[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DCXRHYS8YBM5CJ7HWCJ6M3":3,"skill-same:01M6DCXRHYS8YBM5CJ7HWCJ6M3":46},{"skillNo":4,"name":5,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":17,"publishedAt":21,"linkOnly":22,"markdownContent":23,"markdownBody":24,"frontMatter":25,"refName":26,"commitSha":27,"skillDirectory":28,"forksCount":13,"repositoryHtmlUrl":29,"repositoryHomepageUrl":6,"ownerHtmlUrl":30,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":31,"install":32,"resources":45},"01M6DCXRHYS8YBM5CJ7HWCJ6M3","rubric-verifier",null,"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\u002Frubric-verifier\u002FSKILL.md",[],[18,19,20],"rubric","verifier","rubric verifier","2026-11-10 10:12:30",false,"---\nname: rubric-verifier\ndescription: Use AFTER N candidate patches exist (from codex council \u002F \u002Fmulti-execute \u002F external-tools Codex+Gemini fan-out) and BEFORE running tests, to select the best candidate execution-free. A fresh-context reviewer builds a repo-grounded rubric — a weighted checklist of issue-specific criteria — then scores every candidate diff against it and returns a ranked pick with rationale. ADVISORY only: the ranked pick is a recommendation, not a gate; the 100%-coverage VALIDATE step remains the blocking authority. Skip when only one candidate exists, or when the issue is trivially localised and any diff that compiles is correct. Based on \"Agentic Rubrics as Contextual Verifiers\" (arXiv:2601.04171, Scale AI).\nmetadata:\n  version: 0.1.0\n  compatibility: claude-code codex cursor gemini-cli opencode\n  source: https:\u002F\u002Farxiv.org\u002Fabs\u002F2601.04171\n  upstream_authors: Scale AI\n---\n\n# Rubric Verifier — execution-free candidate selector\n\nSelect the best among N candidate patches **without running any tests**, by having a\nfresh-context reviewer build a repo-grounded rubric and score each candidate against\nit.  The output is a ranked advisory list; the coverage gate remains the hard blocker.\n\n## Why this exists\n\nAfter `\u002Fmulti-execute`, `codex council`, or an external-tools (Codex + Gemini) fan-out\nyou have N candidate diffs for the same task.  The current pipeline has no principled\nexecution-free SELECT step:\n\n| Existing skill | What it does | Gap |\n|---|---|---|\n| `fresh-context-verify` | re-derives one load-bearing value | single-value, not N-candidate ranking |\n| VALIDATE (metaswarm) | runs tests | execution required; expensive to run N times |\n| `code-review` | hunts for bugs in one diff | not a multi-candidate rubric scorer |\n\nThis skill fills the SELECT point: pick the best candidate before spending test-runner\ncycles on all N.\n\n## Trigger\n\nRun this skill **after** N ≥ 2 candidate diffs exist and **before** VALIDATE, when:\n- A `\u002Fmulti-execute` or `codex council` run has produced N patches in a manifest file\n  (default: `.multi-execute\u002Fcandidates\u002F` or `.council\u002Fcandidates\u002F`), **or**\n- External-tools (Codex CLI + Gemini CLI) have each produced a patch and you need to\n  pick one before committing to the VALIDATE loop.\n\nSkip when:\n- Only one candidate exists (nothing to rank).\n- The issue is trivially localised (one-liner typo fix) — any diff that compiles is fine.\n\n### Composition with existing gates\n### Phase 1 — Rubric Construction (FRESH context)\n### Inputs to pass to the fresh-context Task\n### Fresh-agent exploration protocol\n### Rubric format (agent output)\n### Phase 2 — Scoring (same or new Task per candidate)\n### Scorer prompt template\n### Parallelism option\n### Phase 3 — Aggregate and Report\n### Rubric Verifier — Advisory Ranking\n### Ranking\n","# Rubric Verifier — execution-free candidate selector\n\nSelect the best among N candidate patches **without running any tests**, by having a\nfresh-context reviewer build a repo-grounded rubric and score each candidate against\nit.  The output is a ranked advisory list; the coverage gate remains the hard blocker.\n\n## Why this exists\n\nAfter `\u002Fmulti-execute`, `codex council`, or an external-tools (Codex + Gemini) fan-out\nyou have N candidate diffs for the same task.  The current pipeline has no principled\nexecution-free SELECT step:\n\n| Existing skill | What it does | Gap |\n|---|---|---|\n| `fresh-context-verify` | re-derives one load-bearing value | single-value, not N-candidate ranking |\n| VALIDATE (metaswarm) | runs tests | execution required; expensive to run N times |\n| `code-review` | hunts for bugs in one diff | not a multi-candidate rubric scorer |\n\nThis skill fills the SELECT point: pick the best candidate before spending test-runner\ncycles on all N.\n\n## Trigger\n\nRun this skill **after** N ≥ 2 candidate diffs exist and **before** VALIDATE, when:\n- A `\u002Fmulti-execute` or `codex council` run has produced N patches in a manifest file\n  (default: `.multi-execute\u002Fcandidates\u002F` or `.council\u002Fcandidates\u002F`), **or**\n- External-tools (Codex CLI + Gemini CLI) have each produced a patch and you need to\n  pick one before committing to the VALIDATE loop.\n\nSkip when:\n- Only one candidate exists (nothing to rank).\n- The issue is trivially localised (one-liner typo fix) — any diff that compiles is fine.\n\n### Composition with existing gates\n### Phase 1 — Rubric Construction (FRESH context)\n### Inputs to pass to the fresh-context Task\n### Fresh-agent exploration protocol\n### Rubric format (agent output)\n### Phase 2 — Scoring (same or new Task per candidate)\n### Scorer prompt template\n### Parallelism option\n### Phase 3 — Aggregate and Report\n### Rubric Verifier — Advisory Ranking\n### Ranking\n",{},"main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","platform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Frubric-verifier","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":7,"skillName":5,"commands":33,"prompt":43,"zipAvailable":44},[34,37,40],{"tool":35,"command":36},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill rubric-verifier",{"tool":38,"command":39},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill rubric-verifier",{"tool":41,"command":42},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill rubric-verifier","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\u002Frubric-verifier\u002FSKILL.md",true,[],[47,69,100,127,141,157],{"skillNo":48,"name":49,"nameZh":6,"description":50,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":51,"categories":52,"keywords":53,"publishedAt":21},"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",[],[54,55,56,57,58,59,60,61,62,63,64,65,66,67,68],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","use","context","repo","injection","execution","file",{"skillNo":70,"name":71,"nameZh":6,"description":72,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":80,"publishedAt":21},"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",[75],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[81,82,83,84,85,86,87,88,89,90,91,92,93,94,63,95,96,97,98,99],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"skillNo":101,"name":102,"nameZh":6,"description":103,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":104,"categories":105,"keywords":112,"publishedAt":21},"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",[106,109],{"categoryNo":107,"categoryName":108,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":110,"categoryName":111,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000008","测试与质量",[113,114,115,116,117,118,119,120,121,122,82,123,124,125,126],"review","visual","visual review","pages","web","false","iteration","take","check","slides","ui","screenshot","playwright","screenshots",{"skillNo":128,"name":129,"nameZh":6,"description":130,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":131,"categories":132,"keywords":133,"publishedAt":21},"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",[],[129,134,135,136,137,138,139,140],"setup","report","project","installation","project setup","issues","state",{"skillNo":142,"name":143,"nameZh":6,"description":144,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":145,"categories":146,"keywords":148,"publishedAt":21},"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",[147],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},[143,149,59,150,151,152,63,153,154,155,156],"start issue","issue","ready","work on issue","user","work","work on","development",{"skillNo":158,"name":134,"nameZh":6,"description":159,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":11,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":160,"categories":161,"keywords":162,"publishedAt":21},"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",[],[134,136,97,163,138,164],"files","interactive"]