[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-azure-kickstart-file-generation":3,"mdc--xzocy8-key":34,"related-repo-azure-kickstart-file-generation":251,"related-org-azure-kickstart-file-generation":350},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":12,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":29,"sourceUrl":32,"mdContent":33},"kickstart-file-generation","generate deployment files efficiently","Rules for batching write_file calls efficiently. Prevents chatty incremental file writes and ensures the artifact store is updated atomically per logical unit of work.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},"azure","Azure (Microsoft)","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fazure.png","Azure",[13,17,20],{"name":14,"slug":15,"type":16},"Automation","automation","tag",{"name":18,"slug":19,"type":16},"Deployment","deployment",{"name":21,"slug":22,"type":16},"Engineering","engineering",65,"https:\u002F\u002Fgithub.com\u002FAzure\u002Fvscode-aks-tools","2026-07-12T08:18:06.328404",null,74,[],{"repoUrl":24,"stars":23,"forks":27,"topics":30,"description":31},[],"Visual Studio Code extension for Azure Kubernetes Service","https:\u002F\u002Fgithub.com\u002FAzure\u002Fvscode-aks-tools\u002Ftree\u002FHEAD\u002Fskills\u002Fkickstart-file-generation","---\nname: kickstart-file-generation\ndescription: Rules for batching write_file calls efficiently. Prevents chatty incremental file writes and ensures the artifact store is updated atomically per logical unit of work.\ndisable-model-invocation: true\n---\n\n# File Generation Batching\n\nWhen generating multiple related files, write them all before reporting to the user. Do not write one file, report, write another file, report — this creates noise and the user has no useful intermediate state to act on.\n\n## The rule\n\n**Compute all file contents in a single reasoning pass. Then write all files. Then report.**\n\n```\nTHINK: what files are needed and what goes in each\nWRITE: file 1, file 2, file 3, … (consecutive write_file calls)\nREPORT: \"I generated the following files: …\"\n```\n\n## Batching boundaries\n\nA \"batch\" is all files that belong to the same logical unit of work:\n- All infrastructure files for a single stack: batch together\n- All Kubernetes manifests for a single workload: batch together\n- The Dockerfile and the CI workflow that builds from it: batch together\n\nDo **not** batch files across unrelated features or stacks into a single turn — that makes validation harder.\n\n## Pre-generation checklist\n\nBefore writing any file:\n1. List all the files you intend to write (in your reasoning, not in the chat output).\n2. Confirm each file has a unique path and does not collide with an existing artifact.\n3. Check that the content of file N+1 does not depend on values only known after writing file N.\n\nIf there are dependencies between files (e.g., the K8s deployment references an image tag that comes from the Bicep output), resolve those values before writing either file.\n\n## Partial failures\n\nIf a write_file call fails mid-batch:\n1. Stop the batch.\n2. Report which files were written successfully and which were not.\n3. Do not retry automatically — wait for the user to confirm intent before continuing.\n\n## Overwriting existing files\n\nBefore overwriting an existing file in the artifact store, announce your intent:\n> \"I'm about to overwrite `k8s\u002Fdeployment.yaml` — it already exists. Proceeding.\"\n\nDo not silently overwrite without announcement.\n\n## File size limits\n\nKeep generated files under 100 KB each. If a single file would exceed this, split it into multiple files with clear naming (e.g., `main.bicep` + `modules\u002Faks.bicep`).\n",{"data":35,"body":37},{"name":4,"description":6,"disable-model-invocation":36},true,{"type":38,"children":39},"root",[40,49,55,62,71,84,90,95,115,127,133,138,157,162,168,173,191,197,202,219,224,230],{"type":41,"tag":42,"props":43,"children":45},"element","h1",{"id":44},"file-generation-batching",[46],{"type":47,"value":48},"text","File Generation Batching",{"type":41,"tag":50,"props":51,"children":52},"p",{},[53],{"type":47,"value":54},"When generating multiple related files, write them all before reporting to the user. Do not write one file, report, write another file, report — this creates noise and the user has no useful intermediate state to act on.",{"type":41,"tag":56,"props":57,"children":59},"h2",{"id":58},"the-rule",[60],{"type":47,"value":61},"The rule",{"type":41,"tag":50,"props":63,"children":64},{},[65],{"type":41,"tag":66,"props":67,"children":68},"strong",{},[69],{"type":47,"value":70},"Compute all file contents in a single reasoning pass. Then write all files. Then report.",{"type":41,"tag":72,"props":73,"children":77},"pre",{"className":74,"code":76,"language":47},[75],"language-text","THINK: what files are needed and what goes in each\nWRITE: file 1, file 2, file 3, … (consecutive write_file calls)\nREPORT: \"I generated the following files: …\"\n",[78],{"type":41,"tag":79,"props":80,"children":82},"code",{"__ignoreMap":81},"",[83],{"type":47,"value":76},{"type":41,"tag":56,"props":85,"children":87},{"id":86},"batching-boundaries",[88],{"type":47,"value":89},"Batching boundaries",{"type":41,"tag":50,"props":91,"children":92},{},[93],{"type":47,"value":94},"A \"batch\" is all files that belong to the same logical unit of work:",{"type":41,"tag":96,"props":97,"children":98},"ul",{},[99,105,110],{"type":41,"tag":100,"props":101,"children":102},"li",{},[103],{"type":47,"value":104},"All infrastructure files for a single stack: batch together",{"type":41,"tag":100,"props":106,"children":107},{},[108],{"type":47,"value":109},"All Kubernetes manifests for a single workload: batch together",{"type":41,"tag":100,"props":111,"children":112},{},[113],{"type":47,"value":114},"The Dockerfile and the CI workflow that builds from it: batch together",{"type":41,"tag":50,"props":116,"children":117},{},[118,120,125],{"type":47,"value":119},"Do ",{"type":41,"tag":66,"props":121,"children":122},{},[123],{"type":47,"value":124},"not",{"type":47,"value":126}," batch files across unrelated features or stacks into a single turn — that makes validation harder.",{"type":41,"tag":56,"props":128,"children":130},{"id":129},"pre-generation-checklist",[131],{"type":47,"value":132},"Pre-generation checklist",{"type":41,"tag":50,"props":134,"children":135},{},[136],{"type":47,"value":137},"Before writing any file:",{"type":41,"tag":139,"props":140,"children":141},"ol",{},[142,147,152],{"type":41,"tag":100,"props":143,"children":144},{},[145],{"type":47,"value":146},"List all the files you intend to write (in your reasoning, not in the chat output).",{"type":41,"tag":100,"props":148,"children":149},{},[150],{"type":47,"value":151},"Confirm each file has a unique path and does not collide with an existing artifact.",{"type":41,"tag":100,"props":153,"children":154},{},[155],{"type":47,"value":156},"Check that the content of file N+1 does not depend on values only known after writing file N.",{"type":41,"tag":50,"props":158,"children":159},{},[160],{"type":47,"value":161},"If there are dependencies between files (e.g., the K8s deployment references an image tag that comes from the Bicep output), resolve those values before writing either file.",{"type":41,"tag":56,"props":163,"children":165},{"id":164},"partial-failures",[166],{"type":47,"value":167},"Partial failures",{"type":41,"tag":50,"props":169,"children":170},{},[171],{"type":47,"value":172},"If a write_file call fails mid-batch:",{"type":41,"tag":139,"props":174,"children":175},{},[176,181,186],{"type":41,"tag":100,"props":177,"children":178},{},[179],{"type":47,"value":180},"Stop the batch.",{"type":41,"tag":100,"props":182,"children":183},{},[184],{"type":47,"value":185},"Report which files were written successfully and which were not.",{"type":41,"tag":100,"props":187,"children":188},{},[189],{"type":47,"value":190},"Do not retry automatically — wait for the user to confirm intent before continuing.",{"type":41,"tag":56,"props":192,"children":194},{"id":193},"overwriting-existing-files",[195],{"type":47,"value":196},"Overwriting existing files",{"type":41,"tag":50,"props":198,"children":199},{},[200],{"type":47,"value":201},"Before overwriting an existing file in the artifact store, announce your intent:",{"type":41,"tag":203,"props":204,"children":205},"blockquote",{},[206],{"type":41,"tag":50,"props":207,"children":208},{},[209,211,217],{"type":47,"value":210},"\"I'm about to overwrite ",{"type":41,"tag":79,"props":212,"children":214},{"className":213},[],[215],{"type":47,"value":216},"k8s\u002Fdeployment.yaml",{"type":47,"value":218}," — it already exists. Proceeding.\"",{"type":41,"tag":50,"props":220,"children":221},{},[222],{"type":47,"value":223},"Do not silently overwrite without announcement.",{"type":41,"tag":56,"props":225,"children":227},{"id":226},"file-size-limits",[228],{"type":47,"value":229},"File size limits",{"type":41,"tag":50,"props":231,"children":232},{},[233,235,241,243,249],{"type":47,"value":234},"Keep generated files under 100 KB each. If a single file would exceed this, split it into multiple files with clear naming (e.g., ",{"type":41,"tag":79,"props":236,"children":238},{"className":237},[],[239],{"type":47,"value":240},"main.bicep",{"type":47,"value":242}," + ",{"type":41,"tag":79,"props":244,"children":246},{"className":245},[],[247],{"type":47,"value":248},"modules\u002Faks.bicep",{"type":47,"value":250},").",{"items":252,"total":349},[253,265,280,295,311,324,337],{"slug":254,"name":254,"fn":255,"description":256,"org":257,"tags":258,"stars":23,"repoUrl":24,"updatedAt":264},"kickstart-acr-integration","integrate Azure Container Registry with AKS","ACR integration for AKS Automatic. Teaches attaching an ACR, image reference conventions (digest pinning, no :latest), and pull-secret-free authentication via the managed identity.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[259,260,263],{"name":11,"slug":8,"type":16},{"name":261,"slug":262,"type":16},"Containers","containers",{"name":18,"slug":19,"type":16},"2026-07-12T08:18:05.091337",{"slug":266,"name":266,"fn":267,"description":268,"org":269,"tags":270,"stars":23,"repoUrl":24,"updatedAt":279},"kickstart-bicep-authoring","author idiomatic Azure Bicep templates","Writing idiomatic, safe, and reviewable Bicep templates for Azure resources.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[271,272,275,276],{"name":11,"slug":8,"type":16},{"name":273,"slug":274,"type":16},"Bicep","bicep",{"name":18,"slug":19,"type":16},{"name":277,"slug":278,"type":16},"Infrastructure as Code","infrastructure-as-code","2026-07-12T08:18:02.601998",{"slug":281,"name":281,"fn":282,"description":283,"org":284,"tags":285,"stars":23,"repoUrl":24,"updatedAt":294},"kickstart-cluster-status","monitor AKS cluster provisioning status","Non-blocking cluster status peek — run at the end of Phases 3, 4, 5 to check AKS provisioning progress without hanging.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[286,287,288,291],{"name":11,"slug":8,"type":16},{"name":18,"slug":19,"type":16},{"name":289,"slug":290,"type":16},"Kubernetes","kubernetes",{"name":292,"slug":293,"type":16},"Monitoring","monitoring","2026-07-12T08:18:01.355249",{"slug":296,"name":296,"fn":297,"description":298,"org":299,"tags":300,"stars":23,"repoUrl":24,"updatedAt":310},"kickstart-collaborator-voice","define agent voice and interaction patterns","Voice, tone, and interaction patterns for Kickstart agents.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[301,304,307],{"name":302,"slug":303,"type":16},"Agents","agents",{"name":305,"slug":306,"type":16},"Branding","branding",{"name":308,"slug":309,"type":16},"Communications","communications","2026-07-12T08:18:09.636172",{"slug":312,"name":312,"fn":313,"description":314,"org":315,"tags":316,"stars":23,"repoUrl":24,"updatedAt":323},"kickstart-configure-infra","configure Azure infrastructure for AKS clusters","Configure Infrastructure phase playbook — launch the dedicated Kickstart cluster-setup view, which collects and creates the Azure resources (subscription, resource group, AKS Automatic cluster, ACR) and hands the results back to the chat.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[317,318,319,322],{"name":11,"slug":8,"type":16},{"name":18,"slug":19,"type":16},{"name":320,"slug":321,"type":16},"Infrastructure","infrastructure",{"name":289,"slug":290,"type":16},"2026-07-12T08:18:03.828624",{"slug":325,"name":325,"fn":326,"description":327,"org":328,"tags":329,"stars":23,"repoUrl":24,"updatedAt":336},"kickstart-deploy","deploy applications with Azure CLI and kubectl","Deploy phase playbook — build, push, apply with Azure CLI and kubectl.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[330,331,334,335],{"name":11,"slug":8,"type":16},{"name":332,"slug":333,"type":16},"CLI","cli",{"name":18,"slug":19,"type":16},{"name":289,"slug":290,"type":16},"2026-07-12T08:17:52.254389",{"slug":338,"name":338,"fn":339,"description":340,"org":341,"tags":342,"stars":23,"repoUrl":24,"updatedAt":348},"kickstart-design","propose target architecture on AKS","Design phase playbook — propose target architecture on AKS Automatic.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[343,346,347],{"name":344,"slug":345,"type":16},"Architecture","architecture",{"name":11,"slug":8,"type":16},{"name":18,"slug":19,"type":16},"2026-07-12T08:17:50.938775",19,{"items":351,"total":526},[352,371,386,405,420,435,448,463,474,488,501,514],{"slug":353,"name":353,"fn":354,"description":355,"org":356,"tags":357,"stars":368,"repoUrl":369,"updatedAt":370},"azure-arg-external-evaluation-policy-author","author and test Azure Resource Graph policies","Use when the user wants to author, design, or test an Azure Policy that queries Azure Resource Graph (ARG) at request-time — i.e. a policy whose deny\u002Faudit decision depends on data from elsewhere in the subscription (sibling\u002Fparent resource state, RG-wide invariants, multi-hop relationships, etc.). Formally called Azure Policy External Evaluation; sometimes referred to colloquially as \"Invoke\". Drives an iterative KQL co-design loop against the user's real subscription via `az graph query`, then emits a policy definition, assignment, `.http` test flow, and an `EXPLANATION.md` companion. Read-only; never provisions anything.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[358,359,362,365],{"name":11,"slug":8,"type":16},{"name":360,"slug":361,"type":16},"Compliance","compliance",{"name":363,"slug":364,"type":16},"Governance","governance",{"name":366,"slug":367,"type":16},"Policy","policy",1686,"https:\u002F\u002Fgithub.com\u002FAzure\u002Fazure-policy","2026-07-12T08:17:48.378432",{"slug":372,"name":372,"fn":373,"description":374,"org":375,"tags":376,"stars":383,"repoUrl":384,"updatedAt":385},"azure-blueprints-migration","migrate Azure Blueprints to Template Specs","Use when a user needs to migrate off Azure Blueprints (definitions and\u002For assignments) to Template Specs and Deployment Stacks before the January 31, 2027 retirement. Covers inventory, export, conversion to Bicep, policy decoupling, Template Spec publishing, Deployment Stack deployment with deny-settings, validation, and cutover.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[377,378,379,380],{"name":11,"slug":8,"type":16},{"name":18,"slug":19,"type":16},{"name":277,"slug":278,"type":16},{"name":381,"slug":382,"type":16},"Migration","migration",260,"https:\u002F\u002Fgithub.com\u002FAzure\u002Fazure-blueprints","2026-07-12T08:17:49.646405",{"slug":387,"name":387,"fn":388,"description":389,"org":390,"tags":391,"stars":402,"repoUrl":403,"updatedAt":404},"apiview-feedback-resolution","resolve APIView feedback on Azure SDKs","Analyze and resolve APIView review feedback on Azure SDK PRs. **UTILITY SKILL**. USE FOR: APIView comments, API review feedback, SDK API surface changes. DO NOT USE FOR: general code review, non-APIView feedback. INVOKES: azure-sdk-mcp:azsdk_apiview_get_comments, azure-sdk-mcp:azsdk_typespec_customized_code_update.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[392,395,396,399],{"name":393,"slug":394,"type":16},"API Development","api-development",{"name":11,"slug":8,"type":16},{"name":397,"slug":398,"type":16},"Code Review","code-review",{"name":400,"slug":401,"type":16},"Documentation","documentation",133,"https:\u002F\u002Fgithub.com\u002FAzure\u002Fazure-sdk-tools","2026-07-12T08:17:43.350876",{"slug":406,"name":406,"fn":407,"description":408,"org":409,"tags":410,"stars":402,"repoUrl":403,"updatedAt":419},"azsdk-common-live-and-recorded-tests","deploy resources and run Azure SDK tests","Deploy test resources and run Azure SDK tests in live, record, or playback mode. WHEN: \"run live tests\", \"run recorded tests\", \"deploy test resources\", \"record tests\", \"run tests in record mode\", \"clean up test resources\", \"run tests against live resources\". DO NOT USE FOR: writing new tests, authoring Bicep templates, playback-only test runs without resource deployment. INVOKES: azure-sdk-mcp:azsdk_package_run_tests.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[411,412,413,416],{"name":11,"slug":8,"type":16},{"name":18,"slug":19,"type":16},{"name":414,"slug":415,"type":16},"SDK","sdk",{"name":417,"slug":418,"type":16},"Testing","testing","2026-07-12T08:17:44.718943",{"slug":421,"name":421,"fn":422,"description":423,"org":424,"tags":425,"stars":402,"repoUrl":403,"updatedAt":434},"azsdk-common-prepare-release-plan","manage Azure SDK release plan work items","Create, get, update, abandon, and link SDK PRs to release plan work items for Azure SDK releases. **UTILITY SKILL**. USE FOR: \"create release plan\", \"get release plan\", \"update release plan\", \"update API spec in release plan\", \"update SDK details in release plan\", \"abandon release plan\", \"link SDK PR to plan\", \"namespace approval\", \"check release plan status\". DO NOT USE FOR: SDK code generation, pipeline troubleshooting, API review feedback. INVOKES: azure-sdk-mcp:azsdk_create_release_plan, azure-sdk-mcp:azsdk_get_release_plan, azure-sdk-mcp:azsdk_get_release_plan_for_spec_pr, azure-sdk-mcp:azsdk_update_release_plan, azure-sdk-mcp:azsdk_update_api_spec_pull_request_in_release_plan, azure-sdk-mcp:azsdk_update_sdk_details_in_release_plan, azure-sdk-mcp:azsdk_abandon_release_plan, azure-sdk-mcp:azsdk_link_sdk_pull_request_to_release_plan, azure-sdk-mcp:azsdk_link_namespace_approval_issue.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[426,427,430,433],{"name":11,"slug":8,"type":16},{"name":428,"slug":429,"type":16},"GitHub","github",{"name":431,"slug":432,"type":16},"Project Management","project-management",{"name":414,"slug":415,"type":16},"2026-07-12T08:17:38.345387",{"slug":436,"name":436,"fn":437,"description":438,"org":439,"tags":440,"stars":402,"repoUrl":403,"updatedAt":447},"azsdk-common-sdk-release","release Azure SDK packages","Check release readiness and trigger the release pipeline for Azure SDK packages. **UTILITY SKILL**. USE FOR: \"release SDK\", \"trigger release\", \"check release readiness\", \"release pipeline\", \"publish package\", \"ship SDK\". DO NOT USE FOR: SDK development, code generation, pipeline debugging, release plan creation. INVOKES: azure-sdk-mcp:azsdk_release_sdk.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[441,442,445,446],{"name":11,"slug":8,"type":16},{"name":443,"slug":444,"type":16},"CI\u002FCD","ci-cd",{"name":18,"slug":19,"type":16},{"name":414,"slug":415,"type":16},"2026-07-12T08:17:34.27607",{"slug":449,"name":449,"fn":450,"description":451,"org":452,"tags":453,"stars":402,"repoUrl":403,"updatedAt":462},"azure-typespec-author","author and modify Azure TypeSpec API specifications","Authors and modifies Azure TypeSpec (.tsp) API specifications. USE FOR: any TypeSpec\u002Ftsp change — api versions (add, bump, preview, stable, promote), resources, operations, models, properties, decorators, visibility, constraints, breaking changes, LRO, suppressions, operationId, spread model. Covers ARM resource-manager and data-plane services. DO NOT USE FOR: SDK generation, releasing SDK packages, or single MCP tool calls. INVOKES: azure-sdk-mcp:azsdk_typespec_generate_authoring_plan, azure-sdk-mcp:azsdk_run_typespec_validation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[454,455,456,459],{"name":393,"slug":394,"type":16},{"name":11,"slug":8,"type":16},{"name":457,"slug":458,"type":16},"OpenAPI","openapi",{"name":460,"slug":461,"type":16},"Technical Writing","technical-writing","2026-07-12T08:17:39.603232",{"slug":464,"name":464,"fn":465,"description":466,"org":467,"tags":468,"stars":402,"repoUrl":403,"updatedAt":473},"generate-sdk-locally","generate and test Azure SDKs locally","Generate, build, and test Azure SDKs locally from TypeSpec with automatic customization. WHEN: \"generate SDK locally\", \"build SDK\", \"run SDK tests\", \"run CI checks\", \"validate package\", \"run checks\", \"update changelog\", \"fix SDK build errors\", \"fix breaking changes\", \"resolve SDK generation errors\", \"customize TypeSpec\", \"rename SDK client\", \"rename SDK model\", \"hide operation from SDK\", \"fix analyzer errors\", \"resolve customization drift\", \"create subclient\", \"update metadata\", \"update version\". DO NOT USE FOR: publishing to package registries, CI pipeline configuration, API design review. INVOKES: azsdk_verify_setup, azsdk_package_generate_code, azsdk_package_build_code, azsdk_package_run_check, azsdk_package_run_tests, azsdk_customized_code_update, azsdk_package_update_changelog_content, azsdk_package_update_metadata, azsdk_package_update_version.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[469,470,471,472],{"name":11,"slug":8,"type":16},{"name":443,"slug":444,"type":16},{"name":414,"slug":415,"type":16},{"name":417,"slug":418,"type":16},"2026-07-12T08:17:37.08523",{"slug":475,"name":475,"fn":476,"description":477,"org":478,"tags":479,"stars":402,"repoUrl":403,"updatedAt":487},"markdown-token-optimizer","optimize markdown files for token efficiency","Analyze markdown files for token efficiency and reduce context-window bloat. **UTILITY SKILL**. DO NOT USE FOR: code optimization, general file editing, non-markdown files. TRIGGERS: optimize markdown, reduce tokens, token count, token bloat, too many tokens, make concise, shrink file, file too large, optimize for AI, token efficiency, verbose markdown, reduce file size. INVOKES: waza CLI.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[480,483,486],{"name":481,"slug":482,"type":16},"LLM","llm",{"name":484,"slug":485,"type":16},"Performance","performance",{"name":460,"slug":461,"type":16},"2026-07-12T08:17:42.080413",{"slug":489,"name":489,"fn":490,"description":491,"org":492,"tags":493,"stars":402,"repoUrl":403,"updatedAt":500},"pipeline-troubleshooting","troubleshoot Azure SDK CI pipelines","Diagnose and resolve failures in Azure SDK CI and generation pipelines. **UTILITY SKILL**. USE FOR: \"pipeline failed\", \"build failure\", \"CI check failing\", \"SDK generation error\", \"reproduce pipeline locally\", \"debug SDK pipeline\". DO NOT USE FOR: local build issues without pipeline context, API design review, SDK publishing. INVOKES: azure-sdk-mcp:azsdk_analyze_pipeline, azure-sdk-mcp:azsdk_package_build_code, azure-sdk-mcp:azsdk_package_run_check.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[494,495,496,499],{"name":11,"slug":8,"type":16},{"name":443,"slug":444,"type":16},{"name":497,"slug":498,"type":16},"Debugging","debugging",{"name":414,"slug":415,"type":16},"2026-07-12T08:17:40.821512",{"slug":502,"name":502,"fn":503,"description":504,"org":505,"tags":506,"stars":402,"repoUrl":403,"updatedAt":513},"sensei","improve skill frontmatter compliance","**WORKFLOW SKILL** — Iteratively improve skill frontmatter compliance using the Ralph loop pattern. WHEN: \"run sensei\", \"sensei help\", \"improve skill\", \"fix frontmatter\", \"skill compliance\", \"frontmatter audit\", \"score skill\", \"check skill tokens\". INVOKES: token counting tools, test runners, git commands. FOR SINGLE OPERATIONS: use token CLI directly for counts\u002Fchecks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[507,508,509,512],{"name":11,"slug":8,"type":16},{"name":360,"slug":361,"type":16},{"name":510,"slug":511,"type":16},"Process Optimization","process-optimization",{"name":460,"slug":461,"type":16},"2026-07-12T08:17:32.970921",{"slug":515,"name":515,"fn":516,"description":517,"org":518,"tags":519,"stars":402,"repoUrl":403,"updatedAt":525},"skill-authoring","author agent skills for agentskills.io","Write Agent Skills that comply with the agentskills.io specification. WHEN: \"create a skill\", \"new skill\", \"write a skill\", \"skill template\", \"skill structure\", \"review skill\", \"skill PR\", \"skill compliance\", \"SKILL.md format\", \"skill frontmatter\", \"skill best practices\". DO NOT USE FOR: improving existing skills (use sensei), general documentation. INVOKES: waza CLI.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[520,521,524],{"name":400,"slug":401,"type":16},{"name":522,"slug":523,"type":16},"Plugin Development","plugin-development",{"name":460,"slug":461,"type":16},"2026-07-12T08:17:35.873862",109]