[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DCJ8MK9Y71C5P2X1577FRJ":3,"skill-same:01M6DCJ8MK9Y71C5P2X1577FRJ":52},{"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":27,"linkOnly":28,"markdownContent":29,"markdownBody":30,"frontMatter":31,"refName":32,"commitSha":33,"skillDirectory":34,"forksCount":14,"repositoryHtmlUrl":35,"repositoryHomepageUrl":6,"ownerHtmlUrl":36,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":37,"install":38,"resources":51},"01M6DCJ8MK9Y71C5P2X1577FRJ","dispatching-parallel-agents",null,"Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies","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\u002Fdispatching-parallel-agents\u002FSKILL.md",[],[19,20,21,22,23,24,25,26],"dispatching parallel agents","parallel agents","parallel","tasks","state","use","dependencies","shared","2026-11-10 10:12:30",false,"---\nname: dispatching-parallel-agents\ndescription: Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies\n---\n\n# Dispatching Parallel Agents\n\n## Overview\n\nWhen you have multiple unrelated failures (different test files, different subsystems, different bugs), investigating them sequentially wastes time. Each investigation is independent and can happen in parallel.\n\n**Core principle:** Dispatch one agent per independent problem domain. Let them work concurrently.\n\n## When to Use\n\n```dot\ndigraph when_to_use {\n    \"Multiple failures?\" [shape=diamond];\n    \"Are they independent?\" [shape=diamond];\n    \"Single agent investigates all\" [shape=box];\n    \"One agent per problem domain\" [shape=box];\n    \"Can they work in parallel?\" [shape=diamond];\n    \"Sequential agents\" [shape=box];\n    \"Parallel dispatch\" [shape=box];\n\n    \"Multiple failures?\" -> \"Are they independent?\" [label=\"yes\"];\n    \"Are they independent?\" -> \"Single agent investigates all\" [label=\"no - related\"];\n    \"Are they independent?\" -> \"Can they work in parallel?\" [label=\"yes\"];\n    \"Can they work in parallel?\" -> \"Parallel dispatch\" [label=\"yes\"];\n    \"Can they work in parallel?\" -> \"Sequential agents\" [label=\"no - shared state\"];\n}\n```\n\n**Use when:**\n- 3+ test files failing with different root causes\n- Multiple subsystems broken independently\n- Each problem can be understood without context from others\n- No shared state between investigations\n\n**Don't use when:**\n- Failures are related (fix one might fix others)\n- Need to understand full system state\n- Agents would interfere with each other\n\n## The Pattern\n\n### 1. Identify Independent Domains\n\n### 2. Create Focused Agent Tasks\n### 3. Dispatch in Parallel\n### 4. Review and Integrate\n### Agent Prompt Structure\n### Common Mistakes\n### When NOT to Use\n### Real Example from Session\n### Key Benefits\n### Verification\n","# Dispatching Parallel Agents\n\n## Overview\n\nWhen you have multiple unrelated failures (different test files, different subsystems, different bugs), investigating them sequentially wastes time. Each investigation is independent and can happen in parallel.\n\n**Core principle:** Dispatch one agent per independent problem domain. Let them work concurrently.\n\n## When to Use\n\n```dot\ndigraph when_to_use {\n    \"Multiple failures?\" [shape=diamond];\n    \"Are they independent?\" [shape=diamond];\n    \"Single agent investigates all\" [shape=box];\n    \"One agent per problem domain\" [shape=box];\n    \"Can they work in parallel?\" [shape=diamond];\n    \"Sequential agents\" [shape=box];\n    \"Parallel dispatch\" [shape=box];\n\n    \"Multiple failures?\" -> \"Are they independent?\" [label=\"yes\"];\n    \"Are they independent?\" -> \"Single agent investigates all\" [label=\"no - related\"];\n    \"Are they independent?\" -> \"Can they work in parallel?\" [label=\"yes\"];\n    \"Can they work in parallel?\" -> \"Parallel dispatch\" [label=\"yes\"];\n    \"Can they work in parallel?\" -> \"Sequential agents\" [label=\"no - shared state\"];\n}\n```\n\n**Use when:**\n- 3+ test files failing with different root causes\n- Multiple subsystems broken independently\n- Each problem can be understood without context from others\n- No shared state between investigations\n\n**Don't use when:**\n- Failures are related (fix one might fix others)\n- Need to understand full system state\n- Agents would interfere with each other\n\n## The Pattern\n\n### 1. Identify Independent Domains\n\n### 2. Create Focused Agent Tasks\n### 3. Dispatch in Parallel\n### 4. Review and Integrate\n### Agent Prompt Structure\n### Common Mistakes\n### When NOT to Use\n### Real Example from Session\n### Key Benefits\n### Verification\n",{"name":5,"description":7},"main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","platform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Fdispatching-parallel-agents","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":8,"skillName":5,"commands":39,"prompt":49,"zipAvailable":50},[40,43,46],{"tool":41,"command":42},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill dispatching-parallel-agents",{"tool":44,"command":45},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill dispatching-parallel-agents",{"tool":47,"command":48},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill dispatching-parallel-agents","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\u002Fdispatching-parallel-agents\u002FSKILL.md",true,[],[53,74,105,132,145,161],{"skillNo":54,"name":55,"nameZh":6,"description":56,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":57,"categories":58,"keywords":59,"publishedAt":27},"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",[],[60,61,62,63,64,65,66,67,68,24,69,70,71,72,73],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","context","repo","injection","execution","file",{"skillNo":75,"name":76,"nameZh":6,"description":77,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":78,"categories":79,"keywords":85,"publishedAt":27},"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",[80],{"categoryNo":81,"categoryName":82,"taxonomyType":83,"taxonomyTypeDesc":84},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[86,87,88,89,90,91,92,93,94,95,96,97,98,99,24,100,101,102,103,104],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"skillNo":106,"name":107,"nameZh":6,"description":108,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":109,"categories":110,"keywords":117,"publishedAt":27},"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",[111,114],{"categoryNo":112,"categoryName":113,"taxonomyType":83,"taxonomyTypeDesc":84},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":115,"categoryName":116,"taxonomyType":83,"taxonomyTypeDesc":84},"01JBSEEDCAT000000000000008","测试与质量",[118,119,120,121,122,123,124,125,126,127,87,128,129,130,131],"review","visual","visual review","pages","web","false","iteration","take","check","slides","ui","screenshot","playwright","screenshots",{"skillNo":133,"name":134,"nameZh":6,"description":135,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":136,"categories":137,"keywords":138,"publishedAt":27},"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",[],[134,139,140,141,142,143,144,23],"setup","report","project","installation","project setup","issues",{"skillNo":146,"name":147,"nameZh":6,"description":148,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":149,"categories":150,"keywords":152,"publishedAt":27},"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",[151],{"categoryNo":81,"categoryName":82,"taxonomyType":83,"taxonomyTypeDesc":84},[147,153,65,154,155,156,24,157,158,159,160],"start issue","issue","ready","work on issue","user","work","work on","development",{"skillNo":162,"name":139,"nameZh":6,"description":163,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":164,"categories":165,"keywords":166,"publishedAt":27},"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",[],[139,141,102,167,143,168],"files","interactive"]