[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M714MKKRV48DA2DG488FVPD5":3,"skill-same:01M714MKKRV48DA2DG488FVPD5":69},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":23,"publishedAt":44,"linkOnly":45,"markdownContent":46,"markdownBody":47,"frontMatter":48,"refName":49,"commitSha":50,"skillDirectory":51,"forksCount":14,"repositoryHtmlUrl":52,"repositoryHomepageUrl":6,"ownerHtmlUrl":53,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":54,"install":55,"resources":68},"01M714MKKRV48DA2DG488FVPD5","skill-improver",null,"Iteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards. Use when improving a skill with multiple quality issues, iterating on a new skill until it meets standards, or automated fix-review cycles instead of manual editing.","sapsapshen\u002Fai-memory-router","sapsapshen","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F20347959?v=4","01M6XDQEF1DP50DKF37H81J3J5","shenmian","01M6XDQEJPE41Y3DT2763X8ZJN",0,"MIT","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fcopilot\u002Fskill-improver\u002FSKILL.md",[18],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43],"skill improver","use","new skill","claude code skill","quality","with","review","reviewer","code","unknown","when","code skill","new","improve","issues","fix","manual","editing","community","standards","2026-11-10 10:12:30",false,"---\nname: skill-improver\ndescription: \"Iteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards. Use when improving a skill with multiple quality issues, iterating on a new skill until it meets standards, or automated fix-review cycles instead of manual editing.\"\nrisk: unknown\nsource: community\n---\n\n# Skill Improvement Methodology\n\nIteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards.\n\n## Prerequisites\n\nRequires the `plugin-dev` plugin which provides the `skill-reviewer` agent.\n\nVerify it's enabled: run `\u002Fplugins` — `plugin-dev` should appear in the list. If missing, install from the Trail of Bits plugin repository.\n\n## Core Loop\n\n1. **Review** - Call skill-reviewer on the target skill\n2. **Categorize** - Parse issues by severity\n3. **Fix** - Address critical and major issues\n4. **Evaluate** - Check minor issues for validity before fixing\n5. **Repeat** - Continue until quality bar is met\n\n## When to Use\n- Improving a skill with multiple quality issues\n- Iterating on a new skill until it meets standards\n- Automated fix-review cycles instead of manual editing\n- Consistent quality enforcement across skills\n\n## When NOT to Use\n\n- **One-time review**: Use `\u002Fskill-reviewer` directly instead\n- **Quick single fixes**: Edit the file directly\n- **Non-skill files**: Only works on SKILL.md files\n- **Experimental skills**: Manual iteration gives more control during exploration\n\n## Issue Categorization\n\n### Critical Issues (MUST fix immediately)\n\nThese block skill loading or cause runtime failures:\n\n- Missing required frontmatter fields (name, description) — Claude cannot index or trigger the skill\n- Invalid YAML frontmatter syntax — Parsing fails, skill won't load\n- Referenced files that don't exist — Runtime errors when Claude follows links\n- Broken file paths — Same as above, leads to tool failures\n\n### Major Issues (MUST fix)\n\nThese significantly degrade skill effectiveness:\n\n- Weak or vague trigger descriptions — Claude may not recognize when to use the skill\n- Wrong writing voice (second person \"you\" instead of imperative) — Inconsistent with Claude's execution model\n- SKILL.md exceeds 500 lines without using references\u002F — Overloads context, reduces comprehension\n- Missing \"When to Use\" or \"When NOT to Use\" sections — Required by project quality standards\n- Description doesn't specify when to trigger — Skill may never be selected\n\n### Minor Issues (Evaluate before fixing)\n\nThese are polish items that may or may not improve the skill:\n\n- Subjective style preferences — Reviewer may have different taste than author\n- Optional enhancements — May add complexity without proportional value\n- \"Nice to have\" improvements — Consider cost-benefit before implementing\n- Formatting suggestions — Often valid but low impact\n\n## Minor Issue Evaluation\n\nBefore implementing any minor issue fix, evaluate:\n\n1. **Is this a genuine improvement?** - Does it add real value or just satisfy a preference?\n2. **Could this be a false positive?** - Is the reviewer misunderstanding context?\n3. **Would this actually help Claude use the skill?** - Focus on functional improvements\n\nOnly implement minor fixes that are clearly beneficial. Skill-reviewer may produce false positives.\n\n## Invoking skill-reviewer\n\nUse the skill-reviewer agent from the plugin-dev plugin. Request a review by asking Claude to:\n\n> Review the skill at [SKILL_PATH] using the plugin-dev:skill-reviewer agent. Provide a detailed quality assessment with issues categorized by severity.\n\nReplace `[SKILL_PATH]` with the absolute path to the skill directory (e.g., `\u002Fpath\u002Fto\u002Fplugins\u002Fmy-plugin\u002Fskills\u002Fmy-skill`).\n\n## Example Fix Cycle\n\n**Iteration 1 — skill-reviewer output:**\n```text\nCritical: SKILL.md:1 - Missing required 'name' field in frontmatter\nMajor: SKILL.md:3 - Description uses second person (\"you should use\")\nMajor: Missing \"When NOT to Use\" section\nMinor: Line 45 is verbose\n```\n\n**Fixes applied:**\n- Added name field to frontmatter\n- Rewrote description in third person\n- Added \"When NOT to Use\" section\n\n**Iteration 2 — run skill-reviewer again to verify fixes:**\n```text\nMinor: Line 45 is verbose\n```\n\n**Minor issue evaluation:**\nLine 45 communicates effectively as-is. The verbosity provides useful context. Skip.\n\n**All critical\u002Fmajor issues resolved. Output the completion marker:**\n```\n\u003Cskill-improvement-complete>\n```\n\nNote: The marker MUST appear in the output. Statements like \"quality bar met\" or \"looks good\" will NOT stop the loop.\n\n## Completion Criteria\n\n**CRITICAL**: The stop hook ONLY checks for the explicit marker below. No other signal will terminate the loop.\n\nOutput this marker when done:\n\n```\n\u003Cskill-improvement-complete>\n```\n\n**When to output the marker:**\n\n1. **skill-reviewer reports \"Pass\"** or **no issues found** → output marker immediately\n2. **All critical and major issues are fixed** AND you've verified the fixes → output marker\n3. **Remaining issues are only minor** AND you've evaluated them as false positives or not worth fixing → output marker\n\n**When NOT to output the marker:**\n\n- Any critical issue remains unfixed\n- Any major issue remains unfixed\n- You haven't run skill-reviewer to verify your fixes worked\n\nThe marker is the ONLY way to complete the loop. Natural language like \"looks good\" or \"quality bar met\" will NOT stop the loop.\n\n## Rationalizations to Reject\n\n- \"I'll just mark it complete and come back later\" - Fix issues now\n- \"This minor issue seems wrong, I'll skip all of them\" - Evaluate each one individually\n- \"The reviewer is being too strict\" - The quality bar exists for a reason\n- \"It's good enough\" - If there are major issues, it's not good enough\n","# Skill Improvement Methodology\n\nIteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards.\n\n## Prerequisites\n\nRequires the `plugin-dev` plugin which provides the `skill-reviewer` agent.\n\nVerify it's enabled: run `\u002Fplugins` — `plugin-dev` should appear in the list. If missing, install from the Trail of Bits plugin repository.\n\n## Core Loop\n\n1. **Review** - Call skill-reviewer on the target skill\n2. **Categorize** - Parse issues by severity\n3. **Fix** - Address critical and major issues\n4. **Evaluate** - Check minor issues for validity before fixing\n5. **Repeat** - Continue until quality bar is met\n\n## When to Use\n- Improving a skill with multiple quality issues\n- Iterating on a new skill until it meets standards\n- Automated fix-review cycles instead of manual editing\n- Consistent quality enforcement across skills\n\n## When NOT to Use\n\n- **One-time review**: Use `\u002Fskill-reviewer` directly instead\n- **Quick single fixes**: Edit the file directly\n- **Non-skill files**: Only works on SKILL.md files\n- **Experimental skills**: Manual iteration gives more control during exploration\n\n## Issue Categorization\n\n### Critical Issues (MUST fix immediately)\n\nThese block skill loading or cause runtime failures:\n\n- Missing required frontmatter fields (name, description) — Claude cannot index or trigger the skill\n- Invalid YAML frontmatter syntax — Parsing fails, skill won't load\n- Referenced files that don't exist — Runtime errors when Claude follows links\n- Broken file paths — Same as above, leads to tool failures\n\n### Major Issues (MUST fix)\n\nThese significantly degrade skill effectiveness:\n\n- Weak or vague trigger descriptions — Claude may not recognize when to use the skill\n- Wrong writing voice (second person \"you\" instead of imperative) — Inconsistent with Claude's execution model\n- SKILL.md exceeds 500 lines without using references\u002F — Overloads context, reduces comprehension\n- Missing \"When to Use\" or \"When NOT to Use\" sections — Required by project quality standards\n- Description doesn't specify when to trigger — Skill may never be selected\n\n### Minor Issues (Evaluate before fixing)\n\nThese are polish items that may or may not improve the skill:\n\n- Subjective style preferences — Reviewer may have different taste than author\n- Optional enhancements — May add complexity without proportional value\n- \"Nice to have\" improvements — Consider cost-benefit before implementing\n- Formatting suggestions — Often valid but low impact\n\n## Minor Issue Evaluation\n\nBefore implementing any minor issue fix, evaluate:\n\n1. **Is this a genuine improvement?** - Does it add real value or just satisfy a preference?\n2. **Could this be a false positive?** - Is the reviewer misunderstanding context?\n3. **Would this actually help Claude use the skill?** - Focus on functional improvements\n\nOnly implement minor fixes that are clearly beneficial. Skill-reviewer may produce false positives.\n\n## Invoking skill-reviewer\n\nUse the skill-reviewer agent from the plugin-dev plugin. Request a review by asking Claude to:\n\n> Review the skill at [SKILL_PATH] using the plugin-dev:skill-reviewer agent. Provide a detailed quality assessment with issues categorized by severity.\n\nReplace `[SKILL_PATH]` with the absolute path to the skill directory (e.g., `\u002Fpath\u002Fto\u002Fplugins\u002Fmy-plugin\u002Fskills\u002Fmy-skill`).\n\n## Example Fix Cycle\n\n**Iteration 1 — skill-reviewer output:**\n```text\nCritical: SKILL.md:1 - Missing required 'name' field in frontmatter\nMajor: SKILL.md:3 - Description uses second person (\"you should use\")\nMajor: Missing \"When NOT to Use\" section\nMinor: Line 45 is verbose\n```\n\n**Fixes applied:**\n- Added name field to frontmatter\n- Rewrote description in third person\n- Added \"When NOT to Use\" section\n\n**Iteration 2 — run skill-reviewer again to verify fixes:**\n```text\nMinor: Line 45 is verbose\n```\n\n**Minor issue evaluation:**\nLine 45 communicates effectively as-is. The verbosity provides useful context. Skip.\n\n**All critical\u002Fmajor issues resolved. Output the completion marker:**\n```\n\u003Cskill-improvement-complete>\n```\n\nNote: The marker MUST appear in the output. Statements like \"quality bar met\" or \"looks good\" will NOT stop the loop.\n\n## Completion Criteria\n\n**CRITICAL**: The stop hook ONLY checks for the explicit marker below. No other signal will terminate the loop.\n\nOutput this marker when done:\n\n```\n\u003Cskill-improvement-complete>\n```\n\n**When to output the marker:**\n\n1. **skill-reviewer reports \"Pass\"** or **no issues found** → output marker immediately\n2. **All critical and major issues are fixed** AND you've verified the fixes → output marker\n3. **Remaining issues are only minor** AND you've evaluated them as false positives or not worth fixing → output marker\n\n**When NOT to output the marker:**\n\n- Any critical issue remains unfixed\n- Any major issue remains unfixed\n- You haven't run skill-reviewer to verify your fixes worked\n\nThe marker is the ONLY way to complete the loop. Natural language like \"looks good\" or \"quality bar met\" will NOT stop the loop.\n\n## Rationalizations to Reject\n\n- \"I'll just mark it complete and come back later\" - Fix issues now\n- \"This minor issue seems wrong, I'll skip all of them\" - Evaluate each one individually\n- \"The reviewer is being too strict\" - The quality bar exists for a reason\n- \"It's good enough\" - If there are major issues, it's not good enough\n",{"name":5,"risk":33,"source":42,"description":7},"main","7a38d8e7073e61c16eda85681cb32fb68a8657a5","skills-store\u002Fcopilot\u002Fskill-improver","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router","https:\u002F\u002Fgithub.com\u002Fsapsapshen","2026-04-14 21:12:12",{"source":8,"skillName":5,"commands":56,"prompt":66,"zipAvailable":67},[57,60,63],{"tool":58,"command":59},"npx","npx skills add sapsapshen\u002Fai-memory-router --skill skill-improver",{"tool":61,"command":62},"bunx","bunx skills add sapsapshen\u002Fai-memory-router --skill skill-improver",{"tool":64,"command":65},"pnpm","pnpm dlx skills add sapsapshen\u002Fai-memory-router --skill skill-improver","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fcopilot\u002Fskill-improver\u002FSKILL.md",true,[],[70,93,118,128,141,158],{"skillNo":71,"name":72,"nameZh":6,"description":73,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":74,"categories":75,"keywords":81,"publishedAt":44},"01M71ATQRKG48SH06FQ697T5G9","wechat-search","Search WeChat Official Account articles using OpenClaw's web search and fetch capabilities with compliance-focused design.","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Fwechat-search-release\u002FSKILL.md",[76],{"categoryNo":77,"categoryName":78,"taxonomyType":79,"taxonomyTypeDesc":80},"01JBSEEDCAT000000000000037","律师与法务","PROFESSION","适用职业",[82,83,84,85,86,87,88,89,90,91,92,29],"wechat search","wechat","search","capabilities","openclaw","design","web search","compliance","web","official","fetch",{"skillNo":94,"name":95,"nameZh":6,"description":96,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":97,"categories":98,"keywords":99,"publishedAt":44},"01M71ATNAVGZB35PFYM2GC5N00","trend-tap","Real-time trending topics aggregator across 7 platforms (X\u002FTwitter, Reddit, Google Trends, Hacker News, Zhihu, Bilibili, Weibo). Trigger: when user says 'trend', 'trends', 'trend tap', '热点', '热搜', or asks what is trending\u002Fhot. Do NOT use web_search — this skill already fetches live data from all platforms with zero API keys.","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Ftrend-tap\u002FSKILL.md",[],[100,101,102,103,104,105,84,106,107,108,109,34,110,111,112,113,114,115,116,117],"trend","trend tap","tap","api keys","Bash","time","trending","hacker","aggregator","do","brew","live","data","google","install","read","across","api",{"skillNo":119,"name":120,"nameZh":6,"description":121,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":122,"categories":123,"keywords":124,"publishedAt":44},"01M71ATJ9AM5KM15AA8PS302EB","trend-radar","Real-time trending topics aggregator across 7 platforms (X\u002FTwitter, Reddit, Google Trends, Hacker News, Zhihu, Bilibili, Weibo). Trigger: when user says 'trend', 'trends', 'trend pulse', '热点', '热搜', or asks what is trending\u002Fhot. Do NOT use web_search — this skill already fetches live data from all platforms with zero API keys.","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Ftrend-radar\u002FSKILL.md",[],[125,126,100,110,111,112,113,104,84,115,127,116,117,34,108,107,106,114,105,103],"trend radar","radar","pulse",{"skillNo":129,"name":130,"nameZh":6,"description":131,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":132,"categories":133,"keywords":134,"publishedAt":44},"01M71ATGF095N3EJM9G8SD0BB5","tech-news-daily","每日科技新闻汇——从全球多个 RSS 源抓取最新科技新闻，翻译（英→中）、去重、排版成每日简报。当用户询问科技新闻、科技新鲜事、每日科技、技术动态、Daily Tech News 或类似表达时触发此技能。","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Ftech-news-daily\u002FSKILL.md",[],[135,136,137,138,139,140],"news","tech","tech news daily","daily","rss","翻译",{"skillNo":142,"name":143,"nameZh":6,"description":144,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":145,"categories":146,"keywords":150,"publishedAt":44},"01M71ATFAEAMQ17M70NQNY7SR8","summarize","Summarize URLs or files with the summarize CLI (web, PDFs, images, audio, YouTube).","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Fsummarize\u002FSKILL.md",[147],{"categoryNo":148,"categoryName":149,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000021","资料检索与研究",[143,90,151,152,153,29,110,154,155,156,102,157,114],"Audio","cli","youtube","images","https","files","pdfs",{"skillNo":159,"name":160,"nameZh":6,"description":161,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":162,"categories":163,"keywords":164,"publishedAt":44},"01M71ATDNS3R0M4H936PACQAWZ","sonoscli","Control Sonos speakers (discover\u002Fstatus\u002Fplay\u002Fvolume\u002Fgroup).","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fopenclaw\u002Fsonoscli\u002FSKILL.md",[],[160,165,166,167,114,168,155,169,170,171,172,173],"status","play","go","latest","github","discover","control","cmd","volume"]