[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DCJT40ZXKSD4T50ZM2B3WQ":3,"skill-same:01M6DCJT40ZXKSD4T50ZM2B3WQ":62},{"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":35,"linkOnly":36,"markdownContent":37,"markdownBody":38,"frontMatter":39,"refName":42,"commitSha":43,"skillDirectory":44,"forksCount":14,"repositoryHtmlUrl":45,"repositoryHomepageUrl":6,"ownerHtmlUrl":46,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":47,"install":48,"resources":61},"01M6DCJT40ZXKSD4T50ZM2B3WQ","eval-harness",null,"Formal evaluation framework for Claude Code sessions implementing eval-driven development (EDD) principles","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\u002Feval-harness\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34],"harness","eval harness","eval","sessions","evaluation framework","development","code","framework","Evaluation","claude code sessions","Bash","grep","read","write","edit","driven","2026-11-10 10:12:30",false,"---\nname: eval-harness\ndescription: Formal evaluation framework for Claude Code sessions implementing eval-driven development (EDD) principles\norigin: ECC\ntools: Read, Write, Edit, Bash, Grep, Glob\n---\n\n# Eval Harness Skill\n\nA formal evaluation framework for Claude Code sessions, implementing eval-driven development (EDD) principles.\n\n## When to Activate\n\n- Setting up eval-driven development (EDD) for AI-assisted workflows\n- Defining pass\u002Ffail criteria for Claude Code task completion\n- Measuring agent reliability with pass@k metrics\n- Creating regression test suites for prompt or agent changes\n- Benchmarking agent performance across model versions\n\n## Philosophy\n\nEval-Driven Development treats evals as the \"unit tests of AI development\":\n- Define expected behavior BEFORE implementation\n- Run evals continuously during development\n- Track regressions with each change\n- Use pass@k metrics for reliability measurement\n\n## Eval Types\n\n### Capability Evals\nTest if Claude can do something it couldn't before:\n```markdown\n[CAPABILITY EVAL: feature-name]\nTask: Description of what Claude should accomplish\nSuccess Criteria:\n  - [ ] Criterion 1\n  - [ ] Criterion 2\n  - [ ] Criterion 3\nExpected Output: Description of expected result\n```\n\n### Regression Evals\nEnsure changes don't break existing functionality:\n```markdown\n[REGRESSION EVAL: feature-name]\nBaseline: SHA or checkpoint name\nTests:\n  - existing-test-1: PASS\u002FFAIL\n  - existing-test-2: PASS\u002FFAIL\n  - existing-test-3: PASS\u002FFAIL\nResult: X\u002FY passed (previously Y\u002FY)\n```\n\n## Grader Types\n\n### 1. Code-Based Grader\nDeterministic checks using code:\n```bash\n# Check if file contains expected pattern\ngrep -q \"export function handleAuth\" src\u002Fauth.ts && echo \"PASS\" || echo \"FAIL\"\n\n### Check if tests pass\n### Check if build succeeds\n### 2. Model-Based Grader\n### 3. Human Grader\n### Metrics\n","# Eval Harness Skill\n\nA formal evaluation framework for Claude Code sessions, implementing eval-driven development (EDD) principles.\n\n## When to Activate\n\n- Setting up eval-driven development (EDD) for AI-assisted workflows\n- Defining pass\u002Ffail criteria for Claude Code task completion\n- Measuring agent reliability with pass@k metrics\n- Creating regression test suites for prompt or agent changes\n- Benchmarking agent performance across model versions\n\n## Philosophy\n\nEval-Driven Development treats evals as the \"unit tests of AI development\":\n- Define expected behavior BEFORE implementation\n- Run evals continuously during development\n- Track regressions with each change\n- Use pass@k metrics for reliability measurement\n\n## Eval Types\n\n### Capability Evals\nTest if Claude can do something it couldn't before:\n```markdown\n[CAPABILITY EVAL: feature-name]\nTask: Description of what Claude should accomplish\nSuccess Criteria:\n  - [ ] Criterion 1\n  - [ ] Criterion 2\n  - [ ] Criterion 3\nExpected Output: Description of expected result\n```\n\n### Regression Evals\nEnsure changes don't break existing functionality:\n```markdown\n[REGRESSION EVAL: feature-name]\nBaseline: SHA or checkpoint name\nTests:\n  - existing-test-1: PASS\u002FFAIL\n  - existing-test-2: PASS\u002FFAIL\n  - existing-test-3: PASS\u002FFAIL\nResult: X\u002FY passed (previously Y\u002FY)\n```\n\n## Grader Types\n\n### 1. Code-Based Grader\nDeterministic checks using code:\n```bash\n# Check if file contains expected pattern\ngrep -q \"export function handleAuth\" src\u002Fauth.ts && echo \"PASS\" || echo \"FAIL\"\n\n### Check if tests pass\n### Check if build succeeds\n### 2. Model-Based Grader\n### 3. Human Grader\n### Metrics\n",{"name":5,"tools":40,"origin":41,"description":7},"Read, Write, Edit, Bash, Grep, Glob","ECC","main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","platform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Feval-harness","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":8,"skillName":5,"commands":49,"prompt":59,"zipAvailable":60},[50,53,56],{"tool":51,"command":52},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill eval-harness",{"tool":54,"command":55},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill eval-harness",{"tool":57,"command":58},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill eval-harness","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\u002Feval-harness\u002FSKILL.md",true,[],[63,85,116,143,157,172],{"skillNo":64,"name":65,"nameZh":6,"description":66,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":67,"categories":68,"keywords":69,"publishedAt":35},"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",[],[70,71,72,73,74,75,76,77,78,79,80,81,82,83,84],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","use","context","repo","injection","execution","file",{"skillNo":86,"name":87,"nameZh":6,"description":88,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":89,"categories":90,"keywords":96,"publishedAt":35},"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",[91],{"categoryNo":92,"categoryName":93,"taxonomyType":94,"taxonomyTypeDesc":95},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[97,98,99,100,101,102,103,104,105,106,107,108,109,110,79,111,112,113,114,115],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"skillNo":117,"name":118,"nameZh":6,"description":119,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":120,"categories":121,"keywords":128,"publishedAt":35},"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",[122,125],{"categoryNo":123,"categoryName":124,"taxonomyType":94,"taxonomyTypeDesc":95},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":126,"categoryName":127,"taxonomyType":94,"taxonomyTypeDesc":95},"01JBSEEDCAT000000000000008","测试与质量",[129,130,131,132,133,134,135,136,137,138,98,139,140,141,142],"review","visual","visual review","pages","web","false","iteration","take","check","slides","ui","screenshot","playwright","screenshots",{"skillNo":144,"name":145,"nameZh":6,"description":146,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":147,"categories":148,"keywords":149,"publishedAt":35},"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",[],[145,150,151,152,153,154,155,156],"setup","report","project","installation","project setup","issues","state",{"skillNo":158,"name":159,"nameZh":6,"description":160,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":161,"categories":162,"keywords":164,"publishedAt":35},"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",[163],{"categoryNo":92,"categoryName":93,"taxonomyType":94,"taxonomyTypeDesc":95},[159,165,75,166,167,168,79,169,170,171,24],"start issue","issue","ready","work on issue","user","work","work on",{"skillNo":173,"name":150,"nameZh":6,"description":174,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":175,"categories":176,"keywords":177,"publishedAt":35},"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",[],[150,152,113,178,154,179],"files","interactive"]