[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DCCMNQM7M4177F1VKJSF1M":3,"skill-same:01M6DCCMNQM7M4177F1VKJSF1M":75},{"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":36,"linkOnly":37,"markdownContent":38,"markdownBody":39,"frontMatter":40,"refName":43,"commitSha":44,"skillDirectory":45,"forksCount":14,"repositoryHtmlUrl":46,"repositoryHomepageUrl":6,"ownerHtmlUrl":47,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":48,"install":49,"resources":62},"01M6DCCMNQM7M4177F1VKJSF1M","benchmark-optimization-loop",null,"Use when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency\u002Fthroughput\u002Fcost, or choose the best implementation by repeated measured tests.","Prekzursil\u002Fagent-skills-toolchain","Prekzursil","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F54636077?v=4","01M6DACZ1PCQHD99SCR1YXG28B","Andrei Mihai Visalon","01M6DACZ670WZF535V3WYYSS4Z",0,"MIT","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Fplatform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Fbenchmark-optimization-loop\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35],"benchmark","benchmark optimization loop","loop","Optimization","Bash","choose","grep","read","write","edit","user","use","cost","implementation","latency","tests","run","2026-11-10 10:12:30",false,"---\nname: benchmark-optimization-loop\ndescription: Use when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency\u002Fthroughput\u002Fcost, or choose the best implementation by repeated measured tests.\norigin: ECC\ntools: Read, Write, Edit, Bash, Grep, Glob\n---\n\n# Benchmark Optimization Loop\n\nUse this skill to convert \"make it 20x faster\" or \"try 50 recursive\noptimizations\" into a bounded measured loop that can actually improve a system.\n\n## Required Baseline\n\nDo not optimize until these exist:\n\n- the operation being optimized;\n- the correctness gate that must stay green;\n- the metric: wall time, p95 latency, rows\u002Fsec, cost\u002Frun, memory, error rate;\n- the current baseline;\n- the search budget: max variants, max time, max spend, max data impact.\n\nIf the user asks for an unrealistic target, keep the ambition but make the loop\nbounded and measurable.\n\n## Loop\n\n1. Measure the baseline.\n2. Identify bottlenecks from evidence.\n3. Generate variants that test one hypothesis each.\n4. Run variants with the same input shape.\n5. Reject variants that fail correctness, safety, or reproducibility.\n6. Promote the fastest safe variant.\n7. Codify the winning path in a script, command, test, config, or doc.\n8. Rerun the baseline and winner to confirm the delta.\n\n## Variant Table\n\nTrack variants like this:\n\n```text\nVariant | Hypothesis | Command | Time | Correct? | Notes\nbaseline | current path | npm run job | 120s | yes | stable\nbatch-500 | fewer round trips | npm run job -- --batch 500 | 42s | yes | winner\nparallel-8 | more workers | npm run job -- --workers 8 | 31s | no | rate limited\n```\n\n## Recursive Search\n\nFor recursive or hyperparameter work:\n\n- persist every run to a ledger;\n- compare against the prior accepted winner, not only the previous run;\n\n### Promotion Gate\n","# Benchmark Optimization Loop\n\nUse this skill to convert \"make it 20x faster\" or \"try 50 recursive\noptimizations\" into a bounded measured loop that can actually improve a system.\n\n## Required Baseline\n\nDo not optimize until these exist:\n\n- the operation being optimized;\n- the correctness gate that must stay green;\n- the metric: wall time, p95 latency, rows\u002Fsec, cost\u002Frun, memory, error rate;\n- the current baseline;\n- the search budget: max variants, max time, max spend, max data impact.\n\nIf the user asks for an unrealistic target, keep the ambition but make the loop\nbounded and measurable.\n\n## Loop\n\n1. Measure the baseline.\n2. Identify bottlenecks from evidence.\n3. Generate variants that test one hypothesis each.\n4. Run variants with the same input shape.\n5. Reject variants that fail correctness, safety, or reproducibility.\n6. Promote the fastest safe variant.\n7. Codify the winning path in a script, command, test, config, or doc.\n8. Rerun the baseline and winner to confirm the delta.\n\n## Variant Table\n\nTrack variants like this:\n\n```text\nVariant | Hypothesis | Command | Time | Correct? | Notes\nbaseline | current path | npm run job | 120s | yes | stable\nbatch-500 | fewer round trips | npm run job -- --batch 500 | 42s | yes | winner\nparallel-8 | more workers | npm run job -- --workers 8 | 31s | no | rate limited\n```\n\n## Recursive Search\n\nFor recursive or hyperparameter work:\n\n- persist every run to a ledger;\n- compare against the prior accepted winner, not only the previous run;\n\n### Promotion Gate\n",{"name":5,"tools":41,"origin":42,"description":7},"Read, Write, Edit, Bash, Grep, Glob","ECC","main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","platform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Fbenchmark-optimization-loop","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":8,"skillName":5,"commands":50,"prompt":60,"zipAvailable":61},[51,54,57],{"tool":52,"command":53},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill benchmark-optimization-loop",{"tool":55,"command":56},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill benchmark-optimization-loop",{"tool":58,"command":59},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill benchmark-optimization-loop","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Fplatform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Fbenchmark-optimization-loop\u002FSKILL.md",true,[63,69],{"path":64,"resourceType":65,"resourceTypeDesc":66,"sizeBytes":67,"sourceHtmlUrl":68},"config.json","REFERENCE","参考文档",391,"https:\u002F\u002Fgithub.com\u002Fagency-black\u002FSkills\u002Fblob\u002Fmain\u002FCopia de cc-skill-continuous-learning\u002Fconfig.json",{"path":70,"resourceType":71,"resourceTypeDesc":72,"sizeBytes":73,"sourceHtmlUrl":74},"evaluate-session.sh","SCRIPT","脚本",2015,"https:\u002F\u002Fgithub.com\u002Fagency-black\u002FSkills\u002Fblob\u002Fmain\u002FCopia de cc-skill-continuous-learning\u002Fevaluate-session.sh",[76,97,128,155,169,184],{"skillNo":77,"name":78,"nameZh":6,"description":79,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":80,"categories":81,"keywords":82,"publishedAt":36},"01M6DF7D7478R55P46REYH4QAC","clarify-requirements","Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Fworkspace-hooks\u002Fskills\u002Fclarify-requirements\u002FSKILL.md",[],[83,84,85,86,87,88,89,90,91,30,92,93,94,95,96],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","context","repo","injection","execution","file",{"skillNo":98,"name":99,"nameZh":6,"description":100,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":101,"categories":102,"keywords":108,"publishedAt":36},"01M6DF79CA4BHJS66J8EZDBPWJ","openmm-md","Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein \u002F protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Fmcp\u002Fopenmm-md-mcp\u002Fskill\u002Fopenmm-md\u002FSKILL.md",[103],{"categoryNo":104,"categoryName":105,"taxonomyType":106,"taxonomyTypeDesc":107},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[109,110,111,112,113,114,115,116,117,118,119,120,121,122,30,123,124,125,126,127],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"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":140,"publishedAt":36},"01M6DF76C1MG85VEWP8VZCBNMN","visual-review","Take screenshots of web pages and UI using Playwright for visual review and iteration","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fvisual-review\u002FSKILL.md",[134,137],{"categoryNo":135,"categoryName":136,"taxonomyType":106,"taxonomyTypeDesc":107},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":138,"categoryName":139,"taxonomyType":106,"taxonomyTypeDesc":107},"01JBSEEDCAT000000000000008","测试与质量",[141,142,143,144,145,146,147,148,149,150,110,151,152,153,154],"review","visual","visual review","pages","web","false","iteration","take","check","slides","ui","screenshot","playwright","screenshots",{"skillNo":156,"name":157,"nameZh":6,"description":158,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":159,"categories":160,"keywords":161,"publishedAt":36},"01M6DF73AQVCBZKEN0YXEX9FXP","status","Diagnostic status report — shows metaswarm installation state, project setup, and potential issues","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fstatus\u002FSKILL.md",[],[157,162,163,164,165,166,167,168],"setup","report","project","installation","project setup","issues","state",{"skillNo":170,"name":171,"nameZh":6,"description":172,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":173,"categories":174,"keywords":176,"publishedAt":36},"01M6DF6X6C2XB0P6GX76P7TTYV","start","Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fstart\u002FSKILL.md",[175],{"categoryNo":104,"categoryName":105,"taxonomyType":106,"taxonomyTypeDesc":107},[171,177,88,178,179,180,30,29,181,182,183],"start issue","issue","ready","work on issue","work","work on","development",{"skillNo":185,"name":162,"nameZh":6,"description":186,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":187,"categories":188,"keywords":189,"publishedAt":36},"01M6DF6QMJ9AJKFKHHKRT005PQ","Interactive project setup — detects your project, configures metaswarm, writes project-local files","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fsetup\u002FSKILL.md",[],[162,164,125,190,166,191],"files","interactive"]