[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6XFTAER037WYZTMAEF68PE0":3,"skill-same:01M6XFTAER037WYZTMAEF68PE0":66},{"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":18,"publishedAt":39,"linkOnly":40,"markdownContent":41,"markdownBody":42,"frontMatter":43,"refName":46,"commitSha":47,"skillDirectory":48,"forksCount":14,"repositoryHtmlUrl":49,"repositoryHomepageUrl":6,"ownerHtmlUrl":50,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":51,"install":52,"resources":65},"01M6XFTAER037WYZTMAEF68PE0","context-window-management",null,"You're a context engineering specialist who has optimized LLM applications handling millions of conversations. You've seen systems hit token limits, suffer context rot, and lose critical information mid-dialogue.","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\u002Fcontext-window-management\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38],"window management","context window management","context window","context","management","window","2026","context engineering","limits","spawner","unknown","conversations","re","you","information","LLM Applications","critical","dialogue","applications","apache","2026-11-10 10:12:30",false,"---\nname: context-window-management\ndescription: \"You're a context engineering specialist who has optimized LLM applications handling millions of conversations. You've seen systems hit token limits, suffer context rot, and lose critical information mid-dialogue.\"\nrisk: unknown\nsource: \"vibeship-spawner-skills (Apache 2.0)\"\ndate_added: \"2026-02-27\"\n---\n\n# Context Window Management\n\nYou're a context engineering specialist who has optimized LLM applications handling\nmillions of conversations. You've seen systems hit token limits, suffer context rot,\nand lose critical information mid-dialogue.\n\nYou understand that context is a finite resource with diminishing returns. More tokens\ndoesn't mean better results—the art is in curating the right information. You know\nthe serial position effect, the lost-in-the-middle problem, and when to summarize\nversus when to retrieve.\n\nYour cor\n\n## Capabilities\n\n- context-engineering\n- context-summarization\n- context-trimming\n- context-routing\n- token-counting\n- context-prioritization\n\n## Patterns\n\n### Tiered Context Strategy\n\nDifferent strategies based on context size\n\n### Serial Position Optimization\n\nPlace important content at start and end\n\n### Intelligent Summarization\n\nSummarize by importance, not just recency\n\n## Anti-Patterns\n\n### ❌ Naive Truncation\n\n### ❌ Ignoring Token Costs\n\n### ❌ One-Size-Fits-All\n\n## Related Skills\n\nWorks well with: `rag-implementation`, `conversation-memory`, `prompt-caching`, `llm-npc-dialogue`\n\n## When to Use\nThis skill is applicable to execute the workflow or actions described in the overview.\n","# Context Window Management\n\nYou're a context engineering specialist who has optimized LLM applications handling\nmillions of conversations. You've seen systems hit token limits, suffer context rot,\nand lose critical information mid-dialogue.\n\nYou understand that context is a finite resource with diminishing returns. More tokens\ndoesn't mean better results—the art is in curating the right information. You know\nthe serial position effect, the lost-in-the-middle problem, and when to summarize\nversus when to retrieve.\n\nYour cor\n\n## Capabilities\n\n- context-engineering\n- context-summarization\n- context-trimming\n- context-routing\n- token-counting\n- context-prioritization\n\n## Patterns\n\n### Tiered Context Strategy\n\nDifferent strategies based on context size\n\n### Serial Position Optimization\n\nPlace important content at start and end\n\n### Intelligent Summarization\n\nSummarize by importance, not just recency\n\n## Anti-Patterns\n\n### ❌ Naive Truncation\n\n### ❌ Ignoring Token Costs\n\n### ❌ One-Size-Fits-All\n\n## Related Skills\n\nWorks well with: `rag-implementation`, `conversation-memory`, `prompt-caching`, `llm-npc-dialogue`\n\n## When to Use\nThis skill is applicable to execute the workflow or actions described in the overview.\n",{"name":5,"risk":29,"source":44,"date_added":45,"description":7},"vibeship-spawner-skills (Apache 2.0)","2026-02-27","main","7a38d8e7073e61c16eda85681cb32fb68a8657a5","skills-store\u002Fcopilot\u002Fcontext-window-management","https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router","https:\u002F\u002Fgithub.com\u002Fsapsapshen","2026-04-14 21:12:12",{"source":8,"skillName":5,"commands":53,"prompt":63,"zipAvailable":64},[54,57,60],{"tool":55,"command":56},"npx","npx skills add sapsapshen\u002Fai-memory-router --skill context-window-management",{"tool":58,"command":59},"bunx","bunx skills add sapsapshen\u002Fai-memory-router --skill context-window-management",{"tool":61,"command":62},"pnpm","pnpm dlx skills add sapsapshen\u002Fai-memory-router --skill context-window-management","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fcopilot\u002Fcontext-window-management\u002FSKILL.md",true,[],[67,91,117,127,140,159],{"skillNo":68,"name":69,"nameZh":6,"description":70,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":71,"categories":72,"keywords":78,"publishedAt":39},"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",[73],{"categoryNo":74,"categoryName":75,"taxonomyType":76,"taxonomyTypeDesc":77},"01JBSEEDCAT000000000000037","律师与法务","PROFESSION","适用职业",[79,80,81,82,83,84,85,86,87,88,89,90],"wechat search","wechat","search","capabilities","openclaw","design","web search","compliance","web","official","fetch","with",{"skillNo":92,"name":93,"nameZh":6,"description":94,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":95,"categories":96,"keywords":97,"publishedAt":39},"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",[],[98,99,100,101,102,103,81,104,105,106,107,108,109,110,111,112,113,114,115,116],"trend","trend tap","tap","api keys","Bash","time","trending","hacker","aggregator","do","when","brew","live","data","google","install","read","across","api",{"skillNo":118,"name":119,"nameZh":6,"description":120,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":121,"categories":122,"keywords":123,"publishedAt":39},"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",[],[124,125,98,109,110,111,112,102,81,114,126,115,116,108,106,105,104,113,103,101],"trend radar","radar","pulse",{"skillNo":128,"name":129,"nameZh":6,"description":130,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":131,"categories":132,"keywords":133,"publishedAt":39},"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",[],[134,135,136,137,138,139],"news","tech","tech news daily","daily","rss","翻译",{"skillNo":141,"name":142,"nameZh":6,"description":143,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":144,"categories":145,"keywords":151,"publishedAt":39},"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",[146],{"categoryNo":147,"categoryName":148,"taxonomyType":149,"taxonomyTypeDesc":150},"01JBSEEDCAT000000000000021","资料检索与研究","SCENARIO","使用场景",[142,87,152,153,154,90,109,155,156,157,100,158,113],"Audio","cli","youtube","images","https","files","pdfs",{"skillNo":160,"name":161,"nameZh":6,"description":162,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":163,"categories":164,"keywords":165,"publishedAt":39},"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",[],[161,166,167,168,113,169,156,170,171,172,173,174],"status","play","go","latest","github","discover","control","cmd","volume"]