[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6HACKK9BW79D0PPC1C4P4TM":3,"skill-same:01M6HACKK9BW79D0PPC1C4P4TM":68},{"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":47,"commitSha":48,"skillDirectory":49,"forksCount":50,"repositoryHtmlUrl":51,"repositoryHomepageUrl":6,"ownerHtmlUrl":52,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":53,"install":54,"resources":67},"01M6HACKK9BW79D0PPC1C4P4TM","prediction-monitor",null,"Monitor prediction monitor operations. Auto-activating skill for ML Deployment.\nTriggers on: prediction monitor, prediction monitor\nPart of the ML Deployment skill category. Use when monitoring systems or services. Trigger with phrases like \"prediction monitor\", \"prediction monitor\", \"prediction\".","micsapp\u002Fmicstec-skills","micsapp","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F82411001?v=4","01M6GWCFQ6D3PV8EHNY62NN5VW","01M6GWCFVE1PA5HG0DKC7AMFJ3",4,"MIT","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fclaude-code\u002Fplugins-plus-skills\u002Fskills\u002F08-ml-deployment\u002Fprediction-monitor\u002FSKILL.md",[],[18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"monitor","prediction monitor","for","ml","with","trigger","io","systems","triggers","auto","use","operations","edit","write","read","cmd","Bash","services","monitoring","deployment","2026-11-10 10:12:30",false,"---\nname: \"prediction-monitor\"\ndescription: |\n  Monitor prediction monitor operations. Auto-activating skill for ML Deployment.\n  Triggers on: prediction monitor, prediction monitor\n  Part of the ML Deployment skill category. Use when monitoring systems or services. Trigger with phrases like \"prediction monitor\", \"prediction monitor\", \"prediction\".\nallowed-tools: \"Read, Write, Edit, Bash(cmd:*), Grep\"\nversion: 1.0.0\nlicense: MIT\nauthor: \"Jeremy Longshore \u003Cjeremy@intentsolutions.io>\"\n---\n\n# Prediction Monitor\n\n## Overview\n\nThis skill provides automated assistance for prediction monitor tasks within the ML Deployment domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"prediction monitor\" in your request\n- Ask about prediction monitor patterns or best practices\n- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.\n\n## Instructions\n\n1. Provides step-by-step guidance for prediction monitor\n2. Follows industry best practices and patterns\n3. Generates production-ready code and configurations\n4. Validates outputs against common standards\n\n## Examples\n\n**Example: Basic Usage**\nRequest: \"Help me with prediction monitor\"\nResult: Provides step-by-step guidance and generates appropriate configurations\n\n\n## Prerequisites\n\n- Relevant development environment configured\n- Access to necessary tools and services\n- Basic understanding of ml deployment concepts\n\n\n## Output\n\n- Generated configurations and code\n- Best practice recommendations\n- Validation results\n\n\n## Error Handling\n\n| Error | Cause | Solution |\n|-------|-------|----------|\n| Configuration invalid | Missing required fields | Check documentation for required parameters |\n| Tool not found | Dependency not installed | Install required tools per prerequisites |\n| Permission denied | Insufficient access | Verify credentials and permissions |\n\n\n## Resources\n\n- Official documentation for related tools\n- Best practices guides\n- Community examples and tutorials\n\n## Related Skills\n\nPart of the **ML Deployment** skill category.\nTags: mlops, serving, inference, monitoring, production\n","# Prediction Monitor\n\n## Overview\n\nThis skill provides automated assistance for prediction monitor tasks within the ML Deployment domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"prediction monitor\" in your request\n- Ask about prediction monitor patterns or best practices\n- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.\n\n## Instructions\n\n1. Provides step-by-step guidance for prediction monitor\n2. Follows industry best practices and patterns\n3. Generates production-ready code and configurations\n4. Validates outputs against common standards\n\n## Examples\n\n**Example: Basic Usage**\nRequest: \"Help me with prediction monitor\"\nResult: Provides step-by-step guidance and generates appropriate configurations\n\n\n## Prerequisites\n\n- Relevant development environment configured\n- Access to necessary tools and services\n- Basic understanding of ml deployment concepts\n\n\n## Output\n\n- Generated configurations and code\n- Best practice recommendations\n- Validation results\n\n\n## Error Handling\n\n| Error | Cause | Solution |\n|-------|-------|----------|\n| Configuration invalid | Missing required fields | Check documentation for required parameters |\n| Tool not found | Dependency not installed | Install required tools per prerequisites |\n| Permission denied | Insufficient access | Verify credentials and permissions |\n\n\n## Resources\n\n- Official documentation for related tools\n- Best practices guides\n- Community examples and tutorials\n\n## Related Skills\n\nPart of the **ML Deployment** skill category.\nTags: mlops, serving, inference, monitoring, production\n",{"name":5,"author":43,"license":14,"version":44,"description":45,"allowed-tools":46},"Jeremy Longshore \u003Cjeremy@intentsolutions.io>","1.0.0","Monitor prediction monitor operations. Auto-activating skill for ML Deployment.\nTriggers on: prediction monitor, prediction monitor\nPart of the ML Deployment skill category. Use when monitoring systems or services. Trigger with phrases like \"prediction monitor\", \"prediction monitor\", \"prediction\".\n","Read, Write, Edit, Bash(cmd:*), Grep","master","3f5d983eb4ef375b749adcd6b07ec03bd82ae8a8","claude-code\u002Fplugins-plus-skills\u002Fskills\u002F08-ml-deployment\u002Fprediction-monitor",0,"https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills","https:\u002F\u002Fgithub.com\u002Fmicsapp","2026-03-20 11:24:18",{"source":8,"skillName":5,"commands":55,"prompt":65,"zipAvailable":66},[56,59,62],{"tool":57,"command":58},"npx","npx skills add micsapp\u002Fmicstec-skills --skill prediction-monitor",{"tool":60,"command":61},"bunx","bunx skills add micsapp\u002Fmicstec-skills --skill prediction-monitor",{"tool":63,"command":64},"pnpm","pnpm dlx skills add micsapp\u002Fmicstec-skills --skill prediction-monitor","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fclaude-code\u002Fplugins-plus-skills\u002Fskills\u002F08-ml-deployment\u002Fprediction-monitor\u002FSKILL.md",true,[],[69,105,134,154,174,198],{"skillNo":70,"name":71,"nameZh":6,"description":72,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":85,"publishedAt":38},"01M6HBTJ02FXBFG9NYEHHYAP52","azure-apim-architecture","Analyzes and explains Azure API Management architecture decisions for enterprise API marketplace implementations using VNet Internal mode, Front Door, hybrid authentication, and multi-environment strategies. Use when discussing APIM component selection, network topology, cost optimization, or comparing alternatives like workspaces vs instances, VNet Internal vs External mode, or Front Door vs Application Gateway.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fcopilot-agent-skills\u002F.github\u002Fskills\u002Fazure-apim-architecture\u002FSKILL.md",[75,80],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000010","后端与接口","SCENARIO","使用场景",{"categoryNo":81,"categoryName":82,"taxonomyType":83,"taxonomyTypeDesc":84},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,20],"architecture","azure","azure apim architecture","component","authentication","gateway","topology","Optimization","network","api","team","environment","multi-environment","workspaces","instances","selection","strategies","azure api management","mode",{"skillNo":106,"name":107,"nameZh":6,"description":108,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":109,"categories":110,"keywords":119,"publishedAt":38},"01M6HBT7J4H082JEEA670B3EQ9","apiops-deployment","Guides deployment of Azure API Management infrastructure using Infrastructure as Code (Bicep\u002FTerraform), CI\u002FCD pipelines (GitHub Actions\u002FAzure DevOps), and APIOps workflows. Use when deploying APIM, creating pipelines, or implementing dev→test→prod promotion strategies.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fcopilot-agent-skills\u002F.github\u002Fskills\u002Fapiops-deployment\u002FSKILL.md",[111,112,115,118],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},{"categoryNo":113,"categoryName":114,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000011","运维与部署",{"categoryNo":116,"categoryName":117,"taxonomyType":78,"taxonomyTypeDesc":79},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":81,"categoryName":82,"taxonomyType":83,"taxonomyTypeDesc":84},[37,120,121,122,87,123,124,125,126,127,128,129,95,96,102,130,131,103,132,133],"apiops deployment","workflows","azure devops","infrastructure","code","infrastructure as code","actions","ci","github actions","github-actions","as","guides","CI\u002FCD","implementing",{"skillNo":135,"name":136,"nameZh":6,"description":137,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":138,"categories":139,"keywords":141,"publishedAt":38},"01M6HBT2HEA23THNE9E00GYQBE","apim-policy-authoring","Creates production-ready Azure API Management policy XML for authentication (OAuth 2.0, JWT validation, subscription keys), rate limiting, CORS configuration, error handling, and API transformations. Use when implementing API security, access control, or request\u002Fresponse processing logic.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fcopilot-agent-skills\u002F.github\u002Fskills\u002Fapim-policy-authoring\u002FSKILL.md",[140],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},[142,143,144,145,87,90,95,96,146,28,147,148,149,150,151,103,152,153,133,20],"policy","authoring","apim policy authoring","security","access","ready","api security","Access Control","error","processing","cors configuration","production-ready",{"skillNo":155,"name":156,"nameZh":6,"description":157,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":158,"categories":159,"keywords":162,"publishedAt":38},"01M6HBSY65SB29J9WE9KYD0K6T","api-security-review","Reviews Azure API Management configurations for security vulnerabilities, OWASP API Security Top 10 compliance, VNet Internal mode validation, Private Link verification, and Azure Security Benchmark alignment. Use when performing security audits, pre-deployment validation, or compliance reviews.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fcopilot-agent-skills\u002F.github\u002Fskills\u002Fapi-security-review\u002FSKILL.md",[160,161],{"categoryNo":76,"categoryName":77,"taxonomyType":78,"taxonomyTypeDesc":79},{"categoryNo":81,"categoryName":82,"taxonomyType":83,"taxonomyTypeDesc":84},[163,145,164,95,148,165,87,37,166,167,168,169,96,170,103,171,172,173,104,20],"review","security review","api security review","benchmark","verification","owasp","owasp-api","alignment","azure security","reviews","top",{"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":180,"publishedAt":38},"01M6HBSRW4PDFE6K4F8JYPZQ05","jira-cli","Interact with Jira from the command line to create, list, view, edit, and transition issues, manage sprints and epics, and perform common Jira workflows. Use when the user asks about Jira tasks, tickets, issues, sprints, or needs to manage project work items.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fawesome-copilot-agents\u002Fskills\u002Fjira-cli\u002FSKILL.md",[],[181,182,183,121,184,185,186,187,95,188,189,190,30,191,192,193,194,195,196,197],"cli","jira","jira cli","init","tasks","create","issues","common","work","command","list","view","project","project work","token","line","sprints",{"skillNo":199,"name":200,"nameZh":6,"description":201,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":202,"categories":203,"keywords":204,"publishedAt":38},"01M6HBSNS3JHMW603G47TWE31H","calculator","Performs arbitrary-precision arithmetic calculations including addition, subtraction, multiplication, division, and exponents. Use when the user asks to calculate, compute, or evaluate math expressions, or when precise decimal arithmetic is needed to avoid floating-point errors.","https:\u002F\u002Fgithub.com\u002Fmicsapp\u002Fmicstec-skills\u002Fblob\u002Fmaster\u002Fcopilot-cli\u002Fawesome-copilot-agents\u002Fskills\u002Fcalculator\u002FSKILL.md",[],[200,205,206,207,208,209,210,28,211,212],"npm","js","calculate","node","math","user","compute","errors"]