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source projects and samples from Microsoft",4160,229,11,7,828772,"2026-11-13 04:10:52",{"accountNo":112,"login":113,"displayName":113,"avatarUrl":114,"accountType":102,"accountTypeDesc":103,"profileDescription":115,"skillCount":116,"repoCount":117,"professionCount":108,"scenarioCount":108,"totalStars":118,"updatedAt":119},"01M698P3FSAZ6B4R928ZF19KPT","openclaw","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F252820863?v=4","Your personal, open source AI assistant.",362,32,437711,"2026-11-13 03:02:05",{"accountNo":121,"login":122,"displayName":123,"avatarUrl":124,"accountType":102,"accountTypeDesc":103,"profileDescription":13,"skillCount":125,"repoCount":126,"professionCount":108,"scenarioCount":127,"totalStars":128,"updatedAt":129},"01M6AC29YGCR4S2NTJFV0G8B81","openai","OpenAI","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F14957082?v=4",171,23,6,342695,"2026-11-13 04:03:41",{"accountNo":131,"login":132,"displayName":133,"avatarUrl":134,"accountType":102,"accountTypeDesc":103,"profileDescription":13,"skillCount":135,"repoCount":136,"professionCount":137,"scenarioCount":108,"totalStars":138,"updatedAt":139},"01M6AC83E6K4FDKK7HZ8WNMQKE","apache","The Apache Software Foundation","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F47359?v=4",420,75,8,298176,"2026-11-13 03:14:28",{"accountNo":141,"login":142,"displayName":143,"avatarUrl":144,"accountType":102,"accountTypeDesc":103,"profileDescription":145,"skillCount":146,"repoCount":147,"professionCount":107,"scenarioCount":108,"totalStars":148,"updatedAt":149},"01M698VYEFDM0VJBZDYYJ2T83S","google","Google","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1342004?v=4","Google ❤️ Open Source",535,48,242366,"2026-11-13 04:17:09",{"accountNo":151,"login":152,"displayName":153,"avatarUrl":154,"accountType":102,"accountTypeDesc":103,"profileDescription":155,"skillCount":156,"repoCount":157,"professionCount":107,"scenarioCount":108,"totalStars":158,"updatedAt":159},"01M6AC83DS133TPXFSP1DHNCC6","github","GitHub","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F9919?v=4","How people build software.",940,28,238441,"2026-11-13 03:57:35",{"accountNo":161,"login":162,"displayName":163,"avatarUrl":164,"accountType":102,"accountTypeDesc":103,"profileDescription":13,"skillCount":165,"repoCount":166,"professionCount":107,"scenarioCount":108,"totalStars":167,"updatedAt":168},"01M697XGDPXJAVQ8391V2BCYTE","anthropics","Anthropic","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F76263028?v=4",674,17,231826,"2026-11-13 04:18:26",{"accountNo":170,"login":171,"displayName":172,"avatarUrl":173,"accountType":102,"accountTypeDesc":103,"profileDescription":13,"skillCount":174,"repoCount":175,"professionCount":176,"scenarioCount":108,"totalStars":177,"updatedAt":178},"01M6AC83EPDGBFN19MWYRREJD0","Significant-Gravitas","AutoGPT","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F130738209?v=4",86,2,10,188014,"2026-11-13 02:38:59",{"accountNo":180,"login":181,"displayName":182,"avatarUrl":183,"accountType":184,"accountTypeDesc":185,"profileDescription":186,"skillCount":187,"repoCount":188,"professionCount":127,"scenarioCount":108,"totalStars":189,"updatedAt":190},"01M6DJCCDDG53MTYYRTXAXFG17","garrytan","Garry Tan","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F19957?v=4","USER","个人作者","Writes software, dreams. 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Check: metric cv_score with a minimum.","Riteesh-2k6\u002Fbeyondml","Riteesh-2k6","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F140528424?v=4","01M6CY6V18JEE5K6V3V28ZWQNK","Riteesh Thiruveedhula","01M6CY6V5BAR5VMFSG62KXRNA4",0,"MIT","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Ftabular-ensemble\u002FSKILL.md",[],[212,213,214,215,216,217,218,219],"tabular ensemble","search","file","check","read","only","finish","models","2026-11-10 10:12:30",{"skillNo":222,"name":223,"nameZh":13,"description":224,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":225,"categories":226,"keywords":227,"publishedAt":220},"01M6CY7JZ8A242J88D75SEDSHD","tabular-eda","Explores the cleaned table and writes insights for the feature step. Usually right after tabular-clean. Check: expects reports\u002Feda.md.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Ftabular-eda\u002FSKILL.md",[],[228,229,230,231,214,232,215,216,233,234,235,218,236,237,238],"eda","tabular eda","python","run","table","write","list","profile","reports","files","clean",{"skillNo":240,"name":241,"nameZh":13,"description":242,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":243,"categories":244,"keywords":245,"publishedAt":220},"01M6CY7GE37ZCTAW2A137BX1CN","tabular-cluster","Groups rows when there is no target: evolves KMeans\u002FDBSCAN for the best silhouette and exports the code. Only when the data has no target. Check: expects data\u002Fprocessed\u002Fclusters.csv.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Ftabular-cluster\u002FSKILL.md",[],[246,230,231,247,214,248,249,250,215,216,233,234,235,251,217,218,237],"tabular cluster","code","csv","data","pipeline","export",{"skillNo":253,"name":254,"nameZh":13,"description":255,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":256,"categories":257,"keywords":258,"publishedAt":220},"01M6CY7DX7EMTYQPD5R31SVFT3","tabular-clean","Writes src\u002Fclean.py: drops audited columns, fixes impossible values, imputes and handles outliers. Usually right after tabular-audit. Check: run src\u002Fclean.py, expects data\u002Fprocessed\u002Fclean.csv.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Ftabular-clean\u002FSKILL.md",[],[238,259,230,231,214,260,248,249,261,215,262,216,233,234,263,235,218,237],"tabular clean","audit","src","ask","user",{"skillNo":265,"name":266,"nameZh":13,"description":267,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":268,"categories":269,"keywords":270,"publishedAt":220},"01M6CY7BEJV30HM9J8XM6F3QR0","tabular-audit","First step for a table: profile it, fix the target and problem type, find leaking and impossible columns. Usually the first step of a tabular plan. 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Usually right after tabular-features. Check: metric mu_cv with a minimum.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Fevolve-search\u002FSKILL.md",[],[213,307,308,214,215,216,234,235,218,237,219],"evolve","evolve search",{"skillNo":310,"name":311,"nameZh":13,"description":312,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":313,"categories":314,"keywords":315,"publishedAt":220},"01M6CY72NXWWK4S2E6CY37BDB6","evaluate-explain","Holds out data, checks for leakage (health) and warns on overfitting and dominance, and explains the model. Usually the last step of a supervised plan. Check: metric health, min 1.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Fevaluate-explain\u002FSKILL.md",[],[316,317,214,249,318,273,319,215,216,233,234,218,237],"explain","evaluate explain","health","model",{"skillNo":321,"name":322,"nameZh":13,"description":323,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":324,"categories":325,"keywords":326,"publishedAt":220},"01M6CY709E07KYYGVRST7DFEQM","drift-check","Compares a new batch with the data the model was built on. Only when the inputs include a reference set and a newer batch. Check: expects reports\u002Fdrift.md.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Fdrift-check\u002FSKILL.md",[],[215,327,328,329,214,249,330,319,216,233,234,217,218,236,331,237],"drift","drift check","batch","SET","reference",{"skillNo":333,"name":334,"nameZh":13,"description":335,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":336,"categories":337,"keywords":338,"publishedAt":220},"01M6CY6YW2D29RJAAR40YHB5KX","class-imbalance","What to do when one class is rare.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Fclass-imbalance\u002FSKILL.md",[],[339,297,340],"class imbalance","do",{"skillNo":342,"name":343,"nameZh":13,"description":344,"descriptionZh":13,"repositoryFullName":201,"ownerLogin":202,"ownerAvatarUrl":203,"ownerAccountNo":204,"ownerDisplayName":205,"repositoryNo":206,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":345,"categories":346,"keywords":347,"publishedAt":220},"01M6CY6XFYETMSS94G3EGKQN6E","choose-metric","How to pick the evaluation metric for a tabular problem.","https:\u002F\u002Fgithub.com\u002FRiteesh-2k6\u002Fbeyondml\u002Fblob\u002Fmain\u002Fbeyondml\u002Fskills\u002Fchoose-metric\u002FSKILL.md",[],[348,349,350,296,297,351],"choose","choose metric","Evaluation","pick",{"skillNo":353,"name":354,"nameZh":13,"description":355,"descriptionZh":13,"repositoryFullName":356,"ownerLogin":357,"ownerAvatarUrl":358,"ownerAccountNo":359,"ownerDisplayName":360,"repositoryNo":361,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":362,"categories":363,"keywords":370,"publishedAt":220},"01M6CY3MPS12WA7AW76NA4ZQ5P","test-skill","Basic local test skill for Skillfile validation","mistakenot\u002Fskillfile","mistakenot","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F7852099?v=4","01M6CY3K3NE7B30VD9C8HP815J","Charlie","01M6CY3K7TGM5TBN0NQ3J9K432","https:\u002F\u002Fgithub.com\u002Fmistakenot\u002Fskillfile\u002Fblob\u002Fmain\u002Ftesting\u002Ftest-skill\u002FSKILL.md",[364,367],{"categoryNo":365,"categoryName":366,"taxonomyType":6,"taxonomyTypeDesc":7},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":368,"categoryName":369,"taxonomyType":6,"taxonomyTypeDesc":7},"01JBSEEDCAT000000000000023","Skill与智能体开发",[371,372,373,374],"test","Test Skill","validation","local",{"skillNo":376,"name":377,"nameZh":13,"description":378,"descriptionZh":13,"repositoryFullName":379,"ownerLogin":380,"ownerAvatarUrl":381,"ownerAccountNo":382,"ownerDisplayName":380,"repositoryNo":383,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":384,"categories":385,"keywords":389,"publishedAt":220},"01M6CY1G2ZHS2ZFFZZ50N3KFTW","skeuomorphic-forge","This skill should be used when the user asks to build physically-realistic skeuomorphic UI with Tailwind CSS — buttons, panels, gauges, knobs, CRT\u002FLED displays, glass\u002Fmetal effects, particle systems, industrial hardware. Triggers on requests mentioning: skeuomorphic, realistic depth, industrial UI, 3D button, gauge, meter, analog, tactile, material texture, retro-industrial, aerospace panel, DSP cockpit, VU meter, rotary knob, CRT display, rim light, metal recess, faceplate. Mandatory workflow: resolve bundled resources, read golden examples, run\u002Fsearch references, inspect a matching HTML asset when available, classify the physical object and shadow tier, then verify U0-U7 before delivery. Do NOT trigger for flat\u002Fminimal UI or standard Material\u002FShadcn components.","MMMProd-Org\u002Fskeuomorphic-forge","MMMProd-Org","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F279903646?v=4","01M6CY180B9R04H8E1SN9AR729","01M6CY184EP7A9674S6V8X3TWF","https:\u002F\u002Fgithub.com\u002FMMMProd-Org\u002Fskeuomorphic-forge\u002Fblob\u002Fmain\u002Fskills\u002Fskeuomorphic-forge\u002FSKILL.md",[386],{"categoryNo":387,"categoryName":388,"taxonomyType":6,"taxonomyTypeDesc":7},"01JBSEEDCAT000000000000009","前端开发",[390,391,392,393,394,395,231,213,396,397,398,399,216,400,401,402,340,403,404,405],"forge","skeuomorphic forge","css","metal","workflow","components","examples","3D","Tailwind","verify","minimal","references","build","delivery","matching","physical",{"skillNo":407,"name":377,"nameZh":13,"description":13,"descriptionZh":13,"repositoryFullName":379,"ownerLogin":380,"ownerAvatarUrl":381,"ownerAccountNo":382,"ownerDisplayName":380,"repositoryNo":383,"starsCount":207,"licenseSpdxId":208,"licenseFileUrl":13,"sourceHtmlUrl":408,"categories":409,"keywords":410,"publishedAt":220},"01M6CY1A31Y0Q8MS7YV71NVK1Q","https:\u002F\u002Fgithub.com\u002FMMMProd-Org\u002Fskeuomorphic-forge\u002Fblob\u002Fmain\u002FSKILL.md",[],[390,391],{"skillNo":412,"name":413,"nameZh":13,"description":414,"descriptionZh":13,"repositoryFullName":415,"ownerLogin":416,"ownerAvatarUrl":417,"ownerAccountNo":418,"ownerDisplayName":13,"repositoryNo":419,"starsCount":207,"licenseSpdxId":420,"licenseFileUrl":13,"sourceHtmlUrl":421,"categories":422,"keywords":423,"publishedAt":220},"01M6CXFQ8B48HMZRJYQS0ZQRM7","release-notes","Generate release notes from commit messages since the last beta tag. Use when preparing notes for an upcoming beta or production release.","t-animal\u002FOpen-Source-Body-Tracker","t-animal","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1775745?v=4","01M6CXFJ473TVJJGA8PPC4WJ9Q","01M6CXFJ84058RCGD7E38YMTY3","GPL-3.0","https:\u002F\u002Fgithub.com\u002Ft-animal\u002FOpen-Source-Body-Tracker\u002Fblob\u002Fmain\u002F.claude\u002Fskills\u002Frelease-notes\u002FSKILL.md",[],[424,425,426,427,428,429,430,431,432,433,216,434,435,436],"notes","release notes","release","commit","generate","beta","messages","Production","Bash","commit messages","use","diff","base",{"skillNo":438,"name":439,"nameZh":13,"description":440,"descriptionZh":13,"repositoryFullName":415,"ownerLogin":416,"ownerAvatarUrl":417,"ownerAccountNo":418,"ownerDisplayName":13,"repositoryNo":419,"starsCount":207,"licenseSpdxId":420,"licenseFileUrl":13,"sourceHtmlUrl":441,"categories":442,"keywords":443,"publishedAt":220},"01M6CXFNCM9135J9PD03GJNYDY","feature-to-requirements","Runs the full feature pipeline - discovers the feature concept with the user, saves it to a file, then runs requirements elicitation based on that concept.","https:\u002F\u002Fgithub.com\u002Ft-animal\u002FOpen-Source-Body-Tracker\u002Fblob\u002Fmain\u002F.claude\u002Fskills\u002Ffeature-to-requirements\u002FSKILL.md",[],[444,445,214,250,263,446],"requirements","feature to requirements","full",{"skillNo":448,"name":427,"nameZh":13,"description":449,"descriptionZh":13,"repositoryFullName":415,"ownerLogin":416,"ownerAvatarUrl":417,"ownerAccountNo":418,"ownerDisplayName":13,"repositoryNo":419,"starsCount":207,"licenseSpdxId":420,"licenseFileUrl":13,"sourceHtmlUrl":450,"categories":451,"keywords":452,"publishedAt":220},"01M6CXFKS6MCKMQDQ2DKYVG03K","Commit changes with a concise and meaningful message","https:\u002F\u002Fgithub.com\u002Ft-animal\u002FOpen-Source-Body-Tracker\u002Fblob\u002Fmain\u002F.claude\u002Fskills\u002Fcommit\u002FSKILL.md",[],[427,453,454],"commit changes","message",10633,18]