{"slug":"yan-labs-skillsmp","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。","long_description":"---\nname: skillsmp\ndescription: 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。\n---\n\n# SkillsMP\n\n搜 [SkillsMP](https://skillsmp.com) —— 目前最大的公开 Agent Skill 索引（1.6M+ 个\nSKILL.md，来自 GitHub，覆盖 Claude Code、Codex、ChatGPT）。\n\n**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。\n\n## 目录\n\n```\nskillsmp/\n├── SKILL.md            ← 你在这里：怎么搜、怎么挖宝、两个必须知道的坑\n├── .env.example        ← 复制成 .env 填 API Key（可选；.env 已被忽略，绝不提交）\n└── scripts/\n    ├── search.mjs      直搜。可翻页、可按分类/职业/语言过滤，可 --json\n    └── treasure.mjs    ★ 挖宝。故意不按星数排，理由见下\n```\n\n## 先跑起来\n\n不需要任何配置——**匿名就能用**（50 次/天、10 次/分钟）：\n\n```bash\nnode scripts/search.mjs \"关键词\" --limit 20\n```\n\n想要 500 次/天，就配一个 Key：\n\n```bash\ncp .env.example .env      # 然后把 Key 填进去\n```\n\nKey 从 <https://skillsmp.com/docs/api> 生成。它是凭据，**只放 `.env`，绝不进仓库**\n（仓库的 `.gitignore` 已经拦了 `*/.env`，别绕过它）。\n\n## 两个必须知道的坑\n\n### ★ 不是这个 Skill 的星数，是它所在仓库的星数\n\n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**\n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。\n\n后果很实际：\n\n- 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**；\n- 一个作者单独开仓库、认真写的单一用途 Skill，只有个位数星。\n\n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，\n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。**\n\n所以：`sortBy=stars` 排出来的不是「最好的 Skill」，是「住在最红仓库里的 Skill」。\n\n### 翻页要认 `hasNext`，别认 `total`\n\n`pagination.total` 附带一个 `totalIsExact: false`，而且实测严重偏低——百万级索引里\n搜 `SEO` 只报 `total: 5`。**按 total 算页数会漏掉绝大部分结果。**\n唯一可靠的翻页依据是 `hasNext`，两个脚本都已经这么做了。\n\n## 挖宝：找「写得好但没人知道」的\n\n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：\n\n```bash\nnode scripts/treasure.mjs \"关键词\" --pages 5 --max-stars 2000 --top 15\n```\n\n| 信号 | 想法 |\n|---|---|\n| **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 |\n| **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 |\n| **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 |\n| **新鲜度** | 长期没动的多半已经烂掉 |\n\n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。\n\n**这是启发式排序，不是判决。** 脚本只负责把候选排到你眼前；\n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。\n\n## 过滤参数\n\n两个脚本共用：\n\n| 参数 | 说明 |\n|---|---|\n| `--pages N` | 翻几页（search 默认 1，treasure 默认 5） |\n| `--limit N` | 每页几条，上限 100 |\n| `--sort stars\\|recent` | 只有 search 有。**先读上面那条坑再决定用不用 stars** |\n| `--category <slug>` | 如 `data-ai`、`devops` |\n| `--occupation <slug>` | SOC 职业，如 `software-developers` |\n| `--lang <code>` | `en` / `zh` / `ja` 等 ISO 码；`mul` 混合，`und` 判不出 |\n| `--json` | 输出 JSON 而不是表格 |\n\n不支持通配符（`*`），也不支持空查询。\n\n## 配额与报错\n\n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：\n`INVALID_API_KEY`（Key 无效）、`DAILY_QUOTA_EXCEEDED`（当日用完）、\n`MISSING_QUERY`（没给关键词）、`INVALID_OCCUPATION` / `INVALID_LANGUAGE`（slug 不认识）。\n\n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，\n匿名只有 50 次。需要反复查询时用 `--json` 存一份到本地再过滤。\n\n## 汇报纪律\n\n把搜到的 Skill 告诉用户时：\n\n- **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；\n- 推荐之前**至少读一眼它的 `githubUrl`**，别只凭 description 就推荐——\n  描述是作者自己写的营销文案，不是验证过的能力；\n- 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，\n  换个说法再搜一次，而不是断言「不存在」。\n","tagline":"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。","category":"research","tags":["agent-skill"],"author":"yan-labs","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"yan-labs/yan-skills","creatorName":"yan-labs","creatorUrl":"https://github.com/yan-labs","sourceUrl":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/yan-labs-skillsmp#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":27,"forks":24,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":33.53},"quality":{"score":61,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"27","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal"]},"trust":{"version":"trust-score-v5","score":64,"base_score":72,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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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"],"evidence":{"stars":"27 GitHub stars","repoActivity":"27 stars, 24 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","install":"npx skills add yan-labs/yan-skills --skill skillsmp","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add yan-labs/yan-skills --skill skillsmp","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add yan-labs/yan-skills --skill skillsmp","trust_score":64,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":72,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":72,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":48,"weight":0.13,"status":"warn","detail":"27 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":48,"weight":0.08,"status":"warn","detail":"27 stars, 24 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":46,"weight":0.12,"status":"warn","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add yan-labs/yan-skills --skill skillsmp"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"warn","label":"GitHub adoption","detail":"27 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"27 stars, 24 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add yan-labs/yan-skills --skill skillsmp"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"],"evidence":{"stars":"27 GitHub stars","repoActivity":"27 stars, 24 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","install":"npx skills add yan-labs/yan-skills --skill skillsmp","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add yan-labs/yan-skills --skill skillsmp","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 forks; issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":40,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":65,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Agent safety gate: This skill should not be selected by an agent without explicit human security review.","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate skillsmp before installing it in an agent workflow","research","Coding agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add yan-labs/yan-skills --skill skillsmp"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add yan-labs/yan-skills --skill skillsmp"]},{"id":"trust_score","label":"Trust score","status":"warn","score":72,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","27 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":40,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Metadata combines secrets access with shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":36,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/yan-labs-skillsmp/evals","api":"/api/agent/evals?slug=yan-labs-skillsmp","text":"/api/agent/evals?slug=yan-labs-skillsmp&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"yan-labs-skillsmp","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。","category":"research","url":"https://www.openagentskill.com/skills/yan-labs-skillsmp","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","github_repo":"yan-labs/yan-skills"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add yan-labs/yan-skills --skill skillsmp","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install yan-labs-skillsmp"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"skillsmp\" agent skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"skillsmp\" as a Claude Code skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"skillsmp\" from https://github.com/yan-labs/yan-skills/tree/main/skillsmp into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/yan-labs-skillsmp"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"27 GitHub stars","repoActivity":"27 stars, 24 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","install":"npx skills add yan-labs/yan-skills --skill skillsmp","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":61,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"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","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review"],"agent_contract":{"task_input":"Use skillsmp in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 76/100 Needs review","Safety: 40/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"yan-labs-skillsmp (skillsmp)","install_command":"npx skills add yan-labs/yan-skills --skill skillsmp","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"yan-labs-skillsmp","task":"Use skillsmp in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/yan-labs-skillsmp","api":"https://www.openagentskill.com/api/agent/skills/yan-labs-skillsmp","audit":"https://www.openagentskill.com/skills/yan-labs-skillsmp/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=yan-labs-skillsmp&task=Use%20skillsmp%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20skillsmp%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20skillsmp%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install","manifest":"https://www.openagentskill.com/api/registry/manifest/yan-labs-skillsmp"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"yan-labs-skillsmp","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。","category":"research","url":"https://www.openagentskill.com/skills/yan-labs-skillsmp","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","github_repo":"yan-labs/yan-skills"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add yan-labs/yan-skills --skill skillsmp","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install yan-labs-skillsmp"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"skillsmp\" agent skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"skillsmp\" as a Claude Code skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"skillsmp\" from https://github.com/yan-labs/yan-skills/tree/main/skillsmp into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/yan-labs-skillsmp"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"27 GitHub stars","repoActivity":"27 stars, 24 forks","lastPushed":"Pushed today","license":"MIT","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","install":"npx skills add yan-labs/yan-skills --skill skillsmp","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":76,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":61,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"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","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review"],"agent_contract":{"task_input":"Use skillsmp in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 76/100 Needs review","Safety: 40/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"yan-labs-skillsmp (skillsmp)","install_command":"npx skills add yan-labs/yan-skills --skill skillsmp","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"yan-labs-skillsmp","task":"Use skillsmp in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/yan-labs-skillsmp","api":"https://www.openagentskill.com/api/agent/skills/yan-labs-skillsmp","audit":"https://www.openagentskill.com/skills/yan-labs-skillsmp/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=yan-labs-skillsmp&task=Use%20skillsmp%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20skillsmp%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20skillsmp%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/yan-labs-skillsmp/install","manifest":"https://www.openagentskill.com/api/registry/manifest/yan-labs-skillsmp"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"research-agents","title":"Research agents"},{"slug":"github-automation","title":"GitHub automation"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add yan-labs/yan-skills --skill skillsmp","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":27,"starsLabel":"27","forks":24,"license":"MIT","qualityScore":61,"trustScore":72,"auditScore":76},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-22T13:25:45+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"]},"coverageTags":["Coding","Coding agents","research","agent-skill"]},"audit":{"audit_score":76,"risk_level":"needs_review","risk_label":"Needs review","quality_score":61,"trust_score":72,"maintenance_score":100,"security_score":76,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","GitHub adoption: 27 GitHub stars","Stars/forks activity: 27 stars, 24 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"]},"quality_signals":{"model":"v2","star_score":10.13,"usage_score":0,"review_score":5.4,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"}],"install":"npx skills add yan-labs/yan-skills --skill skillsmp","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install yan-labs-skillsmp","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"skillsmp\" agent skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"skillsmp\" as a Claude Code skill from https://github.com/yan-labs/yan-skills/tree/main/skillsmp. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"skillsmp\" from https://github.com/yan-labs/yan-skills/tree/main/skillsmp into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 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。 After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"yan-labs-skillsmp\",\"task\":\"Install skillsmp\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","github_repo":"yan-labs/yan-skills","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/yan-labs-skillsmp","repository":"https://github.com/yan-labs/yan-skills/tree/main/skillsmp","api":"/api/agent/skills/yan-labs-skillsmp","install_api":"/api/skills/yan-labs-skillsmp/install"},"meta":{"created_at":"2026-08-21T23:36:06.883665+00:00","updated_at":"2026-08-22T13:35:25.31683+00:00","agent_friendly":true}}