Skill，按关键词、分类、职业、语言过滤，并专门挖那些「写得好但没人知道」的冷门 Skill。用户说 找个 skill、有没有现成的 skill、搜一下 skill、skillsmp、skills 市场、agent skill 搜索、find a skill、search skills、discover skills 时使用。也用于判断某个领域已经有哪些 Skill、避免重复造轮子。

Verified installs0
Stars16
Version1.0.0
Quality59/100 · Promising
Trust61/100 · Sandbox only
Audit74/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Agent fit

Claude Code + OpenAI Agents + CLI

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add yan-labs/yan-skills --skill skillsmp

Maintenance

fresh

Pushed today

Risk

Needs review

Dependency or permission surface needs review

GitHub quality

16

59/100 Quality · 69/100 Trust

Coverage tags

CodingCoding agentsresearchagent-skill

Review notes

Dependency or permission surface needs review · Permission surface may require sandboxing

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Promising
59

Useful candidate, but compare it with alternatives before adopting.

Trust

Sandbox only
61

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
74

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

CodexClaude CodeCursorOpenAgentSkill CLI

Stars

16 GitHub stars

Repo activity

16 stars, 13 forks

Maintenance

Pushed today

License

MIT

Install

npx skills add yan-labs/yan-skills --skill skillsmp

Install safety

standard package or runtime install path

Permission surface

secrets or environment access, shell or command execution

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 16 GitHub stars

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Coding agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Inspect source files

Suited agents

CodexClaude CodeCursorOpenAgentSkill CLIOpenAI AgentsCLI

Install decision

Command
npx skills add yan-labs/yan-skills --skill skillsmp
Policy
block
Human review
yes

Trust and risk

Trust
61/100
Audit
74/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add yan-labs/yan-skills --skill skillsmp
Public auditEval reportResolve APIInstall handoff

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • Low GitHub adoption signal
  • No OpenAgentSkill engagement data yet
  • High-risk permission hints: Shell or command execution, Secrets or environment access

Alternative

Last30days Skill

53.5K Stars

npx skills add mvanhorn/last30days-skill -g

Alternative

Academic Research Skills

38.4K Stars

npx skills add Imbad0202/academic-research-skills

Alternative

GPT Researcher

28.0K Stars

npx skills add assafelovic/gpt-researcher

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DeepResearch

19.8K Stars

npx skills add Alibaba-NLP/DeepResearch

Agent safety v2

38/100 · Avoid automatic install

Blocked for auto-installblock

This skill should not be selected by an agent without explicit human security review.

Do not auto-install. Inspect the source, dependencies, and permission surface first.

Resolve via API

high

Shell or command execution

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

high

Secrets or environment access

Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.

  • High-risk permission hints: Shell or command execution, Secrets or environment access
  • Dependency or permission surface needs review

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Resolve policy, run the source installer safely, and report a verified install receipt.

$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install yan-labs-skillsmp

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Open JSON

/api/agent/resolve?task=Use%20skillsmp%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20skillsmp%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/yan-labs-skillsmp/install

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use skillsmp in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20skillsmp%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install
Install command: npx skills add yan-labs/yan-skills --skill skillsmp
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Install handoff

/api/skills/yan-labs-skillsmp/install

LLM text format

/api/skills/yan-labs-skillsmp/install?format=text

Find alternatives

/api/skills/search?q=skillsmp&limit=3

Agent prompt

Use skillsmp for this task. Review https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install, then install with: npx skills add yan-labs/yan-skills --skill skillsmp

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Manifest

/api/registry/manifest/yan-labs-skillsmp

LLM text

/api/registry/manifest/yan-labs-skillsmp?format=text

Install alias

/api/registry/install/yan-labs-skillsmp

Recommend

/api/registry/recommend?task=Use%20skillsmp%20in%20an%20agent%20workflow&limit=3

Agent fit

58/100

Coding agents

Use-case tags

Coding agentsResearch agentsGitHub automation

Platforms

Claude Code, OpenAI Agents

Audit report

Needs review · 74/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for Coding agents

Prototype with this skill first; keep a fallback candidate ready.

58
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

Coding agents

Trust label

Prototype first

Install path

Command ready

Use when

  • Coding agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 59/100 quality profile

review first

  • Low GitHub adoption signal
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one Coding agents task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

61
OpenAgentSkill Trust Score

GitHub adoption

FIX

16 GitHub stars

Stars/forks activity

FIX

16 stars, 13 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

Pushed today

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • GitHub adoption: 16 GitHub stars
  • Stars/forks activity: 16 stars, 13 forks; issue activity unavailable in current metadata
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Promising candidate for agent workflows

Useful candidate, but compare it with alternatives before adopting.

59
GitHub stars
16
Freshness
Today
Install ready
Yes
License
MIT
Review before install: Low GitHub adoption signal

Workflow fit

Use this skill in these scenarios

Build and ship code

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Investigate faster

Research agents

I need my agent to research a topic, compare sources, and produce a concise report.

Manage repositories

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Workflow fit

Add it to a complete workflow

Inspect, patch, and verify code

Coding review agent

A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.

Find, compare, and synthesize

Research report agent

A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.

Ingest, retrieve, and cite

RAG knowledge base

A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Last30days Skill

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Adopt
Ready100
Quality100
Stars53.5K

Academic Research Skills

Academic Research Skills for Claude Code: research → write → review → revise → finalize

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Quality100
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GPT Researcher

Run autonomous deep research over web and local sources

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Adopt
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Overview

--- name: skillsmp description: 在 SkillsMP（1.6M+ 公开 SKILL.md 的索引，覆盖 Claude Code / Codex / ChatGPT）里搜 Agent Skill，按关键词、分类、职业、语言过滤，并专门挖那些「写得好但没人知道」的冷门 Skill。用户说 找个 skill、有没有现成的 skill、搜一下 skill、skillsmp、skills 市场、agent skill 搜索、find a skill、search skills、discover skills 时使用。也用于判断某个领域已经有哪些 Skill、避免重复造轮子。 ---

# SkillsMP

搜 [SkillsMP](https://skillsmp.com) —— 目前最大的公开 Agent Skill 索引（1.6M+ 个 SKILL.md，来自 GitHub，覆盖 Claude Code、Codex、ChatGPT）。

**要动手写一个新 Skill 之前，先来这里搜一遍。** 别人写过的概率比你以为的高。

## 目录

``` skillsmp/ ├── SKILL.md ← 你在这里：怎么搜、怎么挖宝、两个必须知道的坑 ├── .env.example ← 复制成 .env 填 API Key（可选；.env 已被忽略，绝不提交） └── scripts/ ├── search.mjs 直搜。可翻页、可按分类/职业/语言过滤，可 --json └── treasure.mjs ★ 挖宝。故意不按星数排，理由见下 ```

## 先跑起来

不需要任何配置——**匿名就能用**（50 次/天、10 次/分钟）：

```bash node scripts/search.mjs "关键词" --limit 20 ```

想要 500 次/天，就配一个 Key：

```bash cp .env.example .env # 然后把 Key 填进去 ```

Key 从 <https://skillsmp.com/docs/api> 生成。它是凭据，**只放 `.env`，绝不进仓库** （仓库的 `.gitignore` 已经拦了 `*/.env`，别绕过它）。

## 两个必须知道的坑

### ★ 不是这个 Skill 的星数，是它所在仓库的星数

这是本 Skill 存在的主要理由。API 返回的 `stars` 是**包含该 Skill 的 GitHub 仓库** 的星数。实测：某条结果报 240467，而它所在仓库的真实星数是 240743 —— 对得上，确认无疑。

后果很实际：

- 一个塞在超高星仓库里的 Skill（哪怕只是整包机翻的文档）**自动继承那个星数**； - 一个作者单独开仓库、认真写的单一用途 Skill，只有个位数星。

实测搜 `backlink` 按星排序，前四条里三条来自同一个 28562★ 的笔记仓库， 讲的是笔记系统内部的双向链接，跟外链毫无关系。**高星把语义对口的结果整个淹掉了。**

所以：`sortBy=stars` 排出来的不是「最好的 Skill」，是「住在最红仓库里的 Skill」。

### 翻页要认 `hasNext`，别认 `total`

`pagination.total` 附带一个 `totalIsExact: false`，而且实测严重偏低——百万级索引里 搜 `SEO` 只报 `total: 5`。**按 total 算页数会漏掉绝大部分结果。** 唯一可靠的翻页依据是 `hasNext`，两个脚本都已经这么做了。

## 挖宝：找「写得好但没人知道」的

既然星数不是质量信号，就别用它排。`treasure.mjs` 用四个跟仓库名气无关的信号：

```bash node scripts/treasure.mjs "关键词" --pages 5 --max-stars 2000 --top 15 ```

| 信号 | 想法 | |---|---| | **独立性** | 所在仓库星数越低，越说明这个 Skill 靠自己站住，不是搭便车 | | **专注度** | 同一仓库在本次结果里出现几条。一个仓库刷出几十条，通常是批量生成或整包翻译的文档堆 | | **描述具体度** | 好的描述会写清**什么时候该用**（触发条件、场景、反例），而不是「帮你做 X」。这是分辨用不用心最单一有效的信号 | | **新鲜度** | 长期没动的多半已经烂掉 |

同名同作者跨多语言的条目会被去重——那是整包机翻，一个仓库能刷满整页。

**这是启发式排序，不是判决。** 脚本只负责把候选排到你眼前； 要不要用，仍然得打开那个 `SKILL.md` 读一遍。别把分数当成质量结论报给用户。

## 过滤参数

两个脚本共用：

| 参数 | 说明 | |---|---| | `--pages N` | 翻几页（search 默认 1，treasure 默认 5） | | `--limit N` | 每页几条，上限 100 | | `--sort stars\|recent` | 只有 search 有。**先读上面那条坑再决定用不用 stars** | | `--category <slug>` | 如 `data-ai`、`devops` | | `--occupation <slug>` | SOC 职业，如 `software-developers` | | `--lang <code>` | `en` / `zh` / `ja` 等 ISO 码；`mul` 混合，`und` 判不出 | | `--json` | 输出 JSON 而不是表格 |

不支持通配符（`*`），也不支持空查询。

## 配额与报错

响应头一直在报剩余量，脚本会把它打在结尾。常见错误已经翻译成人话： `INVALID_API_KEY`（Key 无效）、`DAILY_QUOTA_EXCEEDED`（当日用完）、 `MISSING_QUERY`（没给关键词）、`INVALID_OCCUPATION` / `INVALID_LANGUAGE`（slug 不认识）。

搜索结果**尽量不要在一次任务里反复重搜同一个词**——配额是按天算的， 匿名只有 50 次。需要反复查询时用 `--json` 存一份到本地再过滤。

## 汇报纪律

把搜到的 Skill 告诉用户时：

- **说清 ★ 是仓库星数**，不要让用户以为那是这个 Skill 的受欢迎程度； - 推荐之前**至少读一眼它的 `githubUrl`**，别只凭 description 就推荐—— 描述是作者自己写的营销文案，不是验证过的能力； - 命中很少时如实说命中很少。这个索引有 1.6M 条，搜不到通常意味着词不对， 换个说法再搜一次，而不是断言「不存在」。

Technical details

Version
1.0.0
License
MIT
Last updated
Aug 21, 2026
Published
Aug 21, 2026

Decision snapshot

Fallback candidate

58
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

74
Needs review
Security
76/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
—
Recent failure
—
Outcomes
0
Output quality
—
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Agent-Proven rankingOutcome contract

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share kit

X

Scenario-led draft for skillsmp, ready for a manual X post.

Curator note
A practical pick for source-backed research:

skillsmp: 在 SkillsMP（1.6M+ 公开 SKILL.md 的索引，覆盖 Claude Code / Codex / ChatGPT）里搜 Agent Skill，按关键词、分类、职业、语言过滤，并专门挖那些「写得好但没人知道」的冷门 Skill。...

16 stars

https://www.openagentskill.com/skills/yan-labs-skillsmp?ref=x
Open X draft
Optional reply with install command
Listing + install path for skillsmp:
https://www.openagentskill.com/skills/yan-labs-skillsmp?ref=x

Install: npx skills add yan-labs/yan-skills --skill skillsmp
Open reply draft

Listing source

Registry indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
yan-labs
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Registry indexed listing is attributed to yan-labs but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/yan-labs-skillsmp?metric=listed&label=Listed)](https://www.openagentskill.com/skills/yan-labs-skillsmp)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/yan-labs-skillsmp?metric=trust&label=Trust)](https://www.openagentskill.com/skills/yan-labs-skillsmp)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/yan-labs-skillsmp?metric=audit&label=Audit)](https://www.openagentskill.com/skills/yan-labs-skillsmp/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/yan-labs-skillsmp?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/yan-labs-skillsmp)
Preview badge Open audit Creator kit

Author

Y

yan-labs

@yan-labs

Tags

agent-skill

Platform fit

Claude CodeOpenAI Agents

Health signals

GitHub stars
16
Quality score
32/100
Last GitHub push
Aug 21, 2026
Framework hints
Unknown
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Sandbox only

61
  • GitHub adoption16 GitHub starsFIX
  • Stars/forks activity16 stars, 13 forks; issue activity unavailable in current metadataFIX
  • Recent maintenancePushed todayPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskcommand execution surface, credential or environment accessCHECK

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InstallView on GitHub