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WHEN: \"run azd up\", \"run azd deploy\", \"execute deployment\", \"push to production\", \"push to cloud\", \"go live\", \"ship it\", \"bicep deploy\", \"terraform apply\", \"publish to Azure\", \"launch on Azure\". DO NOT USE WHEN: \"create and deploy\", \"build and deploy\", \"create a new app\", \"set up infrastructure\", \"create and deploy to Azure using Terraform\" — use azure-prepare for these.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"microsoft","Microsoft","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fmicrosoft.png",[12,16,19],{"name":13,"slug":14,"type":15},"Operations","operations","tag",{"name":17,"slug":18,"type":15},"Azure","azure",{"name":20,"slug":21,"type":15},"Deployment","deployment",1324,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fazure-skills","2026-07-31T05:56:25.054011","MIT",220,[28],"agent-skills",{"repoUrl":23,"stars":22,"forks":26,"topics":30,"description":31},[28],"Official agent plugin providing skills and MCP server configurations for Azure scenarios.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fazure-skills\u002Ftree\u002FHEAD\u002Fskills\u002Fazure-deploy","---\nname: azure-deploy\ndescription: \"Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure\u002Fdeployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure\u002Fdeployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: \\\"run azd up\\\", \\\"run azd deploy\\\", \\\"execute deployment\\\", \\\"push to production\\\", \\\"push to cloud\\\", \\\"go live\\\", \\\"ship it\\\", \\\"bicep deploy\\\", \\\"terraform apply\\\", \\\"publish to Azure\\\", \\\"launch on Azure\\\". DO NOT USE WHEN: \\\"create and deploy\\\", \\\"build and deploy\\\", \\\"create a new app\\\", \\\"set up infrastructure\\\", \\\"create and deploy to Azure using Terraform\\\" — use azure-prepare for these.\"\nlicense: MIT\nmetadata:\n  author: Microsoft\n  version: \"1.2.1\"\n---\n\n# Azure Deploy\n\n> **AUTHORITATIVE GUIDANCE — MANDATORY COMPLIANCE**\n>\n> **PREREQUISITE**: The **azure-validate** skill **MUST** be invoked and completed with status `Validated` BEFORE executing this skill.\n\n> **⛔ STOP — PREREQUISITE CHECK REQUIRED**\n> Before proceeding, verify BOTH prerequisites are met:\n>\n> 1. **azure-prepare** was invoked and completed → `.azure\u002Fdeployment-plan.md` exists\n> 2. **azure-validate** was invoked and passed → plan status = `Validated`\n>\n> If EITHER is missing, **STOP IMMEDIATELY**:\n> - No plan? → Invoke **azure-prepare** skill first\n> - Status not `Validated`? → Invoke **azure-validate** skill first\n>\n> **⛔ DO NOT MANUALLY UPDATE THE PLAN STATUS**\n>\n> You are **FORBIDDEN** from changing the plan status to `Validated` yourself. Only the **azure-validate** skill is authorized to set this status after running actual validation checks. If you update the status without running validation, deployments will fail.\n>\n> **DO NOT ASSUME** the app is ready. **DO NOT SKIP** validation to save time. Skipping steps causes deployment failures. The complete workflow ensures success:\n>\n> `azure-prepare` → `azure-validate` → `azure-deploy`\n\n## Triggers\n\nActivate this skill when user wants to:\n- Execute deployment of an already-prepared application (azure.yaml and infra\u002F exist)\n- Push updates to an existing Azure deployment\n- Run `azd up`, `azd deploy`, or `az deployment` on a prepared project\n- Ship already-built code to production\n- Deploy an application that already includes API Management (APIM) gateway infrastructure\n\n> **Scope**: This skill executes deployments. It does not create applications, generate infrastructure code, or scaffold projects. For those tasks, use **azure-prepare**.\n\n> **APIM \u002F AI Gateway**: Use this skill to deploy applications whose APIM\u002FAI gateway infrastructure was already created during **azure-prepare**. For creating or changing APIM resources, see [APIM deployment guide](https:\u002F\u002Flearn.microsoft.com\u002Fazure\u002Fapi-management\u002Fget-started-create-service-instance). For AI governance policies, invoke **azure-aigateway** skill.\n\n## Rules\n\n1. Run after azure-prepare and azure-validate\n2. `.azure\u002Fdeployment-plan.md` must exist with status `Validated`\n3. **Pre-deploy checklist required** — [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md)\n4. ⛔ **Destructive actions require `ask_user`** — [global-rules](references\u002Fglobal-rules.md)\n5. **Scope: deployment execution only** — This skill owns execution of `azd up`, `azd deploy`, `terraform apply`, and `az deployment` commands. These commands are run through this skill's error recovery and verification pipeline.\n\n---\n\n## Steps\n\n| # | Action | Reference |\n|---|--------|-----------|\n| 1 | **Check Plan** — Read `.azure\u002Fdeployment-plan.md`, verify status = `Validated` AND **Validation Proof** section is populated | `.azure\u002Fdeployment-plan.md` |\n| 2 | **Pre-Deploy Checklist** — MUST complete ALL steps | [Pre-Deploy Checklist](references\u002Fpre-deploy-checklist.md) |\n| 3 | **Load Recipe** — Based on `recipe.type` in `.azure\u002Fdeployment-plan.md` | [recipes\u002FREADME.md](references\u002Frecipes\u002FREADME.md) |\n| 4 | **RBAC Health Check** — For Container Apps + ACR with managed identity: run `azd provision --no-prompt`, then verify `AcrPull` role has propagated before proceeding (see checklist) | [Pre-Deploy Checklist — Container Apps RBAC](references\u002Fpre-deploy-checklist.md#container-apps--acr--pre-deploy-rbac-health-check) |\n| 5 | **Execute Deploy** — Follow recipe steps | Recipe README |\n| 6 | **Post-Deploy** — Configure SQL managed identity and apply EF migrations if applicable | [Post-Deployment](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) |\n| 7 | **Handle Errors** — See recipe's `errors.md` | — |\n| 8 | **Verify Success** — Confirm deployment completed and endpoints are accessible | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n| 9 | **Live Role Verification** — Query Azure to confirm provisioned RBAC roles are correct and sufficient | [live-role-verification.md](references\u002Flive-role-verification.md) |\n| 10 | **Report Results** — Present deployed endpoint URLs to the user as fully-qualified `https:\u002F\u002F` links | [Verification](references\u002Frecipes\u002Fazd\u002Fverify.md) |\n\n> **⛔ URL FORMAT RULE**\n>\n> When presenting endpoint URLs to the user, you **MUST** always use fully-qualified URLs with the `https:\u002F\u002F` scheme (e.g. `https:\u002F\u002Fmyapp.azurewebsites.net`, not `myapp.azurewebsites.net`). Many Azure CLI commands return bare hostnames without a scheme — always prepend `https:\u002F\u002F` before presenting them.\n\n> **⛔ VALIDATION PROOF CHECK**\n>\n> When checking the plan, verify the **Validation Proof** section (Section 7) contains actual validation results with commands run and timestamps. If this section is empty, validation was bypassed — invoke **azure-validate** skill first.\n\n## SDK Quick References\n\n- **Azure Developer CLI**: [azd](references\u002Fsdk\u002Fazd-deployment.md)\n- **Azure Identity**: [Python](references\u002Fsdk\u002Fazure-identity-py.md) | [.NET](references\u002Fsdk\u002Fazure-identity-dotnet.md) | [TypeScript](references\u002Fsdk\u002Fazure-identity-ts.md) | [Java](references\u002Fsdk\u002Fazure-identity-java.md)\n\n## MCP Tools\n\n| Tool | Purpose |\n|------|---------|\n| `mcp_azure_mcp_subscription_list` | List available subscriptions |\n| `mcp_azure_mcp_group_list` | List resource groups in subscription |\n| `mcp_azure_mcp_azd` | Execute AZD commands |\n| `azure__role` | List role assignments for live RBAC verification (step 9) |\n\n## References\n\n- [Troubleshooting](references\u002Ftroubleshooting.md) - Common issues and solutions\n- [Post-Deployment Steps](references\u002Frecipes\u002Fazd\u002Fpost-deployment.md) - SQL + EF Core setup\n",{"data":35,"body":38},{"name":4,"description":6,"license":25,"metadata":36},{"author":9,"version":37},"1.2.1",{"type":39,"children":40},"root",[41,49,96,261,268,273,325,344,381,387,486,490,496,849,901,929,935,991,997,1087,1093],{"type":42,"tag":43,"props":44,"children":45},"element","h1",{"id":4},[46],{"type":47,"value":48},"text","Azure Deploy",{"type":42,"tag":50,"props":51,"children":52},"blockquote",{},[53,63],{"type":42,"tag":54,"props":55,"children":56},"p",{},[57],{"type":42,"tag":58,"props":59,"children":60},"strong",{},[61],{"type":47,"value":62},"AUTHORITATIVE GUIDANCE — MANDATORY COMPLIANCE",{"type":42,"tag":54,"props":64,"children":65},{},[66,71,73,78,80,85,87,94],{"type":42,"tag":58,"props":67,"children":68},{},[69],{"type":47,"value":70},"PREREQUISITE",{"type":47,"value":72},": The ",{"type":42,"tag":58,"props":74,"children":75},{},[76],{"type":47,"value":77},"azure-validate",{"type":47,"value":79}," skill ",{"type":42,"tag":58,"props":81,"children":82},{},[83],{"type":47,"value":84},"MUST",{"type":47,"value":86}," be invoked and completed with status ",{"type":42,"tag":88,"props":89,"children":91},"code",{"className":90},[],[92],{"type":47,"value":93},"Validated",{"type":47,"value":95}," BEFORE executing this skill.",{"type":42,"tag":50,"props":97,"children":98},{},[99,109,146,158,190,198,223,240],{"type":42,"tag":54,"props":100,"children":101},{},[102,107],{"type":42,"tag":58,"props":103,"children":104},{},[105],{"type":47,"value":106},"⛔ STOP — PREREQUISITE CHECK REQUIRED",{"type":47,"value":108},"\nBefore proceeding, verify BOTH prerequisites are met:",{"type":42,"tag":110,"props":111,"children":112},"ol",{},[113,132],{"type":42,"tag":114,"props":115,"children":116},"li",{},[117,122,124,130],{"type":42,"tag":58,"props":118,"children":119},{},[120],{"type":47,"value":121},"azure-prepare",{"type":47,"value":123}," was invoked and completed → ",{"type":42,"tag":88,"props":125,"children":127},{"className":126},[],[128],{"type":47,"value":129},".azure\u002Fdeployment-plan.md",{"type":47,"value":131}," exists",{"type":42,"tag":114,"props":133,"children":134},{},[135,139,141],{"type":42,"tag":58,"props":136,"children":137},{},[138],{"type":47,"value":77},{"type":47,"value":140}," was invoked and passed → plan status = ",{"type":42,"tag":88,"props":142,"children":144},{"className":143},[],[145],{"type":47,"value":93},{"type":42,"tag":54,"props":147,"children":148},{},[149,151,156],{"type":47,"value":150},"If EITHER is missing, ",{"type":42,"tag":58,"props":152,"children":153},{},[154],{"type":47,"value":155},"STOP IMMEDIATELY",{"type":47,"value":157},":",{"type":42,"tag":159,"props":160,"children":161},"ul",{},[162,173],{"type":42,"tag":114,"props":163,"children":164},{},[165,167,171],{"type":47,"value":166},"No plan? → Invoke ",{"type":42,"tag":58,"props":168,"children":169},{},[170],{"type":47,"value":121},{"type":47,"value":172}," skill first",{"type":42,"tag":114,"props":174,"children":175},{},[176,178,183,185,189],{"type":47,"value":177},"Status not ",{"type":42,"tag":88,"props":179,"children":181},{"className":180},[],[182],{"type":47,"value":93},{"type":47,"value":184},"? → Invoke ",{"type":42,"tag":58,"props":186,"children":187},{},[188],{"type":47,"value":77},{"type":47,"value":172},{"type":42,"tag":54,"props":191,"children":192},{},[193],{"type":42,"tag":58,"props":194,"children":195},{},[196],{"type":47,"value":197},"⛔ DO NOT MANUALLY UPDATE THE PLAN STATUS",{"type":42,"tag":54,"props":199,"children":200},{},[201,203,208,210,215,217,221],{"type":47,"value":202},"You are ",{"type":42,"tag":58,"props":204,"children":205},{},[206],{"type":47,"value":207},"FORBIDDEN",{"type":47,"value":209}," from changing the plan status to ",{"type":42,"tag":88,"props":211,"children":213},{"className":212},[],[214],{"type":47,"value":93},{"type":47,"value":216}," yourself. 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",{"type":42,"tag":88,"props":752,"children":754},{"className":753},[],[755],{"type":47,"value":756},"errors.md",{"type":42,"tag":532,"props":758,"children":759},{},[760],{"type":47,"value":761},"—",{"type":42,"tag":505,"props":763,"children":764},{},[765,770,780],{"type":42,"tag":532,"props":766,"children":767},{},[768],{"type":47,"value":769},"8",{"type":42,"tag":532,"props":771,"children":772},{},[773,778],{"type":42,"tag":58,"props":774,"children":775},{},[776],{"type":47,"value":777},"Verify Success",{"type":47,"value":779}," — Confirm deployment completed and endpoints are 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",{"type":42,"tag":88,"props":879,"children":881},{"className":880},[],[882],{"type":47,"value":883},"https:\u002F\u002Fmyapp.azurewebsites.net",{"type":47,"value":885},", not ",{"type":42,"tag":88,"props":887,"children":889},{"className":888},[],[890],{"type":47,"value":891},"myapp.azurewebsites.net",{"type":47,"value":893},"). 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If this section is empty, validation was bypassed — invoke ",{"type":42,"tag":58,"props":924,"children":925},{},[926],{"type":47,"value":77},{"type":47,"value":928}," skill first.",{"type":42,"tag":262,"props":930,"children":932},{"id":931},"sdk-quick-references",[933],{"type":47,"value":934},"SDK Quick References",{"type":42,"tag":159,"props":936,"children":937},{},[938,954],{"type":42,"tag":114,"props":939,"children":940},{},[941,946,948],{"type":42,"tag":58,"props":942,"children":943},{},[944],{"type":47,"value":945},"Azure Developer CLI",{"type":47,"value":947},": ",{"type":42,"tag":364,"props":949,"children":951},{"href":950},"references\u002Fsdk\u002Fazd-deployment.md",[952],{"type":47,"value":953},"azd",{"type":42,"tag":114,"props":955,"children":956},{},[957,962,963,969,971,977,978,984,985],{"type":42,"tag":58,"props":958,"children":959},{},[960],{"type":47,"value":961},"Azure Identity",{"type":47,"value":947},{"type":42,"tag":364,"props":964,"children":966},{"href":965},"references\u002Fsdk\u002Fazure-identity-py.md",[967],{"type":47,"value":968},"Python",{"type":47,"value":970}," | ",{"type":42,"tag":364,"props":972,"children":974},{"href":973},"references\u002Fsdk\u002Fazure-identity-dotnet.md",[975],{"type":47,"value":976},".NET",{"type":47,"value":970},{"type":42,"tag":364,"props":979,"children":981},{"href":980},"references\u002Fsdk\u002Fazure-identity-ts.md",[982],{"type":47,"value":983},"TypeScript",{"type":47,"value":970},{"type":42,"tag":364,"props":986,"children":988},{"href":987},"references\u002Fsdk\u002Fazure-identity-java.md",[989],{"type":47,"value":990},"Java",{"type":42,"tag":262,"props":992,"children":994},{"id":993},"mcp-tools",[995],{"type":47,"value":996},"MCP Tools",{"type":42,"tag":497,"props":998,"children":999},{},[1000,1016],{"type":42,"tag":501,"props":1001,"children":1002},{},[1003],{"type":42,"tag":505,"props":1004,"children":1005},{},[1006,1011],{"type":42,"tag":509,"props":1007,"children":1008},{},[1009],{"type":47,"value":1010},"Tool",{"type":42,"tag":509,"props":1012,"children":1013},{},[1014],{"type":47,"value":1015},"Purpose",{"type":42,"tag":525,"props":1017,"children":1018},{},[1019,1036,1053,1070],{"type":42,"tag":505,"props":1020,"children":1021},{},[1022,1031],{"type":42,"tag":532,"props":1023,"children":1024},{},[1025],{"type":42,"tag":88,"props":1026,"children":1028},{"className":1027},[],[1029],{"type":47,"value":1030},"mcp_azure_mcp_subscription_list",{"type":42,"tag":532,"props":1032,"children":1033},{},[1034],{"type":47,"value":1035},"List available subscriptions",{"type":42,"tag":505,"props":1037,"children":1038},{},[1039,1048],{"type":42,"tag":532,"props":1040,"children":1041},{},[1042],{"type":42,"tag":88,"props":1043,"children":1045},{"className":1044},[],[1046],{"type":47,"value":1047},"mcp_azure_mcp_group_list",{"type":42,"tag":532,"props":1049,"children":1050},{},[1051],{"type":47,"value":1052},"List resource groups in subscription",{"type":42,"tag":505,"props":1054,"children":1055},{},[1056,1065],{"type":42,"tag":532,"props":1057,"children":1058},{},[1059],{"type":42,"tag":88,"props":1060,"children":1062},{"className":1061},[],[1063],{"type":47,"value":1064},"mcp_azure_mcp_azd",{"type":42,"tag":532,"props":1066,"children":1067},{},[1068],{"type":47,"value":1069},"Execute AZD commands",{"type":42,"tag":505,"props":1071,"children":1072},{},[1073,1082],{"type":42,"tag":532,"props":1074,"children":1075},{},[1076],{"type":42,"tag":88,"props":1077,"children":1079},{"className":1078},[],[1080],{"type":47,"value":1081},"azure__role",{"type":42,"tag":532,"props":1083,"children":1084},{},[1085],{"type":47,"value":1086},"List role assignments for live RBAC verification (step 9)",{"type":42,"tag":262,"props":1088,"children":1090},{"id":1089},"references",[1091],{"type":47,"value":1092},"References",{"type":42,"tag":159,"props":1094,"children":1095},{},[1096,1107],{"type":42,"tag":114,"props":1097,"children":1098},{},[1099,1105],{"type":42,"tag":364,"props":1100,"children":1102},{"href":1101},"references\u002Ftroubleshooting.md",[1103],{"type":47,"value":1104},"Troubleshooting",{"type":47,"value":1106}," - Common issues and solutions",{"type":42,"tag":114,"props":1108,"children":1109},{},[1110,1115],{"type":42,"tag":364,"props":1111,"children":1112},{"href":729},[1113],{"type":47,"value":1114},"Post-Deployment Steps",{"type":47,"value":1116}," - SQL + EF Core setup",{"items":1118,"total":1307},[1119,1141,1159,1179,1194,1210,1221,1234,1249,1264,1283,1295],{"slug":1120,"name":1120,"fn":1121,"description":1122,"org":1123,"tags":1124,"stars":1138,"repoUrl":1139,"updatedAt":1140},"rushstack-best-practices","manage Rush monorepos with best practices","Provides best practices and guidance for working with Rush monorepos. Use when the user is working in a Rush-based repository, asks about Rush commands (install, update, build, rebuild), needs help with project selection, dependency management, build caching, subspace configuration, or troubleshooting Rush-specific issues.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1125,1128,1131,1132,1135],{"name":1126,"slug":1127,"type":15},"Engineering","engineering",{"name":1129,"slug":1130,"type":15},"Local Development","local-development",{"name":9,"slug":8,"type":15},{"name":1133,"slug":1134,"type":15},"Project Management","project-management",{"name":1136,"slug":1137,"type":15},"Rush","rush",6484,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Frushstack","2026-04-06T18:34:44.965032",{"slug":1142,"name":1142,"fn":1143,"description":1144,"org":1145,"tags":1146,"stars":1156,"repoUrl":1157,"updatedAt":1158},"azure-ai-agents-persistent-dotnet","build AI agents with Azure .NET SDK","Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools. Use for agent CRUD, conversation threads, streaming responses, function calling, file search, and code interpreter. Triggers: \"PersistentAgentsClient\", \"persistent agents\", \"agent threads\", \"agent runs\", \"streaming agents\", \"function calling agents .NET\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1147,1149,1152,1153],{"name":976,"slug":1148,"type":15},"net",{"name":1150,"slug":1151,"type":15},"Agents","agents",{"name":17,"slug":18,"type":15},{"name":1154,"slug":1155,"type":15},"LLM","llm",2804,"https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills","2026-07-03T16:32:10.297433",{"slug":1160,"name":1160,"fn":1161,"description":1162,"org":1163,"tags":1164,"stars":1156,"repoUrl":1157,"updatedAt":1178},"azure-ai-anomalydetector-java","build anomaly detection applications with Java","Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate\u002Fmultivariate anomaly detection, time-series analysis, or AI-powered monitoring.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1165,1168,1169,1172,1174,1175],{"name":1166,"slug":1167,"type":15},"Analytics","analytics",{"name":17,"slug":18,"type":15},{"name":1170,"slug":1171,"type":15},"Data Analysis","data-analysis",{"name":990,"slug":1173,"type":15},"java",{"name":9,"slug":8,"type":15},{"name":1176,"slug":1177,"type":15},"Monitoring","monitoring","2026-05-13T06:14:16.261754",{"slug":1180,"name":1180,"fn":1181,"description":1182,"org":1183,"tags":1184,"stars":1156,"repoUrl":1157,"updatedAt":1193},"azure-ai-contentsafety-java","build content moderation applications with Azure AI","Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text\u002Fimage analysis, blocklist management, or harm detection for hate, violence, sexual content, and self-harm.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1185,1188,1189,1190],{"name":1186,"slug":1187,"type":15},"AI Infrastructure","ai-infrastructure",{"name":17,"slug":18,"type":15},{"name":990,"slug":1173,"type":15},{"name":1191,"slug":1192,"type":15},"Security","security","2026-07-07T06:53:31.293235",{"slug":1195,"name":1195,"fn":1196,"description":1197,"org":1198,"tags":1199,"stars":1156,"repoUrl":1157,"updatedAt":1209},"azure-ai-contentsafety-py","detect harmful content with Azure AI Content Safety","Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.\nTriggers: \"azure-ai-contentsafety\", \"ContentSafetyClient\", \"content moderation\", \"harmful content\", \"text analysis\", \"image analysis\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1200,1201,1204,1205,1206,1208],{"name":17,"slug":18,"type":15},{"name":1202,"slug":1203,"type":15},"Compliance","compliance",{"name":1154,"slug":1155,"type":15},{"name":9,"slug":8,"type":15},{"name":968,"slug":1207,"type":15},"python",{"name":1191,"slug":1192,"type":15},"2026-07-18T05:14:23.017504",{"slug":1211,"name":1211,"fn":1212,"description":1213,"org":1214,"tags":1215,"stars":1156,"repoUrl":1157,"updatedAt":1220},"azure-ai-language-conversations-py","implement conversational language understanding with Python","Implement Conversational Language Understanding (CLU) using the azure-ai-language-conversations Python SDK. Use when working with ConversationAnalysisClient to analyze conversation intent and entities, building NLP features, or integrating language understanding into applications.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1216,1217,1218,1219],{"name":1166,"slug":1167,"type":15},{"name":17,"slug":18,"type":15},{"name":1154,"slug":1155,"type":15},{"name":968,"slug":1207,"type":15},"2026-07-31T05:54:29.068751",{"slug":1222,"name":1222,"fn":1223,"description":1224,"org":1225,"tags":1226,"stars":1156,"repoUrl":1157,"updatedAt":1233},"azure-ai-translation-text-py","translate text using Azure AI services","Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in applications.\nTriggers: \"text translation\", \"translator\", \"translate text\", \"transliterate\", \"TextTranslationClient\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1227,1230,1231,1232],{"name":1228,"slug":1229,"type":15},"API Development","api-development",{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":968,"slug":1207,"type":15},"2026-07-18T05:14:16.988376",{"slug":1235,"name":1235,"fn":1236,"description":1237,"org":1238,"tags":1239,"stars":1156,"repoUrl":1157,"updatedAt":1248},"azure-ai-vision-imageanalysis-py","analyze images with Azure AI Vision","Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding tasks.\nTriggers: \"image analysis\", \"computer vision\", \"OCR\", \"object detection\", \"ImageAnalysisClient\", \"image caption\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1240,1241,1244,1247],{"name":17,"slug":18,"type":15},{"name":1242,"slug":1243,"type":15},"Computer Vision","computer-vision",{"name":1245,"slug":1246,"type":15},"Images","images",{"name":968,"slug":1207,"type":15},"2026-07-18T05:14:18.007737",{"slug":1250,"name":1250,"fn":1251,"description":1252,"org":1253,"tags":1254,"stars":1156,"repoUrl":1157,"updatedAt":1263},"azure-appconfiguration-java","manage configuration with Azure App Configuration","Azure App Configuration SDK for Java. Centralized application configuration management with key-value settings, feature flags, and snapshots.\nTriggers: \"ConfigurationClient java\", \"app configuration java\", \"feature flag java\", \"configuration setting java\", \"azure config java\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1255,1256,1259,1262],{"name":17,"slug":18,"type":15},{"name":1257,"slug":1258,"type":15},"Configuration","configuration",{"name":1260,"slug":1261,"type":15},"Feature Flags","feature-flags",{"name":990,"slug":1173,"type":15},"2026-07-03T16:32:01.278468",{"slug":1265,"name":1265,"fn":1266,"description":1267,"org":1268,"tags":1269,"stars":1156,"repoUrl":1157,"updatedAt":1282},"azure-cosmos-rust","build applications with Azure Cosmos DB","Azure Cosmos DB library for Rust (NoSQL API). Document CRUD, containers, and globally distributed data.\nTriggers: \"cosmos db rust\", \"CosmosClient rust\", \"document crud rust\", \"NoSQL rust\", \"partition key rust\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1270,1273,1276,1279],{"name":1271,"slug":1272,"type":15},"Cosmos DB","cosmos-db",{"name":1274,"slug":1275,"type":15},"Database","database",{"name":1277,"slug":1278,"type":15},"NoSQL","nosql",{"name":1280,"slug":1281,"type":15},"Rust","rust","2026-07-31T05:54:27.021432",{"slug":1284,"name":1284,"fn":1266,"description":1285,"org":1286,"tags":1287,"stars":1156,"repoUrl":1157,"updatedAt":1294},"azure-cosmos-ts","Azure Cosmos DB JavaScript\u002FTypeScript SDK (@azure\u002Fcosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and container management. Triggers: \"Cosmos DB\", \"@azure\u002Fcosmos\", \"CosmosClient\", \"document CRUD\", \"NoSQL queries\", \"bulk operations\", \"partition key\", \"container.items\".\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1288,1289,1290,1291,1292],{"name":1271,"slug":1272,"type":15},{"name":1274,"slug":1275,"type":15},{"name":9,"slug":8,"type":15},{"name":1277,"slug":1278,"type":15},{"name":983,"slug":1293,"type":15},"typescript","2026-07-03T16:31:19.368382",{"slug":1296,"name":1296,"fn":1297,"description":1298,"org":1299,"tags":1300,"stars":1156,"repoUrl":1157,"updatedAt":1306},"azure-data-tables-java","build table storage applications with Java","Build table storage applications with Azure Tables SDK for Java. Use when working with Azure Table Storage or Cosmos DB Table API for NoSQL key-value data, schemaless storage, or structured data at scale.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1301,1302,1303,1304,1305],{"name":17,"slug":18,"type":15},{"name":1271,"slug":1272,"type":15},{"name":1274,"slug":1275,"type":15},{"name":990,"slug":1173,"type":15},{"name":1277,"slug":1278,"type":15},"2026-05-13T06:14:17.582229",267,{"items":1309,"total":1424},[1310,1326,1338,1357,1373,1390,1406],{"slug":1311,"name":1311,"fn":1312,"description":1313,"org":1314,"tags":1315,"stars":22,"repoUrl":23,"updatedAt":1325},"airunway-aks-setup","set up AI Runway on Azure Kubernetes Service","Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: \"setup AI Runway\", \"onboard AKS cluster\", \"install AI Runway\", \"airunway setup\", \"deploy model to AKS\", \"GPU inference on AKS\", \"KAITO setup on AKS\", \"run LLM on AKS\", \"vLLM on AKS\", \"set up model serving on AKS\", \"AI Runway controller\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1316,1317,1318,1319,1322],{"name":1186,"slug":1187,"type":15},{"name":17,"slug":18,"type":15},{"name":20,"slug":21,"type":15},{"name":1320,"slug":1321,"type":15},"Kubernetes","kubernetes",{"name":1323,"slug":1324,"type":15},"Runway","runway","2026-07-31T05:56:13.054971",{"slug":1327,"name":1327,"fn":1328,"description":1329,"org":1330,"tags":1331,"stars":22,"repoUrl":23,"updatedAt":1337},"appinsights-instrumentation","instrument webapps with Azure Application Insights","Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to instrument app, App Insights SDK, telemetry patterns, what is App Insights, Application Insights guidance, instrumentation examples, APM best practices.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1332,1333,1334],{"name":17,"slug":18,"type":15},{"name":1176,"slug":1177,"type":15},{"name":1335,"slug":1336,"type":15},"Observability","observability","2026-07-31T05:56:09.068625",{"slug":1339,"name":1339,"fn":1340,"description":1341,"org":1342,"tags":1343,"stars":22,"repoUrl":23,"updatedAt":1356},"azure-ai","build applications with Azure AI services","Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector\u002Fhybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1344,1345,1346,1347,1350,1353],{"name":1186,"slug":1187,"type":15},{"name":17,"slug":18,"type":15},{"name":1154,"slug":1155,"type":15},{"name":1348,"slug":1349,"type":15},"OpenAI","openai",{"name":1351,"slug":1352,"type":15},"Search","search",{"name":1354,"slug":1355,"type":15},"Speech","speech","2026-07-31T05:56:19.069133",{"slug":378,"name":378,"fn":1358,"description":1359,"org":1360,"tags":1361,"stars":22,"repoUrl":23,"updatedAt":1372},"configure Azure API Management as an AI Gateway","Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1362,1363,1364,1365,1368,1371],{"name":1186,"slug":1187,"type":15},{"name":1228,"slug":1229,"type":15},{"name":17,"slug":18,"type":15},{"name":1366,"slug":1367,"type":15},"Caching","caching",{"name":1369,"slug":1370,"type":15},"Governance","governance",{"name":1191,"slug":1192,"type":15},"2026-07-31T05:56:23.05242",{"slug":1374,"name":1374,"fn":1375,"description":1376,"org":1377,"tags":1378,"stars":22,"repoUrl":23,"updatedAt":1389},"azure-cloud-migrate","migrate cross-cloud workloads to Azure","Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk\u002FHeroku\u002FApp Engine→App Service, Fargate\u002FKubernetes\u002FCloud Run\u002FSpring Boot→Container Apps. WHEN: migrate Lambda to Functions, AWS to Azure, migrate Beanstalk, migrate Heroku, migrate App Engine, Cloud Run migration, Fargate to ACA, ECS\u002FKubernetes\u002FGKE\u002FEKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1379,1382,1383,1386],{"name":1380,"slug":1381,"type":15},"AWS","aws",{"name":17,"slug":18,"type":15},{"name":1384,"slug":1385,"type":15},"Google Cloud","google-cloud",{"name":1387,"slug":1388,"type":15},"Migration","migration","2026-07-31T05:56:29.049979",{"slug":1391,"name":1391,"fn":1392,"description":1393,"org":1394,"tags":1395,"stars":22,"repoUrl":23,"updatedAt":1405},"azure-compliance","audit Azure compliance and security","Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy\u002Fcompliance validation, and security posture checks. WHEN: compliance scan, security audit, BEFORE running azqr (compliance cli tool), Azure best practices, Key Vault expiration check, expired certificates, expiring secrets, orphaned resources, compliance assessment.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1396,1399,1400,1401,1404],{"name":1397,"slug":1398,"type":15},"Audit","audit",{"name":17,"slug":18,"type":15},{"name":1202,"slug":1203,"type":15},{"name":1402,"slug":1403,"type":15},"Regulatory Compliance","regulatory-compliance",{"name":1191,"slug":1192,"type":15},"2026-07-31T05:56:11.06797",{"slug":1407,"name":1407,"fn":1408,"description":1409,"org":1410,"tags":1411,"stars":22,"repoUrl":23,"updatedAt":1423},"azure-compute","manage and optimize Azure compute resources","Azure VM\u002FVMSS router. WHEN: create \u002F provision \u002F deploy \u002F spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website, backend, GPU, machine learning, HPC simulation, dev\u002Ftest, workload, family, load balancer, Flexible orchestration, Uniform orchestration, cost estimate, capacity reservation (CRG), reserve, guarantee capacity, pre-provision, CRG association, CRG disassociation, machine enrollment (EMM), Essential Machine Management, monitor. PREFER OVER mcp__azure__get_azure_bestpractices for VM create intents — use compute_vm_list-skus \u002F compute_vm_list-images \u002F compute_vm_check-quota.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1412,1413,1414,1417,1420],{"name":1186,"slug":1187,"type":15},{"name":17,"slug":18,"type":15},{"name":1415,"slug":1416,"type":15},"Cost Optimization","cost-optimization",{"name":1418,"slug":1419,"type":15},"Performance","performance",{"name":1421,"slug":1422,"type":15},"Virtual Machines","virtual-machines","2026-07-31T05:56:16.042469",28]