[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6MSC9XTR8AHVRFHW2S4B6FF":3,"skill-same:01M6MSC9XTR8AHVRFHW2S4B6FF":93},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":17,"publishedAt":38,"linkOnly":39,"markdownContent":40,"markdownBody":41,"frontMatter":42,"refName":43,"commitSha":44,"skillDirectory":45,"forksCount":46,"repositoryHtmlUrl":47,"repositoryHomepageUrl":6,"ownerHtmlUrl":48,"ownerBlogUrl":6,"ownerDescription":49,"updatedAt":50,"install":51,"resources":64},"01M6MSC9XTR8AHVRFHW2S4B6FF","wandb",null,"Monitor and analyze Weights & Biases training runs. Use when checking training status, detecting failures, analyzing loss curves, comparing runs, or monitoring experiments. Triggers on \"wandb\", \"training runs\", \"how's training\", \"did my run finish\", \"any failures\", \"check experiments\", \"loss curve\", \"gradient norm\", \"compare runs\".","Kernel8901\u002Fai-agent-skills-classification","Kernel8901","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F72647553?v=4","01M6KV388J2H5PNC8D8P940BJD","01M6KV38CS5B3AY63RKZB410YM",7,"MIT","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002FSKILL.md",[],[18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"WandB","use","curve","gradient","my","detecting","compare","triggers","compare runs","finish","experiments","check","analyze","how","analyzing","monitoring","run","training","monitor","status","2026-11-10 10:12:30",false,"---\nname: wandb\ndescription: Monitor and analyze Weights & Biases training runs. Use when checking training status, detecting failures, analyzing loss curves, comparing runs, or monitoring experiments. Triggers on \"wandb\", \"training runs\", \"how's training\", \"did my run finish\", \"any failures\", \"check experiments\", \"loss curve\", \"gradient norm\", \"compare runs\".\n---\n\n# Weights & Biases\n\nMonitor, analyze, and compare W&B training runs.\n\n## Setup\n\n```bash\nwandb login\n# Or set WANDB_API_KEY in environment\n```\n\n## Scripts\n\n### Characterize a Run (Full Health Analysis)\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fcharacterize_run.py ENTITY\u002FPROJECT\u002FRUN_ID\n```\n\nAnalyzes:\n- Loss curve trend (start → current, % change, direction)\n- Gradient norm health (exploding\u002Fvanishing detection)  \n- Eval metrics (if present)\n- Stall detection (heartbeat age)\n- Progress & ETA estimate\n- Config highlights\n- Overall health verdict\n\nOptions: `--json` for machine-readable output.\n\n### Watch All Running Jobs\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fwatch_runs.py ENTITY [--projects p1,p2]\n```\n\nQuick health summary of all running jobs plus recent failures\u002Fcompletions. Ideal for morning briefings.\n\nOptions:\n- `--projects p1,p2` — Specific projects to check\n- `--all-projects` — Check all projects\n- `--hours N` — Hours to look back for finished runs (default: 24)\n- `--json` — Machine-readable output\n\n### Compare Two Runs\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fcompare_runs.py ENTITY\u002FPROJECT\u002FRUN_A ENTITY\u002FPROJECT\u002FRUN_B\n```\n\nSide-by-side comparison:\n- Config differences (highlights important params)\n- Loss curves at same steps\n- Gradient norm comparison\n- Eval metrics\n- Performance (tokens\u002Fsec, steps\u002Fhour)\n- Winner verdict\n\n## Python API Quick Reference\n\n```python\nimport wandb\napi = wandb.Api()\n\n# Get runs\nruns = api.runs(\"entity\u002Fproject\", {\"state\": \"running\"})\n\n# Run properties\nrun.state      # running | finished | failed | crashed | canceled\nrun.name       # display name\nrun.id         # unique identifier\nrun.summary    # final\u002Fcurrent metrics\nrun.config     # hyperparameters\nrun.heartbeat_at # stall detection\n\n# Get history\nhistory = list(run.scan_history(keys=[\"train\u002Floss\", \"train\u002Fgrad_norm\"]))\n```\n\n## Metric Key Variations\n\nScripts handle these automatically:\n- Loss: `train\u002Floss`, `loss`, `train_loss`, `training_loss`\n- Gradients: `train\u002Fgrad_norm`, `grad_norm`, `gradient_norm`\n- Steps: `train\u002Fglobal_step`, `global_step`, `step`, `_step`\n- Eval: `eval\u002Floss`, `eval_loss`, `eval\u002Faccuracy`, `eval_acc`\n\n## Health Thresholds\n\n- **Gradients > 10**: Exploding (critical)\n- **Gradients > 5**: Spiky (warning)\n- **Gradients \u003C 0.0001**: Vanishing (warning)\n- **Heartbeat > 30min**: Stalled (critical)\n- **Heartbeat > 10min**: Slow (warning)\n\n## Integration Notes\n\nFor morning briefings, use `watch_runs.py --json` and parse the output.\n\nFor detailed analysis of a specific run, use `characterize_run.py`.\n\nFor A\u002FB testing or hyperparameter comparisons, use `compare_runs.py`.\n","# Weights & Biases\n\nMonitor, analyze, and compare W&B training runs.\n\n## Setup\n\n```bash\nwandb login\n# Or set WANDB_API_KEY in environment\n```\n\n## Scripts\n\n### Characterize a Run (Full Health Analysis)\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fcharacterize_run.py ENTITY\u002FPROJECT\u002FRUN_ID\n```\n\nAnalyzes:\n- Loss curve trend (start → current, % change, direction)\n- Gradient norm health (exploding\u002Fvanishing detection)  \n- Eval metrics (if present)\n- Stall detection (heartbeat age)\n- Progress & ETA estimate\n- Config highlights\n- Overall health verdict\n\nOptions: `--json` for machine-readable output.\n\n### Watch All Running Jobs\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fwatch_runs.py ENTITY [--projects p1,p2]\n```\n\nQuick health summary of all running jobs plus recent failures\u002Fcompletions. Ideal for morning briefings.\n\nOptions:\n- `--projects p1,p2` — Specific projects to check\n- `--all-projects` — Check all projects\n- `--hours N` — Hours to look back for finished runs (default: 24)\n- `--json` — Machine-readable output\n\n### Compare Two Runs\n\n```bash\n~\u002Fclawd\u002Fvenv\u002Fbin\u002Fpython3 ~\u002Fclawd\u002Fskills\u002Fwandb\u002Fscripts\u002Fcompare_runs.py ENTITY\u002FPROJECT\u002FRUN_A ENTITY\u002FPROJECT\u002FRUN_B\n```\n\nSide-by-side comparison:\n- Config differences (highlights important params)\n- Loss curves at same steps\n- Gradient norm comparison\n- Eval metrics\n- Performance (tokens\u002Fsec, steps\u002Fhour)\n- Winner verdict\n\n## Python API Quick Reference\n\n```python\nimport wandb\napi = wandb.Api()\n\n# Get runs\nruns = api.runs(\"entity\u002Fproject\", {\"state\": \"running\"})\n\n# Run properties\nrun.state      # running | finished | failed | crashed | canceled\nrun.name       # display name\nrun.id         # unique identifier\nrun.summary    # final\u002Fcurrent metrics\nrun.config     # hyperparameters\nrun.heartbeat_at # stall detection\n\n# Get history\nhistory = list(run.scan_history(keys=[\"train\u002Floss\", \"train\u002Fgrad_norm\"]))\n```\n\n## Metric Key Variations\n\nScripts handle these automatically:\n- Loss: `train\u002Floss`, `loss`, `train_loss`, `training_loss`\n- Gradients: `train\u002Fgrad_norm`, `grad_norm`, `gradient_norm`\n- Steps: `train\u002Fglobal_step`, `global_step`, `step`, `_step`\n- Eval: `eval\u002Floss`, `eval_loss`, `eval\u002Faccuracy`, `eval_acc`\n\n## Health Thresholds\n\n- **Gradients > 10**: Exploding (critical)\n- **Gradients > 5**: Spiky (warning)\n- **Gradients \u003C 0.0001**: Vanishing (warning)\n- **Heartbeat > 30min**: Stalled (critical)\n- **Heartbeat > 10min**: Slow (warning)\n\n## Integration Notes\n\nFor morning briefings, use `watch_runs.py --json` and parse the output.\n\nFor detailed analysis of a specific run, use `characterize_run.py`.\n\nFor A\u002FB testing or hyperparameter comparisons, use `compare_runs.py`.\n",{"name":5,"description":7},"main","f4cb2d49f7667e79ef7804f50396d5aaffdf1f56","CLI工具\u002Fwandb-monitor",1,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification","https:\u002F\u002Fgithub.com\u002FKernel8901","a little little little dobe in life but science geek","2026-04-05 16:43:56",{"source":8,"skillName":5,"commands":52,"prompt":62,"zipAvailable":63},[53,56,59],{"tool":54,"command":55},"npx","npx skills add Kernel8901\u002Fai-agent-skills-classification --skill wandb",{"tool":57,"command":58},"bunx","bunx skills add Kernel8901\u002Fai-agent-skills-classification --skill wandb",{"tool":60,"command":61},"pnpm","pnpm dlx skills add Kernel8901\u002Fai-agent-skills-classification --skill wandb","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002FSKILL.md",true,[65,71,77,81,85,89],{"path":66,"resourceType":67,"resourceTypeDesc":68,"sizeBytes":69,"sourceHtmlUrl":70},"_meta.json","REFERENCE","参考文档",300,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002F_meta.json",{"path":72,"resourceType":73,"resourceTypeDesc":74,"sizeBytes":75,"sourceHtmlUrl":76},"scripts\u002Fcharacterize_run.py","SCRIPT","脚本",12614,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002Fscripts\u002Fcharacterize_run.py",{"path":78,"resourceType":73,"resourceTypeDesc":74,"sizeBytes":79,"sourceHtmlUrl":80},"scripts\u002Fcheck_runs.py",2614,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002Fscripts\u002Fcheck_runs.py",{"path":82,"resourceType":73,"resourceTypeDesc":74,"sizeBytes":83,"sourceHtmlUrl":84},"scripts\u002Fcompare_runs.py",11240,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002Fscripts\u002Fcompare_runs.py",{"path":86,"resourceType":73,"resourceTypeDesc":74,"sizeBytes":87,"sourceHtmlUrl":88},"scripts\u002Frun_details.py",2802,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002Fscripts\u002Frun_details.py",{"path":90,"resourceType":73,"resourceTypeDesc":74,"sizeBytes":91,"sourceHtmlUrl":92},"scripts\u002Fwatch_runs.py",8551,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002FCLI工具\u002Fwandb-monitor\u002Fscripts\u002Fwatch_runs.py",[94,117,153,164,174,204],{"skillNo":95,"name":96,"nameZh":6,"description":97,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":98,"categories":99,"keywords":100,"publishedAt":38},"01M6Q5R6WZ06RRB9RQTW54B34B","zyfai","Earn yield on any Ethereum wallet on Base, Arbitrum, and Plasma. Use when a user wants passive DeFi yield on their funds. Deploys a non-custodial subaccount (Safe) linked to their EOA, enables automated yield optimization, and lets them deposit\u002Fwithdraw anytime.","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fzyfai-sdk\u002FSKILL.md",[],[96,101,102,103,104,105,19,106,107,108,109,110,111,112,113,114,115,116],"safe","ethereum","defi","Optimization","user","Wallet","base","deposit","withdraw","yield","arbitrum","non-custodial","passive","defi yield","earn","yield optimization",{"skillNo":118,"name":119,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":120,"categories":121,"keywords":135,"publishedAt":38},"01M6Q5R337B5JSNER4P4YS03TN","zerion-api","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fzerion-api\u002FSKILL.md",[122,127,130],{"categoryNo":123,"categoryName":124,"taxonomyType":125,"taxonomyTypeDesc":126},"01JBSEEDCAT000000000000010","后端与接口","SCENARIO","使用场景",{"categoryNo":128,"categoryName":129,"taxonomyType":125,"taxonomyTypeDesc":126},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":131,"categoryName":132,"taxonomyType":133,"taxonomyTypeDesc":134},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[136,137,138,139,140,141,142,103,143,106,144,145,146,147,148,149,150,151,152],"api","zerion api","zerion","MCP","mcp server","server","blockchain","transactions","crypto wallet","crypto","evm","solana","query","across","positions","token","prices",{"skillNo":154,"name":155,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":156,"categories":157,"keywords":161,"publishedAt":38},"01M6Q5QZFYTDAZMZ27BN5VZXAR","zerion-api-skill","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fzerion-api-skill\u002FSKILL.md",[158,159,160],{"categoryNo":123,"categoryName":124,"taxonomyType":125,"taxonomyTypeDesc":126},{"categoryNo":128,"categoryName":129,"taxonomyType":125,"taxonomyTypeDesc":126},{"categoryNo":131,"categoryName":132,"taxonomyType":133,"taxonomyTypeDesc":134},[136,162,163,137,138,139,140,141,142,103,143,106,145,146,147,148,149,150,151,152],"api skill","zerion api skill",{"skillNo":165,"name":166,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":167,"categories":168,"keywords":172,"publishedAt":38},"01M6Q5QW17QW98RA3FE45E4RD8","zerion-api-mcp","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fzerion-api-mcp\u002FSKILL.md",[169,170,171],{"categoryNo":123,"categoryName":124,"taxonomyType":125,"taxonomyTypeDesc":126},{"categoryNo":128,"categoryName":129,"taxonomyType":125,"taxonomyTypeDesc":126},{"categoryNo":131,"categoryName":132,"taxonomyType":133,"taxonomyTypeDesc":134},[139,136,173,137,138,140,141,103,143,106,144,145,146,147,148,149,150,151,152],"zerion api mcp",{"skillNo":175,"name":176,"nameZh":6,"description":177,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":178,"categories":179,"keywords":183,"publishedAt":38},"01M6Q5QQYZB7A501BDEQWKGSJT","yahoo-finance-forex","Fetches real-time FOREX news and market data from Yahoo Finance for major currency pairs (EUR\u002FUSD, GBP\u002FUSD, USD\u002FJPY, etc.). Analyzes sentiment and provides trading context.","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fyahoo-finance-forex\u002FSKILL.md",[180],{"categoryNo":181,"categoryName":182,"taxonomyType":133,"taxonomyTypeDesc":134},"01JBSEEDCAT000000000000040","财务",[184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203],"finance","yahoo finance","forex","yahoo","yahoo finance forex","github","https","sentiment","real-time","python3","install","Market","usd","news","time","currency","gbp","pip","market data","for",{"skillNo":205,"name":206,"nameZh":6,"description":207,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":208,"categories":209,"keywords":211,"publishedAt":38},"01M6Q5QM6VS84WZVM7BKXXPF32","yahoo-finance","This skill should be used when the user asks to \"get stock prices\", \"check stock quotes\", \"look up earnings\", \"get financial data\", \"find trending stocks\", or needs stock market data from Yahoo Finance.","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F金融\u002Fyahoo-finance-cli\u002FSKILL.md",[210],{"categoryNo":181,"categoryName":182,"taxonomyType":133,"taxonomyTypeDesc":134},[184,185,187,212,213,214,29,215,216,195,217,218,219,220,221,222,223,224,152,202],"cli","homebrew","find","brew","up","local","get","stock","link","trending","sf","quotes","ln"]