[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DCBBGCDTFJTH3HXAJHVSYR":3,"skill-same:01M6DCBBGCDTFJTH3HXAJHVSYR":97},{"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":31,"publishedAt":49,"linkOnly":50,"markdownContent":51,"markdownBody":52,"frontMatter":53,"refName":55,"commitSha":56,"skillDirectory":57,"forksCount":14,"repositoryHtmlUrl":58,"repositoryHomepageUrl":6,"ownerHtmlUrl":59,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":60,"install":61,"resources":74},"01M6DCBBGCDTFJTH3HXAJHVSYR","ai-regression-testing",null,"Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code.","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\u002Fai-regression-testing\u002FSKILL.md",[18,23,26],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000008","测试与质量","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":27,"categoryName":28,"taxonomyType":29,"taxonomyTypeDesc":30},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48],"ai regression testing","testing","regression","model","strategies","dependencies","patterns","spots","bug","api testing","check","api","database","code","development","workflows","sandbox","2026-11-10 10:12:30",false,"---\nname: ai-regression-testing\ndescription: Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code.\norigin: ECC\n---\n\n# AI Regression Testing\n\nTesting patterns specifically designed for AI-assisted development, where the same model writes code and reviews it — creating systematic blind spots that only automated tests can catch.\n\n## When to Activate\n\n- AI agent (Claude Code, Cursor, Codex) has modified API routes or backend logic\n- A bug was found and fixed — need to prevent re-introduction\n- Project has a sandbox\u002Fmock mode that can be leveraged for DB-free testing\n- Running `\u002Fbug-check` or similar review commands after code changes\n- Multiple code paths exist (sandbox vs production, feature flags, etc.)\n\n## The Core Problem\n\nWhen an AI writes code and then reviews its own work, it carries the same assumptions into both steps. This creates a predictable failure pattern:\n\n```\nAI writes fix → AI reviews fix → AI says \"looks correct\" → Bug still exists\n```\n\n**Real-world example** (observed in production):\n\n```\nFix 1: Added notification_settings to API response\n  → Forgot to add it to the SELECT query\n  → AI reviewed and missed it (same blind spot)\n\nFix 2: Added it to SELECT query\n  → TypeScript build error (column not in generated types)\n  → AI reviewed Fix 1 but didn't catch the SELECT issue\n\nFix 3: Changed to SELECT *\n  → Fixed production path, forgot sandbox path\n  → AI reviewed and missed it AGAIN (4th occurrence)\n\nFix 4: Test caught it instantly on first run ✅\n```\n\nThe pattern: **sandbox\u002Fproduction path inconsistency** is the #1 AI-introduced regression.\n\n## Sandbox-Mode API Testing\n\nMost projects with AI-friendly architecture have a sandbox\u002Fmock mode. This is the key to fast, DB-free API testing.\n\n### Setup (Vitest + Next.js App Router)\n### Test Helper for Next.js API Routes\n### Writing Regression Tests\n### Testing Sandbox\u002FProduction Parity\n### Integrating Tests into Bug-Check Workflow\n### Custom Command Definition\n### Bug Check\n### Step 1: Automated Tests (mandatory, cannot skip)\n### Step 2: Code Review (AI review)\n### Step 3: For each bug fixed, propose a regression test\n","# AI Regression Testing\n\nTesting patterns specifically designed for AI-assisted development, where the same model writes code and reviews it — creating systematic blind spots that only automated tests can catch.\n\n## When to Activate\n\n- AI agent (Claude Code, Cursor, Codex) has modified API routes or backend logic\n- A bug was found and fixed — need to prevent re-introduction\n- Project has a sandbox\u002Fmock mode that can be leveraged for DB-free testing\n- Running `\u002Fbug-check` or similar review commands after code changes\n- Multiple code paths exist (sandbox vs production, feature flags, etc.)\n\n## The Core Problem\n\nWhen an AI writes code and then reviews its own work, it carries the same assumptions into both steps. This creates a predictable failure pattern:\n\n```\nAI writes fix → AI reviews fix → AI says \"looks correct\" → Bug still exists\n```\n\n**Real-world example** (observed in production):\n\n```\nFix 1: Added notification_settings to API response\n  → Forgot to add it to the SELECT query\n  → AI reviewed and missed it (same blind spot)\n\nFix 2: Added it to SELECT query\n  → TypeScript build error (column not in generated types)\n  → AI reviewed Fix 1 but didn't catch the SELECT issue\n\nFix 3: Changed to SELECT *\n  → Fixed production path, forgot sandbox path\n  → AI reviewed and missed it AGAIN (4th occurrence)\n\nFix 4: Test caught it instantly on first run ✅\n```\n\nThe pattern: **sandbox\u002Fproduction path inconsistency** is the #1 AI-introduced regression.\n\n## Sandbox-Mode API Testing\n\nMost projects with AI-friendly architecture have a sandbox\u002Fmock mode. This is the key to fast, DB-free API testing.\n\n### Setup (Vitest + Next.js App Router)\n### Test Helper for Next.js API Routes\n### Writing Regression Tests\n### Testing Sandbox\u002FProduction Parity\n### Integrating Tests into Bug-Check Workflow\n### Custom Command Definition\n### Bug Check\n### Step 1: Automated Tests (mandatory, cannot skip)\n### Step 2: Code Review (AI review)\n### Step 3: For each bug fixed, propose a regression test\n",{"name":5,"origin":54,"description":7},"ECC","main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","platform\u002Frouting\u002Ffixtures\u002Fhome\u002F.agents\u002Fskills\u002Fai-regression-testing","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":8,"skillName":5,"commands":62,"prompt":72,"zipAvailable":73},[63,66,69],{"tool":64,"command":65},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill ai-regression-testing",{"tool":67,"command":68},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill ai-regression-testing",{"tool":70,"command":71},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill ai-regression-testing","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\u002Fai-regression-testing\u002FSKILL.md",true,[75,81,87,91],{"path":76,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":79,"sourceHtmlUrl":80},"custom_action.json","REFERENCE","参考文档",546,"https:\u002F\u002Fgithub.com\u002FEithanAsulin\u002FCoditan\u002Fblob\u002Fmain\u002FCodiScrape\u002Fcustom_action.json",{"path":82,"resourceType":83,"resourceTypeDesc":84,"sizeBytes":85,"sourceHtmlUrl":86},"icon.png","ASSET","资产文件",103433,"https:\u002F\u002Fgithub.com\u002FEithanAsulin\u002FCoditan\u002Fblob\u002Fmain\u002FCodiScrape\u002Ficon.png",{"path":88,"resourceType":77,"resourceTypeDesc":78,"sizeBytes":89,"sourceHtmlUrl":90},"market.json",687,"https:\u002F\u002Fgithub.com\u002FEithanAsulin\u002FCoditan\u002Fblob\u002Fmain\u002FCodiScrape\u002Fmarket.json",{"path":92,"resourceType":93,"resourceTypeDesc":94,"sizeBytes":95,"sourceHtmlUrl":96},"skill.py","SCRIPT","脚本",1339,"https:\u002F\u002Fgithub.com\u002FEithanAsulin\u002FCoditan\u002Fblob\u002Fmain\u002FCodiScrape\u002Fskill.py",[98,120,149,173,187,202],{"skillNo":99,"name":100,"nameZh":6,"description":101,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":102,"categories":103,"keywords":104,"publishedAt":49},"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",[],[105,106,107,108,109,110,111,112,113,114,115,116,117,118,119],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","use","context","repo","injection","execution","file",{"skillNo":121,"name":122,"nameZh":6,"description":123,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":124,"categories":125,"keywords":129,"publishedAt":49},"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",[126],{"categoryNo":127,"categoryName":128,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发",[130,131,132,133,134,135,136,137,138,139,140,141,142,143,114,144,145,146,147,148],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"skillNo":150,"name":151,"nameZh":6,"description":152,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":153,"categories":154,"keywords":159,"publishedAt":49},"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",[155,158],{"categoryNo":156,"categoryName":157,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},[160,161,162,163,164,165,166,167,42,168,131,169,170,171,172],"review","visual","visual review","pages","web","false","iteration","take","slides","ui","screenshot","playwright","screenshots",{"skillNo":174,"name":175,"nameZh":6,"description":176,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":177,"categories":178,"keywords":179,"publishedAt":49},"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",[],[175,180,181,182,183,184,185,186],"setup","report","project","installation","project setup","issues","state",{"skillNo":188,"name":189,"nameZh":6,"description":190,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":191,"categories":192,"keywords":194,"publishedAt":49},"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",[193],{"categoryNo":127,"categoryName":128,"taxonomyType":21,"taxonomyTypeDesc":22},[189,195,110,196,197,198,114,199,200,201,46],"start issue","issue","ready","work on issue","user","work","work on",{"skillNo":203,"name":180,"nameZh":6,"description":204,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":205,"categories":206,"keywords":207,"publishedAt":49},"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",[],[180,182,146,208,184,209],"files","interactive"]