refactor: flatten Microsoft skills from nested to flat directory structure

Rewrote sync_microsoft_skills.py (v4) to use each SKILL.md's frontmatter
'name' field as the flat directory name under skills/, replacing the nested
skills/official/microsoft/<lang>/<category>/<service>/ hierarchy.

This fixes CI failures caused by the indexing, validation, and catalog
scripts expecting skills/<id>/SKILL.md (depth 1).

Changes:
- Rewrite scripts/sync_microsoft_skills.py for flat output with collision detection
- Update scripts/tests/inspect_microsoft_repo.py for flat name mapping
- Update scripts/tests/test_comprehensive_coverage.py for name uniqueness checks
- Delete skills/official/ nested directory
- Add 129 Microsoft skills as flat directories (e.g. skills/azure-mgmt-botservice-dotnet/)
- Move attribution files to docs/ (LICENSE-MICROSOFT, microsoft-skills-attribution.json)
- Rebuild skills_index.json, CATALOG.md, README.md (845 total skills)
This commit is contained in:
Ahmed Rehan
2026-02-12 00:07:15 +05:00
parent e06454dafd
commit e7ae616385
142 changed files with 5683 additions and 6097 deletions

View File

@@ -1,6 +1,6 @@
# Skill Catalog
Generated at: 2026-02-11T16:18:46.125Z
Generated at: 2026-02-08T00:00:00.000Z
Total skills: 845
@@ -51,7 +51,6 @@ Total skills: 845
| `n8n-mcp-tools-expert` | Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or us... | n8n, mcp | n8n, mcp, effectively, searching, nodes, validating, configurations, accessing, managing, any, provides, selection |
| `nestjs-expert` | Nest.js framework expert specializing in module architecture, dependency injection, middleware, guards, interceptors, testing with Jest/Supertest, TypeORM/Mo... | nestjs | nestjs, nest, js, framework, specializing, module, architecture, dependency, injection, middleware, guards, interceptors |
| `nx-workspace-patterns` | Configure and optimize Nx monorepo workspaces. Use when setting up Nx, configuring project boundaries, optimizing build caching, or implementing affected com... | nx, workspace | nx, workspace, configure, optimize, monorepo, workspaces, setting, up, configuring, boundaries, optimizing, caching |
| `official/microsoft/plugins/wiki-architect` | Analyzes code repositories and generates hierarchical documentation structures with onboarding guides. Use when the user wants to create a wiki, generate doc... | official/microsoft/plugins/wiki | official/microsoft/plugins/wiki, wiki, architect, analyzes, code, repositories, generates, hierarchical, documentation, structures, onboarding, guides |
| `on-call-handoff-patterns` | Master on-call shift handoffs with context transfer, escalation procedures, and documentation. Use when transitioning on-call responsibilities, documenting s... | on, call, handoff | on, call, handoff, shift, handoffs, context, transfer, escalation, procedures, documentation, transitioning, responsibilities |
| `parallel-agents` | Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multi... | parallel, agents | parallel, agents, multi, agent, orchestration, multiple, independent, tasks, run, different, domain, expertise |
| `powershell-windows` | PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling. | powershell, windows | powershell, windows, critical, pitfalls, operator, syntax, error, handling |
@@ -69,6 +68,7 @@ Total skills: 845
| `tool-design` | Build tools that agents can use effectively, including architectural reduction patterns | | agents, effectively, including, architectural, reduction |
| `unreal-engine-cpp-pro` | Expert guide for Unreal Engine 5.x C++ development, covering UObject hygiene, performance patterns, and best practices. | unreal, engine, cpp | unreal, engine, cpp, pro, development, covering, uobject, hygiene, performance |
| `wcag-audit-patterns` | Conduct WCAG 2.2 accessibility audits with automated testing, manual verification, and remediation guidance. Use when auditing websites for accessibility, fi... | wcag, audit | wcag, audit, conduct, accessibility, audits, automated, testing, manual, verification, remediation, guidance, auditing |
| `wiki-architect` | Analyzes code repositories and generates hierarchical documentation structures with onboarding guides. Use when the user wants to create a wiki, generate doc... | wiki | wiki, architect, analyzes, code, repositories, generates, hierarchical, documentation, structures, onboarding, guides, user |
| `workflow-orchestration-patterns` | Design durable workflows with Temporal for distributed systems. Covers workflow vs activity separation, saga patterns, state management, and determinism cons... | | orchestration, durable, temporal, distributed, covers, vs, activity, separation, saga, state, determinism, constraints |
| `workflow-patterns` | Use this skill when implementing tasks according to Conductor's TDD workflow, handling phase checkpoints, managing git commits for tasks, or understanding th... | | skill, implementing, tasks, according, conductor, tdd, handling, phase, checkpoints, managing, git, commits |
| `zapier-make-patterns` | No-code automation democratizes workflow building. Zapier and Make (formerly Integromat) let non-developers automate business processes without writing code.... | zapier, make | zapier, make, no, code, automation, democratizes, building, formerly, integromat, let, non, developers |
@@ -120,8 +120,11 @@ Total skills: 845
| Skill | Description | Tags | Triggers |
| --- | --- | --- | --- |
| `agent-framework-azure-ai-py` | Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgen... | agent, framework, azure, ai, py | agent, framework, azure, ai, py, foundry, agents, microsoft, python, sdk, creating, persistent |
| `agent-memory-mcp` | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | agent, memory, mcp | agent, memory, mcp, hybrid, provides, persistent, searchable, knowledge, ai, agents, architecture, decisions |
| `agent-tool-builder` | Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently... | agent, builder | agent, builder, how, ai, agents, interact, world, well, designed, difference, between, works |
| `agents-v2-py` | Build container-based Foundry Agents using Azure AI Projects SDK with ImageBasedHostedAgentDefinition.
Use when creating hosted agents that run custom code i... | agents, v2, py | agents, v2, py, container, foundry, azure, ai, sdk, imagebasedhostedagentdefinition, creating, hosted, run |
| `ai-agents-architect` | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build ... | ai, agents | ai, agents, architect, designing, building, autonomous, masters, memory, planning, multi, agent, orchestration |
| `ai-engineer` | Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and ente... | ai | ai, engineer, llm, applications, rag, intelligent, agents, implements, vector, search, multimodal, agent |
| `ai-wrapper-product` | Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products t... | ai, wrapper, product | ai, wrapper, product, building, products, wrap, apis, openai, anthropic, etc, people, pay |
@@ -131,6 +134,74 @@ Total skills: 845
| `audio-transcriber` | Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration | audio, transcription, whisper, meeting-minutes, speech-to-text | audio, transcription, whisper, meeting-minutes, speech-to-text, transcriber, transform, recordings, professional, markdown, documentation, intelligent |
| `autonomous-agent-patterns` | Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use ... | autonomous, agent | autonomous, agent, building, coding, agents, covers, integration, permission, browser, automation, human, loop |
| `autonomous-agents` | Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The c... | autonomous, agents | autonomous, agents, ai, independently, decompose, goals, plan, actions, execute, self, correct, without |
| `azure-ai-contentsafety-java` | Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm det... | azure, ai, contentsafety, java | azure, ai, contentsafety, java, content, moderation, applications, safety, sdk, implementing, text, image |
| `azure-ai-contentsafety-py` | Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.
Triggers: "azure-ai-contents... | azure, ai, contentsafety, py | azure, ai, contentsafety, py, content, safety, sdk, python, detecting, harmful, text, images |
| `azure-ai-contentsafety-ts` | Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detect... | azure, ai, contentsafety, ts | azure, ai, contentsafety, ts, analyze, text, images, harmful, content, safety, rest, moderating |
| `azure-ai-contentunderstanding-py` | Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video.
Triggers: "azure-ai-contentund... | azure, ai, contentunderstanding, py | azure, ai, contentunderstanding, py, content, understanding, sdk, python, multimodal, extraction, documents, images |
| `azure-ai-document-intelligence-dotnet` | Azure AI Document Intelligence SDK for .NET. Extract text, tables, and structured data from documents using prebuilt and custom models. Use for invoice proce... | azure, ai, document, intelligence, dotnet | azure, ai, document, intelligence, dotnet, sdk, net, extract, text, tables, structured, data |
| `azure-ai-document-intelligence-ts` | Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoic... | azure, ai, document, intelligence, ts | azure, ai, document, intelligence, ts, extract, text, tables, structured, data, documents, rest |
| `azure-ai-formrecognizer-java` | Build document analysis applications with Azure Document Intelligence (Form Recognizer) SDK for Java. Use when extracting text, tables, key-value pairs from ... | azure, ai, formrecognizer, java | azure, ai, formrecognizer, java, document, analysis, applications, intelligence, form, recognizer, sdk, extracting |
| `azure-ai-ml-py` | Azure Machine Learning SDK v2 for Python. Use for ML workspaces, jobs, models, datasets, compute, and pipelines.
Triggers: "azure-ai-ml", "MLClient", "worksp... | azure, ai, ml, py | azure, ai, ml, py, machine, learning, sdk, v2, python, workspaces, jobs, models |
| `azure-ai-openai-dotnet` | Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, ... | azure, ai, openai, dotnet | azure, ai, openai, dotnet, sdk, net, client, library, chat, completions, embeddings, image |
| `azure-ai-projects-dotnet` | Azure AI Projects SDK for .NET. High-level client for Azure AI Foundry projects including agents, connections, datasets, deployments, evaluations, and indexe... | azure, ai, dotnet | azure, ai, dotnet, sdk, net, high, level, client, foundry, including, agents, connections |
| `azure-ai-projects-java` | Azure AI Projects SDK for Java. High-level SDK for Azure AI Foundry project management including connections, datasets, indexes, and evaluations.
Triggers: "... | azure, ai, java | azure, ai, java, sdk, high, level, foundry, including, connections, datasets, indexes, evaluations |
| `azure-ai-projects-py` | Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents wi... | azure, ai, py | azure, ai, py, applications, python, sdk, working, foundry, clients, creating, versioned, agents |
| `azure-ai-projects-ts` | Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, de... | azure, ai, ts | azure, ai, ts, applications, sdk, javascript, working, foundry, clients, agents, connections, deployments |
| `azure-ai-textanalytics-py` | Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. Use for natural language pr... | azure, ai, textanalytics, py | azure, ai, textanalytics, py, text, analytics, sdk, sentiment, analysis, entity, recognition, key |
| `azure-ai-transcription-py` | Azure AI Transcription SDK for Python. Use for real-time and batch speech-to-text transcription with timestamps and diarization.
Triggers: "transcription", "... | azure, ai, transcription, py | azure, ai, transcription, py, sdk, python, real, time, batch, speech, text, timestamps |
| `azure-ai-translation-document-py` | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other do... | azure, ai, translation, document, py | azure, ai, translation, document, py, sdk, batch, documents, format, preservation, translating, word |
| `azure-ai-translation-text-py` | Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in... | azure, ai, translation, text, py | azure, ai, translation, text, py, sdk, real, time, transliteration, language, detection, dictionary |
| `azure-ai-translation-ts` | Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when i... | azure, ai, translation, ts | azure, ai, translation, ts, applications, sdks, javascript, rest, text, document, implementing, transliteration |
| `azure-ai-vision-imageanalysis-java` | Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, ... | azure, ai, vision, imageanalysis, java | azure, ai, vision, imageanalysis, java, image, analysis, applications, sdk, implementing, captioning, ocr |
| `azure-ai-vision-imageanalysis-py` | Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding ta... | azure, ai, vision, imageanalysis, py | azure, ai, vision, imageanalysis, py, image, analysis, sdk, captions, tags, objects, ocr |
| `azure-ai-voicelive-dotnet` | Azure AI Voice Live SDK for .NET. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants, conversational ... | azure, ai, voicelive, dotnet | azure, ai, voicelive, dotnet, voice, live, sdk, net, real, time, applications, bidirectional |
| `azure-ai-voicelive-java` | Azure AI VoiceLive SDK for Java. Real-time bidirectional voice conversations with AI assistants using WebSocket.
Triggers: "VoiceLiveClient java", "voice ass... | azure, ai, voicelive, java | azure, ai, voicelive, java, sdk, real, time, bidirectional, voice, conversations, assistants, websocket |
| `azure-ai-voicelive-py` | Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-tim... | azure, ai, voicelive, py | azure, ai, voicelive, py, real, time, voice, applications, live, sdk, skill, creating |
| `azure-ai-voicelive-ts` | Azure AI Voice Live SDK for JavaScript/TypeScript. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants... | azure, ai, voicelive, ts | azure, ai, voicelive, ts, voice, live, sdk, javascript, typescript, real, time, applications |
| `azure-communication-callautomation-java` | Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording, ... | azure, communication, callautomation, java | azure, communication, callautomation, java, call, automation, sdk, implementing, ivr, routing, recording, dtmf |
| `azure-cosmos-java` | Azure Cosmos DB SDK for Java. NoSQL database operations with global distribution, multi-model support, and reactive patterns.
Triggers: "CosmosClient java", ... | azure, cosmos, java | azure, cosmos, java, db, sdk, nosql, database, operations, global, distribution, multi, model |
| `azure-cosmos-py` | Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
Triggers: "cosmos db", "CosmosClient",... | azure, cosmos, py | azure, cosmos, py, db, sdk, python, nosql, api, document, crud, queries, containers |
| `azure-cosmos-rust` | Azure Cosmos DB SDK for Rust (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
Triggers: "cosmos db rust", "CosmosClien... | azure, cosmos, rust | azure, cosmos, rust, db, sdk, nosql, api, document, crud, queries, containers, globally |
| `azure-cosmos-ts` | Azure Cosmos DB JavaScript/TypeScript SDK (@azure/cosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and cont... | azure, cosmos, ts | azure, cosmos, ts, db, javascript, typescript, sdk, data, plane, operations, crud, documents |
| `azure-data-tables-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, s... | azure, data, tables, java | azure, data, tables, java, table, storage, applications, sdk, working, cosmos, db, api |
| `azure-data-tables-py` | Azure Tables SDK for Python (Storage and Cosmos DB). Use for NoSQL key-value storage, entity CRUD, and batch operations.
Triggers: "table storage", "TableSer... | azure, data, tables, py | azure, data, tables, py, sdk, python, storage, cosmos, db, nosql, key, value |
| `azure-eventhub-dotnet` | Azure Event Hubs SDK for .NET. Use for high-throughput event streaming: sending events (EventHubProducerClient, EventHubBufferedProducerClient), receiving ev... | azure, eventhub, dotnet | azure, eventhub, dotnet, event, hubs, sdk, net, high, throughput, streaming, sending, events |
| `azure-eventhub-java` | Build real-time streaming applications with Azure Event Hubs SDK for Java. Use when implementing event streaming, high-throughput data ingestion, or building... | azure, eventhub, java | azure, eventhub, java, real, time, streaming, applications, event, hubs, sdk, implementing, high |
| `azure-eventhub-rust` | Azure Event Hubs SDK for Rust. Use for sending and receiving events, streaming data ingestion.
Triggers: "event hubs rust", "ProducerClient rust", "ConsumerC... | azure, eventhub, rust | azure, eventhub, rust, event, hubs, sdk, sending, receiving, events, streaming, data, ingestion |
| `azure-eventhub-ts` | Build event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementing high-throughput event ingestion, real... | azure, eventhub, ts | azure, eventhub, ts, event, streaming, applications, hubs, sdk, javascript, implementing, high, throughput |
| `azure-maps-search-dotnet` | Azure Maps SDK for .NET. Location-based services including geocoding, routing, rendering, geolocation, and weather. Use for address search, directions, map t... | azure, maps, search, dotnet | azure, maps, search, dotnet, sdk, net, location, including, geocoding, routing, rendering, geolocation |
| `azure-monitor-ingestion-java` | Azure Monitor Ingestion SDK for Java. Send custom logs to Azure Monitor via Data Collection Rules (DCR) and Data Collection Endpoints (DCE).
Triggers: "LogsI... | azure, monitor, ingestion, java | azure, monitor, ingestion, java, sdk, send, custom, logs, via, data, collection, rules |
| `azure-monitor-ingestion-py` | Azure Monitor Ingestion SDK for Python. Use for sending custom logs to Log Analytics workspace via Logs Ingestion API.
Triggers: "azure-monitor-ingestion", "... | azure, monitor, ingestion, py | azure, monitor, ingestion, py, sdk, python, sending, custom, logs, log, analytics, workspace |
| `azure-monitor-query-java` | Azure Monitor Query SDK for Java. Execute Kusto queries against Log Analytics workspaces and query metrics from Azure resources.
Triggers: "LogsQueryClient j... | azure, monitor, query, java | azure, monitor, query, java, sdk, execute, kusto, queries, against, log, analytics, workspaces |
| `azure-monitor-query-py` | Azure Monitor Query SDK for Python. Use for querying Log Analytics workspaces and Azure Monitor metrics.
Triggers: "azure-monitor-query", "LogsQueryClient", ... | azure, monitor, query, py | azure, monitor, query, py, sdk, python, querying, log, analytics, workspaces, metrics, triggers |
| `azure-postgres-ts` | Connect to Azure Database for PostgreSQL Flexible Server from Node.js/TypeScript using the pg (node-postgres) package. Use for PostgreSQL queries, connection... | azure, postgres, ts | azure, postgres, ts, connect, database, postgresql, flexible, server, node, js, typescript, pg |
| `azure-resource-manager-cosmosdb-dotnet` | Azure Resource Manager SDK for Cosmos DB in .NET. Use for MANAGEMENT PLANE operations: creating/managing Cosmos DB accounts, databases, containers, throughpu... | azure, resource, manager, cosmosdb, dotnet | azure, resource, manager, cosmosdb, dotnet, sdk, cosmos, db, net, plane, operations, creating |
| `azure-resource-manager-mysql-dotnet` | Azure MySQL Flexible Server SDK for .NET. Database management for MySQL Flexible Server deployments. Use for creating servers, databases, firewall rules, con... | azure, resource, manager, mysql, dotnet | azure, resource, manager, mysql, dotnet, flexible, server, sdk, net, database, deployments, creating |
| `azure-resource-manager-postgresql-dotnet` | Azure PostgreSQL Flexible Server SDK for .NET. Database management for PostgreSQL Flexible Server deployments. Use for creating servers, databases, firewall ... | azure, resource, manager, postgresql, dotnet | azure, resource, manager, postgresql, dotnet, flexible, server, sdk, net, database, deployments, creating |
| `azure-resource-manager-redis-dotnet` | Azure Resource Manager SDK for Redis in .NET. Use for MANAGEMENT PLANE operations: creating/managing Azure Cache for Redis instances, firewall rules, access ... | azure, resource, manager, redis, dotnet | azure, resource, manager, redis, dotnet, sdk, net, plane, operations, creating, managing, cache |
| `azure-resource-manager-sql-dotnet` | Azure Resource Manager SDK for Azure SQL in .NET. Use for MANAGEMENT PLANE operations: creating/managing SQL servers, databases, elastic pools, firewall rule... | azure, resource, manager, sql, dotnet | azure, resource, manager, sql, dotnet, sdk, net, plane, operations, creating, managing, servers |
| `azure-search-documents-dotnet` | Azure AI Search SDK for .NET (Azure.Search.Documents). Use for building search applications with full-text, vector, semantic, and hybrid search. Covers Searc... | azure, search, documents, dotnet | azure, search, documents, dotnet, ai, sdk, net, building, applications, full, text, vector |
| `azure-search-documents-py` | Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets.
Triggers: "azure-search-documents", "SearchC... | azure, search, documents, py | azure, search, documents, py, ai, sdk, python, vector, hybrid, semantic, ranking, indexing |
| `azure-search-documents-ts` | Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/managing indexes, implementing vector/hybrid ... | azure, search, documents, ts | azure, search, documents, ts, applications, ai, sdk, javascript, creating, managing, indexes, implementing |
| `azure-storage-blob-java` | Build blob storage applications with Azure Storage Blob SDK for Java. Use when uploading, downloading, or managing files in Azure Blob Storage, working with ... | azure, storage, blob, java | azure, storage, blob, java, applications, sdk, uploading, downloading, managing, files, working, containers |
| `azure-storage-file-datalake-py` | Azure Data Lake Storage Gen2 SDK for Python. Use for hierarchical file systems, big data analytics, and file/directory operations.
Triggers: "data lake", "Da... | azure, storage, file, datalake, py | azure, storage, file, datalake, py, data, lake, gen2, sdk, python, hierarchical, big |
| `beautiful-prose` | Hard-edged writing style contract for timeless, forceful English prose without AI tics | beautiful, prose | beautiful, prose, hard, edged, writing, style, contract, timeless, forceful, english, without, ai |
| `behavioral-modes` | AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type. | behavioral, modes | behavioral, modes, ai, operational, brainstorm, debug, review, teach, ship, orchestrate, adapt, behavior |
| `blockrun` | Use when user needs capabilities Claude lacks (image generation, real-time X/Twitter data) or explicitly requests external models ("blockrun", "use grok", "u... | blockrun | blockrun, user, capabilities, claude, lacks, image, generation, real, time, twitter, data, explicitly |
@@ -164,6 +235,7 @@ Total skills: 845
| `fal-workflow` | Generate workflow JSON files for chaining AI models | fal | fal, generate, json, files, chaining, ai, models |
| `fp-ts-react` | Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Use when building React apps with functional programming patterns. Works ... | fp, ts, react | fp, ts, react, practical, hooks, state, forms, data, fetching, building, apps, functional |
| `frontend-dev-guidelines` | Opinionated frontend development standards for modern React + TypeScript applications. Covers Suspense-first data fetching, lazy loading, feature-based archi... | frontend, dev, guidelines | frontend, dev, guidelines, opinionated, development, standards, react, typescript, applications, covers, suspense, first |
| `frontend-ui-dark-ts` | Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion animations. Use when creating dashboard... | frontend, ui, dark, ts | frontend, ui, dark, ts, themed, react, applications, tailwind, css, custom, theming, glassmorphism |
| `geo-fundamentals` | Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). | geo, fundamentals | geo, fundamentals, generative, engine, optimization, ai, search, engines, chatgpt, claude, perplexity |
| `google-analytics-automation` | Automate Google Analytics tasks via Rube MCP (Composio): run reports, list accounts/properties, funnels, pivots, key events. Always search tools first for cu... | google, analytics | google, analytics, automation, automate, tasks, via, rube, mcp, composio, run, reports, list |
| `googlesheets-automation` | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting,... | googlesheets | googlesheets, automation, automate, google, sheets, operations, read, write, format, filter, spreadsheets, via |
@@ -182,78 +254,6 @@ Total skills: 845
| `nextjs-app-router-patterns` | Master Next.js 14+ App Router with Server Components, streaming, parallel routes, and advanced data fetching. Use when building Next.js applications, impleme... | nextjs, app, router | nextjs, app, router, next, js, 14, server, components, streaming, parallel, routes, data |
| `nextjs-best-practices` | Next.js App Router principles. Server Components, data fetching, routing patterns. | nextjs, best, practices | nextjs, best, practices, next, js, app, router, principles, server, components, data, fetching |
| `nodejs-backend-patterns` | Build production-ready Node.js backend services with Express/Fastify, implementing middleware patterns, error handling, authentication, database integration,... | nodejs, backend | nodejs, backend, node, js, express, fastify, implementing, middleware, error, handling, authentication, database |
| `official/microsoft/dotnet/data/cosmosdb` | Azure Resource Manager SDK for Cosmos DB in .NET. Use for MANAGEMENT PLANE operations: creating/managing Cosmos DB accounts, databases, containers, throughpu... | official/microsoft/dotnet/data/cosmosdb | official/microsoft/dotnet/data/cosmosdb, azure, resource, manager, cosmosdb, dotnet, sdk, cosmos, db, net, plane, operations |
| `official/microsoft/dotnet/data/mysql` | Azure MySQL Flexible Server SDK for .NET. Database management for MySQL Flexible Server deployments. Use for creating servers, databases, firewall rules, con... | official/microsoft/dotnet/data/mysql | official/microsoft/dotnet/data/mysql, azure, resource, manager, mysql, dotnet, flexible, server, sdk, net, database, deployments |
| `official/microsoft/dotnet/data/postgresql` | Azure PostgreSQL Flexible Server SDK for .NET. Database management for PostgreSQL Flexible Server deployments. Use for creating servers, databases, firewall ... | official/microsoft/dotnet/data/postgresql | official/microsoft/dotnet/data/postgresql, azure, resource, manager, postgresql, dotnet, flexible, server, sdk, net, database, deployments |
| `official/microsoft/dotnet/data/redis` | Azure Resource Manager SDK for Redis in .NET. Use for MANAGEMENT PLANE operations: creating/managing Azure Cache for Redis instances, firewall rules, access ... | official/microsoft/dotnet/data/redis | official/microsoft/dotnet/data/redis, azure, resource, manager, redis, dotnet, sdk, net, plane, operations, creating, managing |
| `official/microsoft/dotnet/data/sql` | Azure Resource Manager SDK for Azure SQL in .NET. Use for MANAGEMENT PLANE operations: creating/managing SQL servers, databases, elastic pools, firewall rule... | official/microsoft/dotnet/data/sql | official/microsoft/dotnet/data/sql, azure, resource, manager, sql, dotnet, sdk, net, plane, operations, creating, managing |
| `official/microsoft/dotnet/foundry/document-intelligence` | Azure AI Document Intelligence SDK for .NET. Extract text, tables, and structured data from documents using prebuilt and custom models. Use for invoice proce... | official/microsoft/dotnet/foundry/document, intelligence | official/microsoft/dotnet/foundry/document, intelligence, azure, ai, document, dotnet, sdk, net, extract, text, tables, structured |
| `official/microsoft/dotnet/foundry/openai` | Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, ... | official/microsoft/dotnet/foundry/openai | official/microsoft/dotnet/foundry/openai, azure, ai, openai, dotnet, sdk, net, client, library, chat, completions, embeddings |
| `official/microsoft/dotnet/foundry/projects` | Azure AI Projects SDK for .NET. High-level client for Azure AI Foundry projects including agents, connections, datasets, deployments, evaluations, and indexe... | official/microsoft/dotnet/foundry/projects | official/microsoft/dotnet/foundry/projects, azure, ai, dotnet, sdk, net, high, level, client, foundry, including, agents |
| `official/microsoft/dotnet/foundry/search-documents` | Azure AI Search SDK for .NET (Azure.Search.Documents). Use for building search applications with full-text, vector, semantic, and hybrid search. Covers Searc... | official/microsoft/dotnet/foundry/search, documents | official/microsoft/dotnet/foundry/search, documents, azure, search, dotnet, ai, sdk, net, building, applications, full, text |
| `official/microsoft/dotnet/foundry/voicelive` | Azure AI Voice Live SDK for .NET. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants, conversational ... | official/microsoft/dotnet/foundry/voicelive | official/microsoft/dotnet/foundry/voicelive, azure, ai, voicelive, dotnet, voice, live, sdk, net, real, time, applications |
| `official/microsoft/dotnet/general/maps` | Azure Maps SDK for .NET. Location-based services including geocoding, routing, rendering, geolocation, and weather. Use for address search, directions, map t... | official/microsoft/dotnet/general/maps | official/microsoft/dotnet/general/maps, azure, maps, search, dotnet, sdk, net, location, including, geocoding, routing, rendering |
| `official/microsoft/dotnet/messaging/eventhubs` | Azure Event Hubs SDK for .NET. Use for high-throughput event streaming: sending events (EventHubProducerClient, EventHubBufferedProducerClient), receiving ev... | official/microsoft/dotnet/messaging/eventhubs | official/microsoft/dotnet/messaging/eventhubs, azure, eventhub, dotnet, event, hubs, sdk, net, high, throughput, streaming, sending |
| `official/microsoft/java/communication/callautomation` | Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording, ... | official/microsoft/java/communication/callautomation | official/microsoft/java/communication/callautomation, azure, communication, callautomation, java, call, automation, sdk, implementing, ivr, routing, recording |
| `official/microsoft/java/data/blob` | Build blob storage applications with Azure Storage Blob SDK for Java. Use when uploading, downloading, or managing files in Azure Blob Storage, working with ... | official/microsoft/java/data/blob | official/microsoft/java/data/blob, azure, storage, blob, java, applications, sdk, uploading, downloading, managing, files, working |
| `official/microsoft/java/data/cosmos` | Azure Cosmos DB SDK for Java. NoSQL database operations with global distribution, multi-model support, and reactive patterns.
Triggers: "CosmosClient java", ... | official/microsoft/java/data/cosmos | official/microsoft/java/data/cosmos, azure, cosmos, java, db, sdk, nosql, database, operations, global, distribution, multi |
| `official/microsoft/java/data/tables` | 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, s... | official/microsoft/java/data/tables | official/microsoft/java/data/tables, azure, data, tables, java, table, storage, applications, sdk, working, cosmos, db |
| `official/microsoft/java/foundry/contentsafety` | Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm det... | official/microsoft/java/foundry/contentsafety | official/microsoft/java/foundry/contentsafety, azure, ai, contentsafety, java, content, moderation, applications, safety, sdk, implementing, text |
| `official/microsoft/java/foundry/formrecognizer` | Build document analysis applications with Azure Document Intelligence (Form Recognizer) SDK for Java. Use when extracting text, tables, key-value pairs from ... | official/microsoft/java/foundry/formrecognizer | official/microsoft/java/foundry/formrecognizer, azure, ai, formrecognizer, java, document, analysis, applications, intelligence, form, recognizer, sdk |
| `official/microsoft/java/foundry/projects` | Azure AI Projects SDK for Java. High-level SDK for Azure AI Foundry project management including connections, datasets, indexes, and evaluations.
Triggers: "... | official/microsoft/java/foundry/projects | official/microsoft/java/foundry/projects, azure, ai, java, sdk, high, level, foundry, including, connections, datasets, indexes |
| `official/microsoft/java/foundry/vision-imageanalysis` | Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, ... | official/microsoft/java/foundry/vision, imageanalysis | official/microsoft/java/foundry/vision, imageanalysis, azure, ai, vision, java, image, analysis, applications, sdk, implementing, captioning |
| `official/microsoft/java/foundry/voicelive` | Azure AI VoiceLive SDK for Java. Real-time bidirectional voice conversations with AI assistants using WebSocket.
Triggers: "VoiceLiveClient java", "voice ass... | official/microsoft/java/foundry/voicelive | official/microsoft/java/foundry/voicelive, azure, ai, voicelive, java, sdk, real, time, bidirectional, voice, conversations, assistants |
| `official/microsoft/java/messaging/eventhubs` | Build real-time streaming applications with Azure Event Hubs SDK for Java. Use when implementing event streaming, high-throughput data ingestion, or building... | official/microsoft/java/messaging/eventhubs | official/microsoft/java/messaging/eventhubs, azure, eventhub, java, real, time, streaming, applications, event, hubs, sdk, implementing |
| `official/microsoft/java/monitoring/ingestion` | Azure Monitor Ingestion SDK for Java. Send custom logs to Azure Monitor via Data Collection Rules (DCR) and Data Collection Endpoints (DCE).
Triggers: "LogsI... | official/microsoft/java/monitoring/ingestion | official/microsoft/java/monitoring/ingestion, azure, monitor, ingestion, java, sdk, send, custom, logs, via, data, collection |
| `official/microsoft/java/monitoring/query` | Azure Monitor Query SDK for Java. Execute Kusto queries against Log Analytics workspaces and query metrics from Azure resources.
Triggers: "LogsQueryClient j... | official/microsoft/java/monitoring/query | official/microsoft/java/monitoring/query, azure, monitor, query, java, sdk, execute, kusto, queries, against, log, analytics |
| `official/microsoft/python/data/cosmos` | Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
Triggers: "cosmos db", "CosmosClient",... | official/microsoft/python/data/cosmos | official/microsoft/python/data/cosmos, azure, cosmos, py, db, sdk, python, nosql, api, document, crud, queries |
| `official/microsoft/python/data/datalake` | Azure Data Lake Storage Gen2 SDK for Python. Use for hierarchical file systems, big data analytics, and file/directory operations.
Triggers: "data lake", "Da... | official/microsoft/python/data/datalake | official/microsoft/python/data/datalake, azure, storage, file, datalake, py, data, lake, gen2, sdk, python, hierarchical |
| `official/microsoft/python/data/tables` | Azure Tables SDK for Python (Storage and Cosmos DB). Use for NoSQL key-value storage, entity CRUD, and batch operations.
Triggers: "table storage", "TableSer... | official/microsoft/python/data/tables | official/microsoft/python/data/tables, azure, data, tables, py, sdk, python, storage, cosmos, db, nosql, key |
| `official/microsoft/python/foundry/agent-framework` | Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgen... | official/microsoft/python/foundry/agent, framework | official/microsoft/python/foundry/agent, framework, agent, azure, ai, py, foundry, agents, microsoft, python, sdk, creating |
| `official/microsoft/python/foundry/agents-v2` | Build container-based Foundry Agents using Azure AI Projects SDK with ImageBasedHostedAgentDefinition.
Use when creating hosted agents that run custom code i... | official/microsoft/python/foundry/agents, v2 | official/microsoft/python/foundry/agents, v2, agents, py, container, foundry, azure, ai, sdk, imagebasedhostedagentdefinition, creating, hosted |
| `official/microsoft/python/foundry/contentsafety` | Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.
Triggers: "azure-ai-contents... | official/microsoft/python/foundry/contentsafety | official/microsoft/python/foundry/contentsafety, azure, ai, contentsafety, py, content, safety, sdk, python, detecting, harmful, text |
| `official/microsoft/python/foundry/contentunderstanding` | Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video.
Triggers: "azure-ai-contentund... | official/microsoft/python/foundry/contentunderstanding | official/microsoft/python/foundry/contentunderstanding, azure, ai, contentunderstanding, py, content, understanding, sdk, python, multimodal, extraction, documents |
| `official/microsoft/python/foundry/ml` | Azure Machine Learning SDK v2 for Python. Use for ML workspaces, jobs, models, datasets, compute, and pipelines.
Triggers: "azure-ai-ml", "MLClient", "worksp... | official/microsoft/python/foundry/ml | official/microsoft/python/foundry/ml, azure, ai, ml, py, machine, learning, sdk, v2, python, workspaces, jobs |
| `official/microsoft/python/foundry/projects` | Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents wi... | official/microsoft/python/foundry/projects | official/microsoft/python/foundry/projects, azure, ai, py, applications, python, sdk, working, foundry, clients, creating, versioned |
| `official/microsoft/python/foundry/search-documents` | Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets.
Triggers: "azure-search-documents", "SearchC... | official/microsoft/python/foundry/search, documents | official/microsoft/python/foundry/search, documents, azure, search, py, ai, sdk, python, vector, hybrid, semantic, ranking |
| `official/microsoft/python/foundry/textanalytics` | Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. Use for natural language pr... | official/microsoft/python/foundry/textanalytics | official/microsoft/python/foundry/textanalytics, azure, ai, textanalytics, py, text, analytics, sdk, sentiment, analysis, entity, recognition |
| `official/microsoft/python/foundry/transcription` | Azure AI Transcription SDK for Python. Use for real-time and batch speech-to-text transcription with timestamps and diarization.
Triggers: "transcription", "... | official/microsoft/python/foundry/transcription | official/microsoft/python/foundry/transcription, azure, ai, transcription, py, sdk, python, real, time, batch, speech, text |
| `official/microsoft/python/foundry/translation-document` | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other do... | official/microsoft/python/foundry/translation, document | official/microsoft/python/foundry/translation, document, azure, ai, translation, py, sdk, batch, documents, format, preservation, translating |
| `official/microsoft/python/foundry/translation-text` | Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in... | official/microsoft/python/foundry/translation, text | official/microsoft/python/foundry/translation, text, azure, ai, translation, py, sdk, real, time, transliteration, language, detection |
| `official/microsoft/python/foundry/vision-imageanalysis` | Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding ta... | official/microsoft/python/foundry/vision, imageanalysis | official/microsoft/python/foundry/vision, imageanalysis, azure, ai, vision, py, image, analysis, sdk, captions, tags, objects |
| `official/microsoft/python/foundry/voicelive` | Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-tim... | official/microsoft/python/foundry/voicelive | official/microsoft/python/foundry/voicelive, azure, ai, voicelive, py, real, time, voice, applications, live, sdk, skill |
| `official/microsoft/python/monitoring/ingestion` | Azure Monitor Ingestion SDK for Python. Use for sending custom logs to Log Analytics workspace via Logs Ingestion API.
Triggers: "azure-monitor-ingestion", "... | official/microsoft/python/monitoring/ingestion | official/microsoft/python/monitoring/ingestion, azure, monitor, ingestion, py, sdk, python, sending, custom, logs, log, analytics |
| `official/microsoft/python/monitoring/query` | Azure Monitor Query SDK for Python. Use for querying Log Analytics workspaces and Azure Monitor metrics.
Triggers: "azure-monitor-query", "LogsQueryClient", ... | official/microsoft/python/monitoring/query | official/microsoft/python/monitoring/query, azure, monitor, query, py, sdk, python, querying, log, analytics, workspaces, metrics |
| `official/microsoft/rust/data/azure-cosmos-rust` | Azure Cosmos DB SDK for Rust (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
Triggers: "cosmos db rust", "CosmosClien... | official/microsoft/rust/data/azure, cosmos, rust | official/microsoft/rust/data/azure, cosmos, rust, azure, db, sdk, nosql, api, document, crud, queries, containers |
| `official/microsoft/rust/messaging/azure-eventhub-rust` | Azure Event Hubs SDK for Rust. Use for sending and receiving events, streaming data ingestion.
Triggers: "event hubs rust", "ProducerClient rust", "ConsumerC... | official/microsoft/rust/messaging/azure, eventhub, rust | official/microsoft/rust/messaging/azure, eventhub, rust, azure, event, hubs, sdk, sending, receiving, events, streaming, data |
| `official/microsoft/typescript/data/cosmosdb` | Azure Cosmos DB JavaScript/TypeScript SDK (@azure/cosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and cont... | official/microsoft/typescript/data/cosmosdb | official/microsoft/typescript/data/cosmosdb, azure, cosmos, ts, db, javascript, typescript, sdk, data, plane, operations, crud |
| `official/microsoft/typescript/data/postgres` | Connect to Azure Database for PostgreSQL Flexible Server from Node.js/TypeScript using the pg (node-postgres) package. Use for PostgreSQL queries, connection... | official/microsoft/typescript/data/postgres | official/microsoft/typescript/data/postgres, azure, postgres, ts, connect, database, postgresql, flexible, server, node, js, typescript |
| `official/microsoft/typescript/foundry/contentsafety` | Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detect... | official/microsoft/typescript/foundry/contentsafety | official/microsoft/typescript/foundry/contentsafety, azure, ai, contentsafety, ts, analyze, text, images, harmful, content, safety, rest |
| `official/microsoft/typescript/foundry/document-intelligence` | Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoic... | official/microsoft/typescript/foundry/document, intelligence | official/microsoft/typescript/foundry/document, intelligence, azure, ai, document, ts, extract, text, tables, structured, data, documents |
| `official/microsoft/typescript/foundry/projects` | Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, de... | official/microsoft/typescript/foundry/projects | official/microsoft/typescript/foundry/projects, azure, ai, ts, applications, sdk, javascript, working, foundry, clients, agents, connections |
| `official/microsoft/typescript/foundry/search-documents` | Build search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/managing indexes, implementing vector/hybrid ... | official/microsoft/typescript/foundry/search, documents | official/microsoft/typescript/foundry/search, documents, azure, search, ts, applications, ai, sdk, javascript, creating, managing, indexes |
| `official/microsoft/typescript/foundry/translation` | Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when i... | official/microsoft/typescript/foundry/translation | official/microsoft/typescript/foundry/translation, azure, ai, translation, ts, applications, sdks, javascript, rest, text, document, implementing |
| `official/microsoft/typescript/foundry/voicelive` | Azure AI Voice Live SDK for JavaScript/TypeScript. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants... | official/microsoft/typescript/foundry/voicelive | official/microsoft/typescript/foundry/voicelive, azure, ai, voicelive, ts, voice, live, sdk, javascript, typescript, real, time |
| `official/microsoft/typescript/frontend/frontend-ui-dark` | Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion animations. Use when creating dashboard... | official/microsoft/typescript/frontend/frontend, ui, dark | official/microsoft/typescript/frontend/frontend, ui, dark, frontend, ts, themed, react, applications, tailwind, css, custom, theming |
| `official/microsoft/typescript/messaging/eventhubs` | Build event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementing high-throughput event ingestion, real... | official/microsoft/typescript/messaging/eventhubs | official/microsoft/typescript/messaging/eventhubs, azure, eventhub, ts, event, streaming, applications, hubs, sdk, javascript, implementing, high |
| `php-pro` | Write idiomatic PHP code with generators, iterators, SPL data structures, and modern OOP features. Use PROACTIVELY for high-performance PHP applications. | php | php, pro, write, idiomatic, code, generators, iterators, spl, data, structures, oop, features |
| `postgres-best-practices` | Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, o... | postgres, best, practices | postgres, best, practices, supabase, performance, optimization, skill, writing, reviewing, optimizing, queries, schema |
| `postgresql` | Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features | postgresql | postgresql, specific, schema, covers, data, types, indexing, constraints, performance, features |
@@ -304,7 +304,60 @@ Triggers: "event hubs rust", "ProducerClient rust", "ConsumerC... | official/mic
| `app-store-optimization` | Complete App Store Optimization (ASO) toolkit for researching, optimizing, and tracking mobile app performance on Apple App Store and Google Play Store | app, store, optimization | app, store, optimization, complete, aso, toolkit, researching, optimizing, tracking, mobile, performance, apple |
| `architecture-patterns` | Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex ... | architecture | architecture, proven, backend, including, clean, hexagonal, domain, driven, architecting, complex, refactoring, existing |
| `async-python-patterns` | Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, ... | async, python | async, python, asyncio, concurrent, programming, await, high, performance, applications, building, apis, bound |
| `azure-appconfiguration-java` | Azure App Configuration SDK for Java. Centralized application configuration management with key-value settings, feature flags, and snapshots.
Triggers: "Conf... | azure, appconfiguration, java | azure, appconfiguration, java, app, configuration, sdk, centralized, application, key, value, settings, feature |
| `azure-appconfiguration-py` | Azure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings.
Triggers: "azure-appconfiguration"... | azure, appconfiguration, py | azure, appconfiguration, py, app, configuration, sdk, python, centralized, feature, flags, dynamic, settings |
| `azure-appconfiguration-ts` | Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, ... | azure, appconfiguration, ts | azure, appconfiguration, ts, applications, app, configuration, sdk, javascript, working, settings, feature, flags |
| `azure-communication-callingserver-java` | Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects.... | azure, communication, callingserver, java | azure, communication, callingserver, java, legacy, sdk, note, deprecated, callautomation, instead, new, skill |
| `azure-communication-chat-java` | Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts... | azure, communication, chat, java | azure, communication, chat, java, real, time, applications, sdk, implementing, threads, messaging, participants |
| `azure-communication-common-java` | Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared authen... | azure, communication, common, java | azure, communication, common, java, utilities, working, communicationtokencredential, user, identifiers, token, refresh, shared |
| `azure-communication-sms-java` | Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery ... | azure, communication, sms, java | azure, communication, sms, java, send, messages, sdk, implementing, notifications, alerts, otp, delivery |
| `azure-compute-batch-java` | Azure Batch SDK for Java. Run large-scale parallel and HPC batch jobs with pools, jobs, tasks, and compute nodes.
Triggers: "BatchClient java", "azure batch ... | azure, compute, batch, java | azure, compute, batch, java, sdk, run, large, scale, parallel, hpc, jobs, pools |
| `azure-containerregistry-py` | Azure Container Registry SDK for Python. Use for managing container images, artifacts, and repositories.
Triggers: "azure-containerregistry", "ContainerRegis... | azure, containerregistry, py | azure, containerregistry, py, container, registry, sdk, python, managing, images, artifacts, repositories, triggers |
| `azure-eventgrid-dotnet` | Azure Event Grid SDK for .NET. Client library for publishing and consuming events with Azure Event Grid. Use for event-driven architectures, pub/sub messagin... | azure, eventgrid, dotnet | azure, eventgrid, dotnet, event, grid, sdk, net, client, library, publishing, consuming, events |
| `azure-eventgrid-java` | Build event-driven applications with Azure Event Grid SDK for Java. Use when publishing events, implementing pub/sub patterns, or integrating with Azure serv... | azure, eventgrid, java | azure, eventgrid, java, event, driven, applications, grid, sdk, publishing, events, implementing, pub |
| `azure-eventgrid-py` | Azure Event Grid SDK for Python. Use for publishing events, handling CloudEvents, and event-driven architectures.
Triggers: "event grid", "EventGridPublisher... | azure, eventgrid, py | azure, eventgrid, py, event, grid, sdk, python, publishing, events, handling, cloudevents, driven |
| `azure-eventhub-py` | Azure Event Hubs SDK for Python streaming. Use for high-throughput event ingestion, producers, consumers, and checkpointing.
Triggers: "event hubs", "EventHu... | azure, eventhub, py | azure, eventhub, py, event, hubs, sdk, python, streaming, high, throughput, ingestion, producers |
| `azure-functions` | Expert patterns for Azure Functions development including isolated worker model, Durable Functions orchestration, cold start optimization, and production pat... | azure, functions | azure, functions, development, including, isolated, worker, model, durable, orchestration, cold, start, optimization |
| `azure-identity-rust` | Azure Identity SDK for Rust authentication. Use for DeveloperToolsCredential, ManagedIdentityCredential, ClientSecretCredential, and token-based authenticati... | azure, identity, rust | azure, identity, rust, sdk, authentication, developertoolscredential, managedidentitycredential, clientsecretcredential, token, triggers, managed, credential |
| `azure-keyvault-certificates-rust` | Azure Key Vault Certificates SDK for Rust. Use for creating, importing, and managing certificates.
Triggers: "keyvault certificates rust", "CertificateClient... | azure, keyvault, certificates, rust | azure, keyvault, certificates, rust, key, vault, sdk, creating, importing, managing, triggers, certificateclient |
| `azure-keyvault-keys-rust` | Azure Key Vault Keys SDK for Rust. Use for creating, managing, and using cryptographic keys.
Triggers: "keyvault keys rust", "KeyClient rust", "create key ru... | azure, keyvault, keys, rust | azure, keyvault, keys, rust, key, vault, sdk, creating, managing, cryptographic, triggers, keyclient |
| `azure-keyvault-keys-ts` | Manage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, encrypting/decrypting, signing, or rotatin... | azure, keyvault, keys, ts | azure, keyvault, keys, ts, cryptographic, key, vault, sdk, javascript, creating, encrypting, decrypting |
| `azure-messaging-webpubsub-java` | Build real-time web applications with Azure Web PubSub SDK for Java. Use when implementing WebSocket-based messaging, live updates, chat applications, or ser... | azure, messaging, webpubsub, java | azure, messaging, webpubsub, java, real, time, web, applications, pubsub, sdk, implementing, websocket |
| `azure-mgmt-apicenter-dotnet` | Azure API Center SDK for .NET. Centralized API inventory management with governance, versioning, and discovery. Use for creating API services, workspaces, AP... | azure, mgmt, apicenter, dotnet | azure, mgmt, apicenter, dotnet, api, center, sdk, net, centralized, inventory, governance, versioning |
| `azure-mgmt-apicenter-py` | Azure API Center Management SDK for Python. Use for managing API inventory, metadata, and governance across your organization.
Triggers: "azure-mgmt-apicente... | azure, mgmt, apicenter, py | azure, mgmt, apicenter, py, api, center, sdk, python, managing, inventory, metadata, governance |
| `azure-mgmt-apimanagement-py` | Azure API Management SDK for Python. Use for managing APIM services, APIs, products, subscriptions, and policies.
Triggers: "azure-mgmt-apimanagement", "ApiM... | azure, mgmt, apimanagement, py | azure, mgmt, apimanagement, py, api, sdk, python, managing, apim, apis, products, subscriptions |
| `azure-mgmt-fabric-dotnet` | Azure Resource Manager SDK for Fabric in .NET. Use for MANAGEMENT PLANE operations: provisioning, scaling, suspending/resuming Microsoft Fabric capacities, c... | azure, mgmt, fabric, dotnet | azure, mgmt, fabric, dotnet, resource, manager, sdk, net, plane, operations, provisioning, scaling |
| `azure-mgmt-fabric-py` | Azure Fabric Management SDK for Python. Use for managing Microsoft Fabric capacities and resources.
Triggers: "azure-mgmt-fabric", "FabricMgmtClient", "Fabri... | azure, mgmt, fabric, py | azure, mgmt, fabric, py, sdk, python, managing, microsoft, capacities, resources, triggers, fabricmgmtclient |
| `azure-mgmt-mongodbatlas-dotnet` | Manage MongoDB Atlas Organizations as Azure ARM resources using Azure.ResourceManager.MongoDBAtlas SDK. Use when creating, updating, listing, or deleting Mon... | azure, mgmt, mongodbatlas, dotnet | azure, mgmt, mongodbatlas, dotnet, mongodb, atlas, organizations, arm, resources, resourcemanager, sdk, creating |
| `azure-monitor-opentelemetry-exporter-py` | Azure Monitor OpenTelemetry Exporter for Python. Use for low-level OpenTelemetry export to Application Insights.
Triggers: "azure-monitor-opentelemetry-expor... | azure, monitor, opentelemetry, exporter, py | azure, monitor, opentelemetry, exporter, py, python, low, level, export, application, insights, triggers |
| `azure-monitor-opentelemetry-py` | Azure Monitor OpenTelemetry Distro for Python. Use for one-line Application Insights setup with auto-instrumentation.
Triggers: "azure-monitor-opentelemetry"... | azure, monitor, opentelemetry, py | azure, monitor, opentelemetry, py, distro, python, one, line, application, insights, setup, auto |
| `azure-resource-manager-durabletask-dotnet` | Azure Resource Manager SDK for Durable Task Scheduler in .NET. Use for MANAGEMENT PLANE operations: creating/managing Durable Task Schedulers, Task Hubs, and... | azure, resource, manager, durabletask, dotnet | azure, resource, manager, durabletask, dotnet, sdk, durable, task, scheduler, net, plane, operations |
| `azure-resource-manager-playwright-dotnet` | Azure Resource Manager SDK for Microsoft Playwright Testing in .NET. Use for MANAGEMENT PLANE operations: creating/managing Playwright Testing workspaces, ch... | azure, resource, manager, playwright, dotnet | azure, resource, manager, playwright, dotnet, sdk, microsoft, testing, net, plane, operations, creating |
| `azure-speech-to-text-rest-py` | Azure Speech to Text REST API for short audio (Python). Use for simple speech recognition of audio files up to 60 seconds without the Speech SDK.
Triggers: "... | azure, speech, to, text, rest, py | azure, speech, to, text, rest, py, api, short, audio, python, simple, recognition |
| `azure-storage-blob-py` | Azure Blob Storage SDK for Python. Use for uploading, downloading, listing blobs, managing containers, and blob lifecycle.
Triggers: "blob storage", "BlobSer... | azure, storage, blob, py | azure, storage, blob, py, sdk, python, uploading, downloading, listing, blobs, managing, containers |
| `azure-storage-blob-rust` | Azure Blob Storage SDK for Rust. Use for uploading, downloading, and managing blobs and containers.
Triggers: "blob storage rust", "BlobClient rust", "upload... | azure, storage, blob, rust | azure, storage, blob, rust, sdk, uploading, downloading, managing, blobs, containers, triggers, blobclient |
| `azure-storage-blob-ts` | Azure Blob Storage JavaScript/TypeScript SDK (@azure/storage-blob) for blob operations. Use for uploading, downloading, listing, and managing blobs and conta... | azure, storage, blob, ts | azure, storage, blob, ts, javascript, typescript, sdk, operations, uploading, downloading, listing, managing |
| `azure-storage-file-share-ts` | Azure File Share JavaScript/TypeScript SDK (@azure/storage-file-share) for SMB file share operations. Use for creating shares, managing directories, uploadin... | azure, storage, file, share, ts | azure, storage, file, share, ts, javascript, typescript, sdk, smb, operations, creating, shares |
| `azure-storage-queue-py` | Azure Queue Storage SDK for Python. Use for reliable message queuing, task distribution, and asynchronous processing.
Triggers: "queue storage", "QueueServic... | azure, storage, queue, py | azure, storage, queue, py, sdk, python, reliable, message, queuing, task, distribution, asynchronous |
| `azure-storage-queue-ts` | Azure Queue Storage JavaScript/TypeScript SDK (@azure/storage-queue) for message queue operations. Use for sending, receiving, peeking, and deleting messages... | azure, storage, queue, ts | azure, storage, queue, ts, javascript, typescript, sdk, message, operations, sending, receiving, peeking |
| `azure-web-pubsub-ts` | Build real-time messaging applications using Azure Web PubSub SDKs for JavaScript (@azure/web-pubsub, @azure/web-pubsub-client). Use when implementing WebSoc... | azure, web, pubsub, ts | azure, web, pubsub, ts, real, time, messaging, applications, sdks, javascript, client, implementing |
| `backend-dev-guidelines` | Opinionated backend development standards for Node.js + Express + TypeScript microservices. Covers layered architecture, BaseController pattern, dependency i... | backend, dev, guidelines | backend, dev, guidelines, opinionated, development, standards, node, js, express, typescript, microservices, covers |
| `bullmq-specialist` | BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq, bull que... | bullmq | bullmq, redis, backed, job, queues, background, processing, reliable, async, execution, node, js |
| `bun-development` | Modern JavaScript/TypeScript development with Bun runtime. Covers package management, bundling, testing, and migration from Node.js. Use when working with Bu... | bun | bun, development, javascript, typescript, runtime, covers, package, bundling, testing, migration, node, js |
@@ -336,9 +389,11 @@ Triggers: "event hubs rust", "ProducerClient rust", "ConsumerC... | official/mic
| `javascript-testing-patterns` | Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fi... | javascript | javascript, testing, jest, vitest, library, unit, tests, integration, mocking, fixtures, test, driven |
| `javascript-typescript-typescript-scaffold` | You are a TypeScript project architecture expert specializing in scaffolding production-ready Node.js and frontend applications. Generate complete project st... | javascript, typescript | javascript, typescript, scaffold, architecture, specializing, scaffolding, node, js, frontend, applications, generate, complete |
| `launch-strategy` | When the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,' 'feature r... | launch | launch, user, wants, plan, product, feature, announcement, release, mentions, hunt, go, market |
| `m365-agents-ts` | Microsoft 365 Agents SDK for TypeScript/Node.js. Build multichannel agents for Teams/M365/Copilot Studio with AgentApplication routing, Express hosting, stre... | m365, agents, ts | m365, agents, ts, microsoft, 365, sdk, typescript, node, js, multichannel, teams, copilot |
| `makepad-skills` | Makepad UI development skills for Rust apps: setup, patterns, shaders, packaging, and troubleshooting. | makepad, skills | makepad, skills, ui, development, rust, apps, setup, shaders, packaging, troubleshooting |
| `mcp-builder` | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use whe... | mcp, builder | mcp, builder, creating, high, quality, model, context, protocol, servers, enable, llms, interact |
| `memory-safety-patterns` | Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, ... | memory, safety | memory, safety, safe, programming, raii, ownership, smart, pointers, resource, rust, writing, code |
| `microsoft-azure-webjobs-extensions-authentication-events-dotnet` | Microsoft Entra Authentication Events SDK for .NET. Azure Functions triggers for custom authentication extensions. Use for token enrichment, custom claims, a... | microsoft, azure, webjobs, extensions, authentication, events, dotnet | microsoft, azure, webjobs, extensions, authentication, events, dotnet, entra, sdk, net, functions, triggers |
| `mobile-design` | Mobile-first design and engineering doctrine for iOS and Android apps. Covers touch interaction, performance, platform conventions, offline behavior, and mob... | mobile | mobile, first, engineering, doctrine, ios, android, apps, covers, touch, interaction, performance, platform |
| `mobile-developer` | Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync... | mobile | mobile, developer, develop, react, native, flutter, apps, architecture, masters, cross, platform, development |
| `modern-javascript-patterns` | Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterators, generators, and functional progra... | modern, javascript | modern, javascript, es6, features, including, async, await, destructuring, spread, operators, arrow, functions |
@@ -346,63 +401,6 @@ Triggers: "event hubs rust", "ProducerClient rust", "ConsumerC... | official/mic
| `n8n-code-python` | Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Py... | n8n, code, python | n8n, code, python, write, nodes, writing, input, json, node, syntax, working, standard |
| `n8n-node-configuration` | Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between g... | n8n, node, configuration | n8n, node, configuration, operation, aware, guidance, configuring, nodes, understanding, property, dependencies, determining |
| `observe-whatsapp` | Observe and troubleshoot WhatsApp in Kapso: debug message delivery, inspect webhook deliveries/retries, triage API errors, and run health checks. Use when in... | observe, whatsapp | observe, whatsapp, troubleshoot, kapso, debug, message, delivery, inspect, webhook, deliveries, retries, triage |
| `official/microsoft/dotnet/compute/durabletask` | Azure Resource Manager SDK for Durable Task Scheduler in .NET. Use for MANAGEMENT PLANE operations: creating/managing Durable Task Schedulers, Task Hubs, and... | official/microsoft/dotnet/compute/durabletask | official/microsoft/dotnet/compute/durabletask, azure, resource, manager, durabletask, dotnet, sdk, durable, task, scheduler, net, plane |
| `official/microsoft/dotnet/compute/playwright` | Azure Resource Manager SDK for Microsoft Playwright Testing in .NET. Use for MANAGEMENT PLANE operations: creating/managing Playwright Testing workspaces, ch... | official/microsoft/dotnet/compute/playwright | official/microsoft/dotnet/compute/playwright, azure, resource, manager, playwright, dotnet, sdk, microsoft, testing, net, plane, operations |
| `official/microsoft/dotnet/data/fabric` | Azure Resource Manager SDK for Fabric in .NET. Use for MANAGEMENT PLANE operations: provisioning, scaling, suspending/resuming Microsoft Fabric capacities, c... | official/microsoft/dotnet/data/fabric | official/microsoft/dotnet/data/fabric, azure, mgmt, fabric, dotnet, resource, manager, sdk, net, plane, operations, provisioning |
| `official/microsoft/dotnet/entra/authentication-events` | Microsoft Entra Authentication Events SDK for .NET. Azure Functions triggers for custom authentication extensions. Use for token enrichment, custom claims, a... | official/microsoft/dotnet/entra/authentication, events | official/microsoft/dotnet/entra/authentication, events, microsoft, azure, webjobs, extensions, authentication, dotnet, entra, sdk, net, functions |
| `official/microsoft/dotnet/integration/apicenter` | Azure API Center SDK for .NET. Centralized API inventory management with governance, versioning, and discovery. Use for creating API services, workspaces, AP... | official/microsoft/dotnet/integration/apicenter | official/microsoft/dotnet/integration/apicenter, azure, mgmt, apicenter, dotnet, api, center, sdk, net, centralized, inventory, governance |
| `official/microsoft/dotnet/messaging/eventgrid` | Azure Event Grid SDK for .NET. Client library for publishing and consuming events with Azure Event Grid. Use for event-driven architectures, pub/sub messagin... | official/microsoft/dotnet/messaging/eventgrid | official/microsoft/dotnet/messaging/eventgrid, azure, eventgrid, dotnet, event, grid, sdk, net, client, library, publishing, consuming |
| `official/microsoft/dotnet/partner/mongodbatlas` | Manage MongoDB Atlas Organizations as Azure ARM resources using Azure.ResourceManager.MongoDBAtlas SDK. Use when creating, updating, listing, or deleting Mon... | official/microsoft/dotnet/partner/mongodbatlas | official/microsoft/dotnet/partner/mongodbatlas, azure, mgmt, mongodbatlas, dotnet, mongodb, atlas, organizations, arm, resources, resourcemanager, sdk |
| `official/microsoft/java/communication/callingserver` | Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects.... | official/microsoft/java/communication/callingserver | official/microsoft/java/communication/callingserver, azure, communication, callingserver, java, legacy, sdk, note, deprecated, callautomation, instead, new |
| `official/microsoft/java/communication/chat` | Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts... | official/microsoft/java/communication/chat | official/microsoft/java/communication/chat, azure, communication, chat, java, real, time, applications, sdk, implementing, threads, messaging |
| `official/microsoft/java/communication/common` | Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared authen... | official/microsoft/java/communication/common | official/microsoft/java/communication/common, azure, communication, common, java, utilities, working, communicationtokencredential, user, identifiers, token, refresh |
| `official/microsoft/java/communication/sms` | Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery ... | official/microsoft/java/communication/sms | official/microsoft/java/communication/sms, azure, communication, sms, java, send, messages, sdk, implementing, notifications, alerts, otp |
| `official/microsoft/java/compute/batch` | Azure Batch SDK for Java. Run large-scale parallel and HPC batch jobs with pools, jobs, tasks, and compute nodes.
Triggers: "BatchClient java", "azure batch ... | official/microsoft/java/compute/batch | official/microsoft/java/compute/batch, azure, compute, batch, java, sdk, run, large, scale, parallel, hpc, jobs |
| `official/microsoft/java/integration/appconfiguration` | Azure App Configuration SDK for Java. Centralized application configuration management with key-value settings, feature flags, and snapshots.
Triggers: "Conf... | official/microsoft/java/integration/appconfiguration | official/microsoft/java/integration/appconfiguration, azure, appconfiguration, java, app, configuration, sdk, centralized, application, key, value, settings |
| `official/microsoft/java/messaging/eventgrid` | Build event-driven applications with Azure Event Grid SDK for Java. Use when publishing events, implementing pub/sub patterns, or integrating with Azure serv... | official/microsoft/java/messaging/eventgrid | official/microsoft/java/messaging/eventgrid, azure, eventgrid, java, event, driven, applications, grid, sdk, publishing, events, implementing |
| `official/microsoft/java/messaging/webpubsub` | Build real-time web applications with Azure Web PubSub SDK for Java. Use when implementing WebSocket-based messaging, live updates, chat applications, or ser... | official/microsoft/java/messaging/webpubsub | official/microsoft/java/messaging/webpubsub, azure, messaging, webpubsub, java, real, time, web, applications, pubsub, sdk, implementing |
| `official/microsoft/python/compute/containerregistry` | Azure Container Registry SDK for Python. Use for managing container images, artifacts, and repositories.
Triggers: "azure-containerregistry", "ContainerRegis... | official/microsoft/python/compute/containerregistry | official/microsoft/python/compute/containerregistry, azure, containerregistry, py, container, registry, sdk, python, managing, images, artifacts, repositories |
| `official/microsoft/python/compute/fabric` | Azure Fabric Management SDK for Python. Use for managing Microsoft Fabric capacities and resources.
Triggers: "azure-mgmt-fabric", "FabricMgmtClient", "Fabri... | official/microsoft/python/compute/fabric | official/microsoft/python/compute/fabric, azure, mgmt, fabric, py, sdk, python, managing, microsoft, capacities, resources, triggers |
| `official/microsoft/python/data/blob` | Azure Blob Storage SDK for Python. Use for uploading, downloading, listing blobs, managing containers, and blob lifecycle.
Triggers: "blob storage", "BlobSer... | official/microsoft/python/data/blob | official/microsoft/python/data/blob, azure, storage, blob, py, sdk, python, uploading, downloading, listing, blobs, managing |
| `official/microsoft/python/data/queue` | Azure Queue Storage SDK for Python. Use for reliable message queuing, task distribution, and asynchronous processing.
Triggers: "queue storage", "QueueServic... | official/microsoft/python/data/queue | official/microsoft/python/data/queue, azure, storage, queue, py, sdk, python, reliable, message, queuing, task, distribution |
| `official/microsoft/python/foundry/speech-to-text-rest` | Azure Speech to Text REST API for short audio (Python). Use for simple speech recognition of audio files up to 60 seconds without the Speech SDK.
Triggers: "... | official/microsoft/python/foundry/speech, to, text, rest | official/microsoft/python/foundry/speech, to, text, rest, azure, speech, py, api, short, audio, python, simple |
| `official/microsoft/python/integration/apicenter` | Azure API Center Management SDK for Python. Use for managing API inventory, metadata, and governance across your organization.
Triggers: "azure-mgmt-apicente... | official/microsoft/python/integration/apicenter | official/microsoft/python/integration/apicenter, azure, mgmt, apicenter, py, api, center, sdk, python, managing, inventory, metadata |
| `official/microsoft/python/integration/apimanagement` | Azure API Management SDK for Python. Use for managing APIM services, APIs, products, subscriptions, and policies.
Triggers: "azure-mgmt-apimanagement", "ApiM... | official/microsoft/python/integration/apimanagement | official/microsoft/python/integration/apimanagement, azure, mgmt, apimanagement, py, api, sdk, python, managing, apim, apis, products |
| `official/microsoft/python/integration/appconfiguration` | Azure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings.
Triggers: "azure-appconfiguration"... | official/microsoft/python/integration/appconfiguration | official/microsoft/python/integration/appconfiguration, azure, appconfiguration, py, app, configuration, sdk, python, centralized, feature, flags, dynamic |
| `official/microsoft/python/messaging/eventgrid` | Azure Event Grid SDK for Python. Use for publishing events, handling CloudEvents, and event-driven architectures.
Triggers: "event grid", "EventGridPublisher... | official/microsoft/python/messaging/eventgrid | official/microsoft/python/messaging/eventgrid, azure, eventgrid, py, event, grid, sdk, python, publishing, events, handling, cloudevents |
| `official/microsoft/python/messaging/eventhub` | Azure Event Hubs SDK for Python streaming. Use for high-throughput event ingestion, producers, consumers, and checkpointing.
Triggers: "event hubs", "EventHu... | official/microsoft/python/messaging/eventhub | official/microsoft/python/messaging/eventhub, azure, eventhub, py, event, hubs, sdk, python, streaming, high, throughput, ingestion |
| `official/microsoft/python/monitoring/opentelemetry` | Azure Monitor OpenTelemetry Distro for Python. Use for one-line Application Insights setup with auto-instrumentation.
Triggers: "azure-monitor-opentelemetry"... | official/microsoft/python/monitoring/opentelemetry | official/microsoft/python/monitoring/opentelemetry, azure, monitor, opentelemetry, py, distro, python, one, line, application, insights, setup |
| `official/microsoft/python/monitoring/opentelemetry-exporter` | Azure Monitor OpenTelemetry Exporter for Python. Use for low-level OpenTelemetry export to Application Insights.
Triggers: "azure-monitor-opentelemetry-expor... | official/microsoft/python/monitoring/opentelemetry, exporter | official/microsoft/python/monitoring/opentelemetry, exporter, azure, monitor, opentelemetry, py, python, low, level, export, application, insights |
| `official/microsoft/rust/data/azure-storage-blob-rust` | Azure Blob Storage SDK for Rust. Use for uploading, downloading, and managing blobs and containers.
Triggers: "blob storage rust", "BlobClient rust", "upload... | official/microsoft/rust/data/azure, storage, blob, rust | official/microsoft/rust/data/azure, storage, blob, rust, azure, sdk, uploading, downloading, managing, blobs, containers, triggers |
| `official/microsoft/rust/entra/azure-identity-rust` | Azure Identity SDK for Rust authentication. Use for DeveloperToolsCredential, ManagedIdentityCredential, ClientSecretCredential, and token-based authenticati... | official/microsoft/rust/entra/azure, identity, rust | official/microsoft/rust/entra/azure, identity, rust, azure, sdk, authentication, developertoolscredential, managedidentitycredential, clientsecretcredential, token, triggers, managed |
| `official/microsoft/rust/entra/azure-keyvault-certificates-rust` | Azure Key Vault Certificates SDK for Rust. Use for creating, importing, and managing certificates.
Triggers: "keyvault certificates rust", "CertificateClient... | official/microsoft/rust/entra/azure, keyvault, certificates, rust | official/microsoft/rust/entra/azure, keyvault, certificates, rust, azure, key, vault, sdk, creating, importing, managing, triggers |
| `official/microsoft/rust/entra/azure-keyvault-keys-rust` | Azure Key Vault Keys SDK for Rust. Use for creating, managing, and using cryptographic keys.
Triggers: "keyvault keys rust", "KeyClient rust", "create key ru... | official/microsoft/rust/entra/azure, keyvault, keys, rust | official/microsoft/rust/entra/azure, keyvault, keys, rust, azure, key, vault, sdk, creating, managing, cryptographic, triggers |
| `official/microsoft/typescript/data/blob` | Azure Blob Storage JavaScript/TypeScript SDK (@azure/storage-blob) for blob operations. Use for uploading, downloading, listing, and managing blobs and conta... | official/microsoft/typescript/data/blob | official/microsoft/typescript/data/blob, azure, storage, blob, ts, javascript, typescript, sdk, operations, uploading, downloading, listing |
| `official/microsoft/typescript/data/fileshare` | Azure File Share JavaScript/TypeScript SDK (@azure/storage-file-share) for SMB file share operations. Use for creating shares, managing directories, uploadin... | official/microsoft/typescript/data/fileshare | official/microsoft/typescript/data/fileshare, azure, storage, file, share, ts, javascript, typescript, sdk, smb, operations, creating |
| `official/microsoft/typescript/data/queue` | Azure Queue Storage JavaScript/TypeScript SDK (@azure/storage-queue) for message queue operations. Use for sending, receiving, peeking, and deleting messages... | official/microsoft/typescript/data/queue | official/microsoft/typescript/data/queue, azure, storage, queue, ts, javascript, typescript, sdk, message, operations, sending, receiving |
| `official/microsoft/typescript/entra/keyvault-keys` | Manage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, encrypting/decrypting, signing, or rotatin... | official/microsoft/typescript/entra/keyvault, keys | official/microsoft/typescript/entra/keyvault, keys, azure, keyvault, ts, cryptographic, key, vault, sdk, javascript, creating, encrypting |
| `official/microsoft/typescript/frontend/react-flow-node` | Create React Flow node components with TypeScript types, handles, and Zustand integration. Use when building custom nodes for React Flow canvas, creating vis... | official/microsoft/typescript/frontend/react, flow, node | official/microsoft/typescript/frontend/react, flow, node, react, ts, components, typescript, types, zustand, integration, building, custom |
| `official/microsoft/typescript/frontend/zustand-store` | Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when building React state management, creati... | official/microsoft/typescript/frontend/zustand, store | official/microsoft/typescript/frontend/zustand, store, zustand, ts, stores, typescript, subscribewithselector, middleware, proper, state, action, separation |
| `official/microsoft/typescript/integration/appconfiguration` | Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, ... | official/microsoft/typescript/integration/appconfiguration | official/microsoft/typescript/integration/appconfiguration, azure, appconfiguration, ts, applications, app, configuration, sdk, javascript, working, settings, feature |
| `official/microsoft/typescript/m365/m365-agents` | Microsoft 365 Agents SDK for TypeScript/Node.js. Build multichannel agents for Teams/M365/Copilot Studio with AgentApplication routing, Express hosting, stre... | official/microsoft/typescript/m365/m365, agents | official/microsoft/typescript/m365/m365, agents, m365, ts, microsoft, 365, sdk, typescript, node, js, multichannel, teams |
| `official/microsoft/typescript/messaging/webpubsub` | Build real-time messaging applications using Azure Web PubSub SDKs for JavaScript (@azure/web-pubsub, @azure/web-pubsub-client). Use when implementing WebSoc... | official/microsoft/typescript/messaging/webpubsub | official/microsoft/typescript/messaging/webpubsub, azure, web, pubsub, ts, real, time, messaging, applications, sdks, javascript, client |
| `product-manager-toolkit` | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market ... | product, manager | product, manager, toolkit, managers, including, rice, prioritization, customer, interview, analysis, prd, discovery |
| `python-development-python-scaffold` | You are a Python project architecture expert specializing in scaffolding production-ready Python applications. Generate complete project structures with mode... | python | python, development, scaffold, architecture, specializing, scaffolding, applications, generate, complete, structures, tooling, uv |
| `python-packaging` | Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, cre... | python, packaging | python, packaging, distributable, packages, proper, structure, setup, py, pyproject, toml, publishing, pypi |
@@ -410,6 +408,7 @@ Triggers: "keyvault keys rust", "KeyClient rust", "create key ru... | official/m
| `python-performance-optimization` | Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottleneck... | python, performance, optimization | python, performance, optimization, profile, optimize, code, cprofile, memory, profilers, debugging, slow, optimizing |
| `python-pro` | Master Python 3.12+ with modern features, async programming, performance optimization, and production-ready practices. Expert in the latest Python ecosystem ... | python | python, pro, 12, features, async, programming, performance, optimization, latest, ecosystem, including, uv |
| `python-testing-patterns` | Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites... | python | python, testing, pytest, fixtures, mocking, test, driven, development, writing, tests, setting, up |
| `react-flow-node-ts` | Create React Flow node components with TypeScript types, handles, and Zustand integration. Use when building custom nodes for React Flow canvas, creating vis... | react, flow, node, ts | react, flow, node, ts, components, typescript, types, zustand, integration, building, custom, nodes |
| `react-modernization` | Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features. Use when modernizing React codebases, m... | react, modernization | react, modernization, upgrade, applications, latest, versions, migrate, class, components, hooks, adopt, concurrent |
| `react-native-architecture` | Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, impleme... | react, native, architecture | react, native, architecture, apps, expo, navigation, modules, offline, sync, cross, platform, developing |
| `react-patterns` | Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices. | react | react, principles, hooks, composition, performance, typescript |
@@ -438,6 +437,7 @@ TRIGGER: "shopify", "shopify app", "checkout extension",... | shopify | shopify,
| `uv-package-manager` | Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python pr... | uv, package, manager | uv, package, manager, fast, python, dependency, virtual, environments, setting, up, managing, dependencies |
| `viral-generator-builder` | Expert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools. Covers t... | viral, generator, builder | viral, generator, builder, building, shareable, go, name, generators, quiz, makers, avatar, creators |
| `webapp-testing` | Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing... | webapp | webapp, testing, toolkit, interacting, local, web, applications, playwright, supports, verifying, frontend, functionality |
| `zustand-store-ts` | Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when building React state management, creati... | zustand, store, ts | zustand, store, ts, stores, typescript, subscribewithselector, middleware, proper, state, action, separation, building |
## general (134)
@@ -532,9 +532,6 @@ TRIGGER: "shopify", "shopify app", "checkout extension",... | shopify | shopify,
| `nft-standards` | Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, ... | nft, standards | nft, standards, erc, 721, 1155, proper, metadata, handling, minting, marketplace, integration, creating |
| `nosql-expert` | Expert guidance for distributed NoSQL databases (Cassandra, DynamoDB). Focuses on mental models, query-first modeling, single-table design, and avoiding hot ... | nosql | nosql, guidance, distributed, databases, cassandra, dynamodb, mental, models, query, first, modeling, single |
| `obsidian-clipper-template-creator` | Guide for creating templates for the Obsidian Web Clipper. Use when you want to create a new clipping template, understand available variables, or format cli... | obsidian, clipper, creator | obsidian, clipper, creator, creating, web, want, new, clipping, understand, available, variables, format |
| `official/microsoft/plugins/wiki-changelog` | Analyzes git commit history and generates structured changelogs categorized by change type. Use when the user asks about recent changes, wants a changelog, o... | official/microsoft/plugins/wiki, changelog | official/microsoft/plugins/wiki, changelog, wiki, analyzes, git, commit, history, generates, structured, changelogs, categorized, change |
| `official/microsoft/plugins/wiki-page-writer` | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentati... | official/microsoft/plugins/wiki, page, writer | official/microsoft/plugins/wiki, page, writer, wiki, generates, rich, technical, documentation, pages, dark, mode, mermaid |
| `official/microsoft/plugins/wiki-vitepress` | Packages generated wiki Markdown into a VitePress static site with dark theme, dark-mode Mermaid diagrams with click-to-zoom, and production build output. Us... | official/microsoft/plugins/wiki, vitepress | official/microsoft/plugins/wiki, vitepress, wiki, packages, generated, markdown, static, site, dark, theme, mode, mermaid |
| `onboarding-cro` | When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding ... | onboarding, cro | onboarding, cro, user, wants, optimize, post, signup, activation, first, run, experience, time |
| `oss-hunter` | Automatically hunt for high-impact OSS contribution opportunities in trending repositories. | oss, hunter | oss, hunter, automatically, hunt, high, impact, contribution, opportunities, trending, repositories |
| `paid-ads` | When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when ... | paid, ads | paid, ads, user, wants, advertising, campaigns, google, meta, facebook, instagram, linkedin, twitter |
@@ -572,6 +569,9 @@ TRIGGER: "shopify", "shopify app", "checkout extension",... | shopify | shopify,
| `using-superpowers` | Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions | using, superpowers | using, superpowers, starting, any, conversation, establishes, how, find, skills, requiring, skill, invocation |
| `verification-before-completion` | Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output... | verification, before, completion | verification, before, completion, about, claim, work, complete, fixed, passing, committing, creating, prs |
| `web-performance-optimization` | Optimize website and web application performance including loading speed, Core Web Vitals, bundle size, caching strategies, and runtime performance | web, performance, optimization | web, performance, optimization, optimize, website, application, including, loading, speed, core, vitals, bundle |
| `wiki-changelog` | Analyzes git commit history and generates structured changelogs categorized by change type. Use when the user asks about recent changes, wants a changelog, o... | wiki, changelog | wiki, changelog, analyzes, git, commit, history, generates, structured, changelogs, categorized, change, type |
| `wiki-page-writer` | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentati... | wiki, page, writer | wiki, page, writer, generates, rich, technical, documentation, pages, dark, mode, mermaid, diagrams |
| `wiki-vitepress` | Packages generated wiki Markdown into a VitePress static site with dark theme, dark-mode Mermaid diagrams with click-to-zoom, and production build output. Us... | wiki, vitepress | wiki, vitepress, packages, generated, markdown, static, site, dark, theme, mode, mermaid, diagrams |
| `windows-privilege-escalation` | This skill should be used when the user asks to "escalate privileges on Windows," "find Windows privesc vectors," "enumerate Windows for privilege escalation... | windows, privilege, escalation | windows, privilege, escalation, skill, should, used, user, asks, escalate, privileges, find, privesc |
| `writing-plans` | Use when you have a spec or requirements for a multi-step task, before touching code | writing, plans | writing, plans, spec, requirements, multi, step, task, before, touching, code |
| `writing-skills` | Use when creating, updating, or improving agent skills. | writing, skills | writing, skills, creating, updating, improving, agent |
@@ -588,6 +588,31 @@ TRIGGER: "shopify", "shopify app", "checkout extension",... | shopify | shopify,
| `application-performance-performance-optimization` | Optimize end-to-end application performance with profiling, observability, and backend/frontend tuning. Use when coordinating performance optimization across... | application, performance, optimization | application, performance, optimization, optimize, profiling, observability, backend, frontend, tuning, coordinating, stack |
| `aws-serverless` | Specialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven patterns... | aws, serverless | aws, serverless, specialized, skill, building, applications, covers, lambda, functions, api, gateway, dynamodb |
| `aws-skills` | AWS development with infrastructure automation and cloud architecture patterns | aws, skills | aws, skills, development, infrastructure, automation, cloud, architecture |
| `azure-ai-anomalydetector-java` | Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-serie... | azure, ai, anomalydetector, java | azure, ai, anomalydetector, java, anomaly, detection, applications, detector, sdk, implementing, univariate, multivariate |
| `azure-identity-java` | Azure Identity Java SDK for authentication with Azure services. Use when implementing DefaultAzureCredential, managed identity, service principal, or any Azu... | azure, identity, java | azure, identity, java, sdk, authentication, implementing, defaultazurecredential, managed, principal, any, applications |
| `azure-identity-py` | Azure Identity SDK for Python authentication. Use for DefaultAzureCredential, managed identity, service principals, and token caching.
Triggers: "azure-ident... | azure, identity, py | azure, identity, py, sdk, python, authentication, defaultazurecredential, managed, principals, token, caching, triggers |
| `azure-identity-ts` | Authenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, ma... | azure, identity, ts | azure, identity, ts, authenticate, sdk, javascript, configuring, authentication, defaultazurecredential, managed, principals, interactive |
| `azure-messaging-webpubsubservice-py` | Azure Web PubSub Service SDK for Python. Use for real-time messaging, WebSocket connections, and pub/sub patterns.
Triggers: "azure-messaging-webpubsubservic... | azure, messaging, webpubsubservice, py | azure, messaging, webpubsubservice, py, web, pubsub, sdk, python, real, time, websocket, connections |
| `azure-mgmt-apimanagement-dotnet` | Azure Resource Manager SDK for API Management in .NET. Use for MANAGEMENT PLANE operations: creating/managing APIM services, APIs, products, subscriptions, p... | azure, mgmt, apimanagement, dotnet | azure, mgmt, apimanagement, dotnet, resource, manager, sdk, api, net, plane, operations, creating |
| `azure-mgmt-applicationinsights-dotnet` | Azure Application Insights SDK for .NET. Application performance monitoring and observability resource management. Use for creating Application Insights comp... | azure, mgmt, applicationinsights, dotnet | azure, mgmt, applicationinsights, dotnet, application, insights, sdk, net, performance, monitoring, observability, resource |
| `azure-mgmt-arizeaiobservabilityeval-dotnet` | Azure Resource Manager SDK for Arize AI Observability and Evaluation (.NET). Use when managing Arize AI organizations
on Azure via Azure Marketplace, creati... | azure, mgmt, arizeaiobservabilityeval, dotnet | azure, mgmt, arizeaiobservabilityeval, dotnet, resource, manager, sdk, arize, ai, observability, evaluation, net |
| `azure-mgmt-botservice-dotnet` | Azure Resource Manager SDK for Bot Service in .NET. Management plane operations for creating and managing Azure Bot resources, channels (Teams, DirectLine, S... | azure, mgmt, botservice, dotnet | azure, mgmt, botservice, dotnet, resource, manager, sdk, bot, net, plane, operations, creating |
| `azure-mgmt-botservice-py` | Azure Bot Service Management SDK for Python. Use for creating, managing, and configuring Azure Bot Service resources.
Triggers: "azure-mgmt-botservice", "Azu... | azure, mgmt, botservice, py | azure, mgmt, botservice, py, bot, sdk, python, creating, managing, configuring, resources, triggers |
| `azure-mgmt-weightsandbiases-dotnet` | Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketp... | azure, mgmt, weightsandbiases, dotnet | azure, mgmt, weightsandbiases, dotnet, weights, biases, sdk, net, ml, experiment, tracking, model |
| `azure-microsoft-playwright-testing-ts` | Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted b... | azure, microsoft, playwright, ts | azure, microsoft, playwright, ts, testing, run, tests, scale, workspaces, formerly, scaling, browser |
| `azure-monitor-opentelemetry-exporter-java` | Azure Monitor OpenTelemetry Exporter for Java. Export OpenTelemetry traces, metrics, and logs to Azure Monitor/Application Insights.
Triggers: "AzureMonitorE... | azure, monitor, opentelemetry, exporter, java | azure, monitor, opentelemetry, exporter, java, export, traces, metrics, logs, application, insights, triggers |
| `azure-monitor-opentelemetry-ts` | Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and... | azure, monitor, opentelemetry, ts | azure, monitor, opentelemetry, ts, instrument, applications, javascript, adding, distributed, tracing, metrics, logs |
| `azure-servicebus-dotnet` | Azure Service Bus SDK for .NET. Enterprise messaging with queues, topics, subscriptions, and sessions. Use for reliable message delivery, pub/sub patterns, d... | azure, servicebus, dotnet | azure, servicebus, dotnet, bus, sdk, net, enterprise, messaging, queues, topics, subscriptions, sessions |
| `azure-servicebus-py` | Azure Service Bus SDK for Python messaging. Use for queues, topics, subscriptions, and enterprise messaging patterns.
Triggers: "service bus", "ServiceBusCli... | azure, servicebus, py | azure, servicebus, py, bus, sdk, python, messaging, queues, topics, subscriptions, enterprise, triggers |
| `azure-servicebus-ts` | Build messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing queues, topics/subscriptions, message ses... | azure, servicebus, ts | azure, servicebus, ts, messaging, applications, bus, sdk, javascript, implementing, queues, topics, subscriptions |
| `azure-storage-file-share-py` | Azure Storage File Share SDK for Python. Use for SMB file shares, directories, and file operations in the cloud.
Triggers: "azure-storage-file-share", "Share... | azure, storage, file, share, py | azure, storage, file, share, py, sdk, python, smb, shares, directories, operations, cloud |
| `backend-architect` | Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driv... | backend | backend, architect, specializing, scalable, api, microservices, architecture, distributed, masters, rest, graphql, grpc |
| `backend-development-feature-development` | Orchestrate end-to-end backend feature development from requirements to deployment. Use when coordinating multi-phase feature delivery across teams and servi... | backend | backend, development, feature, orchestrate, requirements, deployment, coordinating, multi, phase, delivery, teams |
| `bash-defensive-patterns` | Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requir... | bash, defensive | bash, defensive, programming, techniques, grade, scripts, writing, robust, shell, ci, cd, pipelines |
@@ -645,31 +670,6 @@ TRIGGER: "shopify", "shopify app", "checkout extension",... | shopify | shopify,
| `network-101` | This skill should be used when the user asks to "set up a web server", "configure HTTP or HTTPS", "perform SNMP enumeration", "configure SMB shares", "test n... | network, 101 | network, 101, skill, should, used, user, asks, set, up, web, server, configure |
| `observability-monitoring-monitor-setup` | You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing... | observability, monitoring, monitor, setup | observability, monitoring, monitor, setup, specializing, implementing, solutions, set, up, metrics, collection, distributed |
| `observability-monitoring-slo-implement` | You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based practices. Design SLO frameworks, d... | observability, monitoring, slo, implement | observability, monitoring, slo, implement, level, objective, specializing, implementing, reliability, standards, error, budget |
| `official/microsoft/dotnet/compute/botservice` | Azure Resource Manager SDK for Bot Service in .NET. Management plane operations for creating and managing Azure Bot resources, channels (Teams, DirectLine, S... | official/microsoft/dotnet/compute/botservice | official/microsoft/dotnet/compute/botservice, azure, mgmt, botservice, dotnet, resource, manager, sdk, bot, net, plane, operations |
| `official/microsoft/dotnet/foundry/weightsandbiases` | Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketp... | official/microsoft/dotnet/foundry/weightsandbiases | official/microsoft/dotnet/foundry/weightsandbiases, azure, mgmt, weightsandbiases, dotnet, weights, biases, sdk, net, ml, experiment, tracking |
| `official/microsoft/dotnet/integration/apimanagement` | Azure Resource Manager SDK for API Management in .NET. Use for MANAGEMENT PLANE operations: creating/managing APIM services, APIs, products, subscriptions, p... | official/microsoft/dotnet/integration/apimanagement | official/microsoft/dotnet/integration/apimanagement, azure, mgmt, apimanagement, dotnet, resource, manager, sdk, api, net, plane, operations |
| `official/microsoft/dotnet/messaging/servicebus` | Azure Service Bus SDK for .NET. Enterprise messaging with queues, topics, subscriptions, and sessions. Use for reliable message delivery, pub/sub patterns, d... | official/microsoft/dotnet/messaging/servicebus | official/microsoft/dotnet/messaging/servicebus, azure, servicebus, dotnet, bus, sdk, net, enterprise, messaging, queues, topics, subscriptions |
| `official/microsoft/dotnet/monitoring/applicationinsights` | Azure Application Insights SDK for .NET. Application performance monitoring and observability resource management. Use for creating Application Insights comp... | official/microsoft/dotnet/monitoring/applicationinsights | official/microsoft/dotnet/monitoring/applicationinsights, azure, mgmt, applicationinsights, dotnet, application, insights, sdk, net, performance, monitoring, observability |
| `official/microsoft/dotnet/partner/arize-ai-observability-eval` | Azure Resource Manager SDK for Arize AI Observability and Evaluation (.NET). Use when managing Arize AI organizations
on Azure via Azure Marketplace, creati... | official/microsoft/dotnet/partner/arize, ai, observability, eval | official/microsoft/dotnet/partner/arize, ai, observability, eval, azure, mgmt, arizeaiobservabilityeval, dotnet, resource, manager, sdk, arize |
| `official/microsoft/java/entra/azure-identity` | Azure Identity Java SDK for authentication with Azure services. Use when implementing DefaultAzureCredential, managed identity, service principal, or any Azu... | official/microsoft/java/entra/azure, identity | official/microsoft/java/entra/azure, identity, azure, java, sdk, authentication, implementing, defaultazurecredential, managed, principal, any, applications |
| `official/microsoft/java/foundry/anomalydetector` | Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-serie... | official/microsoft/java/foundry/anomalydetector | official/microsoft/java/foundry/anomalydetector, azure, ai, anomalydetector, java, anomaly, detection, applications, detector, sdk, implementing, univariate |
| `official/microsoft/java/monitoring/opentelemetry-exporter` | Azure Monitor OpenTelemetry Exporter for Java. Export OpenTelemetry traces, metrics, and logs to Azure Monitor/Application Insights.
Triggers: "AzureMonitorE... | official/microsoft/java/monitoring/opentelemetry, exporter | official/microsoft/java/monitoring/opentelemetry, exporter, azure, monitor, opentelemetry, java, export, traces, metrics, logs, application, insights |
| `official/microsoft/python/compute/botservice` | Azure Bot Service Management SDK for Python. Use for creating, managing, and configuring Azure Bot Service resources.
Triggers: "azure-mgmt-botservice", "Azu... | official/microsoft/python/compute/botservice | official/microsoft/python/compute/botservice, azure, mgmt, botservice, py, bot, sdk, python, creating, managing, configuring, resources |
| `official/microsoft/python/data/fileshare` | Azure Storage File Share SDK for Python. Use for SMB file shares, directories, and file operations in the cloud.
Triggers: "azure-storage-file-share", "Share... | official/microsoft/python/data/fileshare | official/microsoft/python/data/fileshare, azure, storage, file, share, py, sdk, python, smb, shares, directories, operations |
| `official/microsoft/python/entra/azure-identity` | Azure Identity SDK for Python authentication. Use for DefaultAzureCredential, managed identity, service principals, and token caching.
Triggers: "azure-ident... | official/microsoft/python/entra/azure, identity | official/microsoft/python/entra/azure, identity, azure, py, sdk, python, authentication, defaultazurecredential, managed, principals, token, caching |
| `official/microsoft/python/messaging/servicebus` | Azure Service Bus SDK for Python messaging. Use for queues, topics, subscriptions, and enterprise messaging patterns.
Triggers: "service bus", "ServiceBusCli... | official/microsoft/python/messaging/servicebus | official/microsoft/python/messaging/servicebus, azure, servicebus, py, bus, sdk, python, messaging, queues, topics, subscriptions, enterprise |
| `official/microsoft/python/messaging/webpubsub-service` | Azure Web PubSub Service SDK for Python. Use for real-time messaging, WebSocket connections, and pub/sub patterns.
Triggers: "azure-messaging-webpubsubservic... | official/microsoft/python/messaging/webpubsub, service | official/microsoft/python/messaging/webpubsub, service, azure, messaging, webpubsubservice, py, web, pubsub, sdk, python, real, time |
| `official/microsoft/typescript/compute/playwright` | Run Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted b... | official/microsoft/typescript/compute/playwright | official/microsoft/typescript/compute/playwright, azure, microsoft, playwright, testing, ts, run, tests, scale, workspaces, formerly, scaling |
| `official/microsoft/typescript/entra/azure-identity` | Authenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, ma... | official/microsoft/typescript/entra/azure, identity | official/microsoft/typescript/entra/azure, identity, azure, ts, authenticate, sdk, javascript, configuring, authentication, defaultazurecredential, managed, principals |
| `official/microsoft/typescript/messaging/servicebus` | Build messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing queues, topics/subscriptions, message ses... | official/microsoft/typescript/messaging/servicebus | official/microsoft/typescript/messaging/servicebus, azure, servicebus, ts, messaging, applications, bus, sdk, javascript, implementing, queues, topics |
| `official/microsoft/typescript/monitoring/opentelemetry` | Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and... | official/microsoft/typescript/monitoring/opentelemetry | official/microsoft/typescript/monitoring/opentelemetry, azure, monitor, opentelemetry, ts, instrument, applications, javascript, adding, distributed, tracing, metrics |
| `performance-engineer` | Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distribut... | performance | performance, engineer, specializing, observability, application, optimization, scalable, masters, opentelemetry, distributed, tracing, load |
| `performance-testing-review-ai-review` | You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern DevOps practices. Levera... | performance, ai | performance, ai, testing, review, powered, code, combining, automated, static, analysis, intelligent, recognition |
| `pipedrive-automation` | Automate Pipedrive CRM operations including deals, contacts, organizations, activities, notes, and pipeline management via Rube MCP (Composio). Always search... | pipedrive | pipedrive, automation, automate, crm, operations, including, deals, contacts, organizations, activities, notes, pipeline |
@@ -705,6 +705,16 @@ Triggers: "azure-messaging-webpubsubservic... | official/microsoft/python/messag
| `attack-tree-construction` | Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to s... | attack, tree, construction | attack, tree, construction, trees, visualize, threat, paths, mapping, scenarios, identifying, defense, gaps |
| `auth-implementation-patterns` | Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use wh... | auth | auth, authentication, authorization, including, jwt, oauth2, session, rbac, secure, scalable, access, control |
| `aws-penetration-testing` | This skill should be used when the user asks to "pentest AWS", "test AWS security", "enumerate IAM", "exploit cloud infrastructure", "AWS privilege escalatio... | aws, penetration | aws, penetration, testing, skill, should, used, user, asks, pentest, test, security, enumerate |
| `azure-cosmos-db-py` | Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (Def... | azure, cosmos, db, py | azure, cosmos, db, py, nosql, python, fastapi, following, grade, implementing, database, client |
| `azure-identity-dotnet` | Azure Identity SDK for .NET. Authentication library for Azure SDK clients using Microsoft Entra ID. Use for DefaultAzureCredential, managed identity, service... | azure, identity, dotnet | azure, identity, dotnet, sdk, net, authentication, library, clients, microsoft, entra, id, defaultazurecredential |
| `azure-keyvault-py` | Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.
Triggers: "key vault", "SecretClient", "KeyClient", "... | azure, keyvault, py | azure, keyvault, py, key, vault, sdk, python, secrets, keys, certificates, secure, storage |
| `azure-keyvault-secrets-rust` | Azure Key Vault Secrets SDK for Rust. Use for storing and retrieving secrets, passwords, and API keys.
Triggers: "keyvault secrets rust", "SecretClient rust"... | azure, keyvault, secrets, rust | azure, keyvault, secrets, rust, key, vault, sdk, storing, retrieving, passwords, api, keys |
| `azure-keyvault-secrets-ts` | Manage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retrieving application secrets or configurati... | azure, keyvault, secrets, ts | azure, keyvault, secrets, ts, key, vault, sdk, javascript, storing, retrieving, application, configuration |
| `azure-security-keyvault-keys-dotnet` | Azure Key Vault Keys SDK for .NET. Client library for managing cryptographic keys in Azure Key Vault and Managed HSM. Use for key creation, rotation, encrypt... | azure, security, keyvault, keys, dotnet | azure, security, keyvault, keys, dotnet, key, vault, sdk, net, client, library, managing |
| `azure-security-keyvault-keys-java` | Azure Key Vault Keys Java SDK for cryptographic key management. Use when creating, managing, or using RSA/EC keys, performing encrypt/decrypt/sign/verify ope... | azure, security, keyvault, keys, java | azure, security, keyvault, keys, java, key, vault, sdk, cryptographic, creating, managing, rsa |
| `azure-security-keyvault-secrets-java` | Azure Key Vault Secrets Java SDK for secret management. Use when storing, retrieving, or managing passwords, API keys, connection strings, or other sensitive... | azure, security, keyvault, secrets, java | azure, security, keyvault, secrets, java, key, vault, sdk, secret, storing, retrieving, managing |
| `backend-security-coder` | Expert in secure backend coding practices specializing in input validation, authentication, and API security. Use PROACTIVELY for backend security implementa... | backend, security, coder | backend, security, coder, secure, coding, specializing, input, validation, authentication, api, proactively, implementations |
| `broken-authentication` | This skill should be used when the user asks to "test for broken authentication vulnerabilities", "assess session management security", "perform credential s... | broken, authentication | broken, authentication, testing, skill, should, used, user, asks, test, vulnerabilities, assess, session |
| `burp-suite-testing` | This skill should be used when the user asks to "intercept HTTP traffic", "modify web requests", "use Burp Suite for testing", "perform web vulnerability sca... | burp, suite | burp, suite, web, application, testing, skill, should, used, user, asks, intercept, http |
@@ -754,6 +764,8 @@ Triggers: "azure-messaging-webpubsubservic... | official/microsoft/python/messag
| `legal-advisor` | Draft privacy policies, terms of service, disclaimers, and legal notices. Creates GDPR-compliant texts, cookie policies, and data processing agreements. Use ... | legal, advisor | legal, advisor, draft, privacy, policies, terms, disclaimers, notices, creates, gdpr, compliant, texts |
| `linkerd-patterns` | Implement Linkerd service mesh patterns for lightweight, security-focused service mesh deployments. Use when setting up Linkerd, configuring traffic policies... | linkerd | linkerd, mesh, lightweight, security, deployments, setting, up, configuring, traffic, policies, implementing, zero |
| `loki-mode` | Multi-agent autonomous startup system for Claude Code. Triggers on "Loki Mode". Orchestrates 100+ specialized agents across engineering, QA, DevOps, security... | loki, mode | loki, mode, multi, agent, autonomous, startup, claude, code, triggers, orchestrates, 100, specialized |
| `m365-agents-dotnet` | Microsoft 365 Agents SDK for .NET. Build multichannel agents for Teams/M365/Copilot Studio with ASP.NET Core hosting, AgentApplication routing, and MSAL-base... | m365, agents, dotnet | m365, agents, dotnet, microsoft, 365, sdk, net, multichannel, teams, copilot, studio, asp |
| `m365-agents-py` | Microsoft 365 Agents SDK for Python. Build multichannel agents for Teams/M365/Copilot Studio with aiohttp hosting, AgentApplication routing, streaming respon... | m365, agents, py | m365, agents, py, microsoft, 365, sdk, python, multichannel, teams, copilot, studio, aiohttp |
| `malware-analyst` | Expert malware analyst specializing in defensive malware research, threat intelligence, and incident response. Masters sandbox analysis, behavioral analysis,... | malware, analyst | malware, analyst, specializing, defensive, research, threat, intelligence, incident, response, masters, sandbox, analysis |
| `memory-forensics` | Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analy... | memory, forensics | memory, forensics, techniques, including, acquisition, process, analysis, artifact, extraction, volatility, related, analyzing |
| `metasploit-framework` | This skill should be used when the user asks to "use Metasploit for penetration testing", "exploit vulnerabilities with msfconsole", "create payloads with ms... | metasploit, framework | metasploit, framework, skill, should, used, user, asks, penetration, testing, exploit, vulnerabilities, msfconsole |
@@ -765,20 +777,6 @@ Triggers: "azure-messaging-webpubsubservic... | official/microsoft/python/messag
| `nodejs-best-practices` | Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying. | nodejs, best, practices | nodejs, best, practices, node, js, development, principles, decision, making, framework, selection, async |
| `notebooklm` | Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser automati... | notebooklm | notebooklm, skill, query, google, notebooks, directly, claude, code, source, grounded, citation, backed |
| `observability-engineer` | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response... | observability | observability, engineer, monitoring, logging, tracing, implements, sli, slo, incident, response, proactively, infrastructure |
| `official/microsoft/dotnet/entra/azure-identity` | Azure Identity SDK for .NET. Authentication library for Azure SDK clients using Microsoft Entra ID. Use for DefaultAzureCredential, managed identity, service... | official/microsoft/dotnet/entra/azure, identity | official/microsoft/dotnet/entra/azure, identity, azure, dotnet, sdk, net, authentication, library, clients, microsoft, entra, id |
| `official/microsoft/dotnet/entra/keyvault` | Azure Key Vault Keys SDK for .NET. Client library for managing cryptographic keys in Azure Key Vault and Managed HSM. Use for key creation, rotation, encrypt... | official/microsoft/dotnet/entra/keyvault | official/microsoft/dotnet/entra/keyvault, azure, security, keyvault, keys, dotnet, key, vault, sdk, net, client, library |
| `official/microsoft/dotnet/m365/m365-agents` | Microsoft 365 Agents SDK for .NET. Build multichannel agents for Teams/M365/Copilot Studio with ASP.NET Core hosting, AgentApplication routing, and MSAL-base... | official/microsoft/dotnet/m365/m365, agents | official/microsoft/dotnet/m365/m365, agents, m365, dotnet, microsoft, 365, sdk, net, multichannel, teams, copilot, studio |
| `official/microsoft/java/entra/keyvault-keys` | Azure Key Vault Keys Java SDK for cryptographic key management. Use when creating, managing, or using RSA/EC keys, performing encrypt/decrypt/sign/verify ope... | official/microsoft/java/entra/keyvault, keys | official/microsoft/java/entra/keyvault, keys, azure, security, keyvault, java, key, vault, sdk, cryptographic, creating, managing |
| `official/microsoft/java/entra/keyvault-secrets` | Azure Key Vault Secrets Java SDK for secret management. Use when storing, retrieving, or managing passwords, API keys, connection strings, or other sensitive... | official/microsoft/java/entra/keyvault, secrets | official/microsoft/java/entra/keyvault, secrets, azure, security, keyvault, java, key, vault, sdk, secret, storing, retrieving |
| `official/microsoft/plugins/wiki-onboarding` | Generates two complementary onboarding guides — a Principal-Level architectural deep-dive and a Zero-to-Hero contributor walkthrough. Use when the user wants... | official/microsoft/plugins/wiki, onboarding | official/microsoft/plugins/wiki, onboarding, wiki, generates, two, complementary, guides, principal, level, architectural, deep, dive |
| `official/microsoft/plugins/wiki-researcher` | Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-dept... | official/microsoft/plugins/wiki, researcher | official/microsoft/plugins/wiki, researcher, wiki, conducts, multi, turn, iterative, deep, research, specific, topics, within |
| `official/microsoft/python/data/cosmos-db` | Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (Def... | official/microsoft/python/data/cosmos, db | official/microsoft/python/data/cosmos, db, azure, cosmos, py, nosql, python, fastapi, following, grade, implementing, database |
| `official/microsoft/python/entra/keyvault` | Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.
Triggers: "key vault", "SecretClient", "KeyClient", "... | official/microsoft/python/entra/keyvault | official/microsoft/python/entra/keyvault, azure, keyvault, py, key, vault, sdk, python, secrets, keys, certificates, secure |
| `official/microsoft/python/m365/m365-agents` | Microsoft 365 Agents SDK for Python. Build multichannel agents for Teams/M365/Copilot Studio with aiohttp hosting, AgentApplication routing, streaming respon... | official/microsoft/python/m365/m365, agents | official/microsoft/python/m365/m365, agents, m365, py, microsoft, 365, sdk, python, multichannel, teams, copilot, studio |
| `official/microsoft/rust/entra/azure-keyvault-secrets-rust` | Azure Key Vault Secrets SDK for Rust. Use for storing and retrieving secrets, passwords, and API keys.
Triggers: "keyvault secrets rust", "SecretClient rust"... | official/microsoft/rust/entra/azure, keyvault, secrets, rust | official/microsoft/rust/entra/azure, keyvault, secrets, rust, azure, key, vault, sdk, storing, retrieving, passwords, api |
| `official/microsoft/typescript/entra/keyvault-secrets` | Manage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retrieving application secrets or configurati... | official/microsoft/typescript/entra/keyvault, secrets | official/microsoft/typescript/entra/keyvault, secrets, azure, keyvault, ts, key, vault, sdk, javascript, storing, retrieving, application |
| `openapi-spec-generation` | Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs... | openapi, spec, generation | openapi, spec, generation, generate, maintain, specifications, code, first, specs, validation, creating, api |
| `payment-integration` | Integrate Stripe, PayPal, and payment processors. Handles checkout flows, subscriptions, webhooks, and PCI compliance. Use PROACTIVELY when implementing paym... | payment, integration | payment, integration, integrate, stripe, paypal, processors, checkout, flows, subscriptions, webhooks, pci, compliance |
| `pci-compliance` | Implement PCI DSS compliance requirements for secure handling of payment card data and payment systems. Use when securing payment processing, achieving PCI c... | pci, compliance | pci, compliance, dss, requirements, secure, handling, payment, card, data, securing, processing, achieving |
@@ -821,6 +819,8 @@ Triggers: "keyvault secrets rust", "SecretClient rust"... | official/microsoft/r
| `varlock-claude-skill` | Secure environment variable management ensuring secrets are never exposed in Claude sessions, terminals, logs, or git commits | varlock, claude, skill | varlock, claude, skill, secure, environment, variable, ensuring, secrets, never, exposed, sessions, terminals |
| `vulnerability-scanner` | Advanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization. | vulnerability, scanner | vulnerability, scanner, analysis, principles, owasp, 2025, supply, chain, security, attack, surface, mapping |
| `web-design-guidelines` | Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my si... | web, guidelines | web, guidelines, review, ui, code, interface, compliance, asked, my, check, accessibility, audit |
| `wiki-onboarding` | Generates two complementary onboarding guides — a Principal-Level architectural deep-dive and a Zero-to-Hero contributor walkthrough. Use when the user wants... | wiki, onboarding | wiki, onboarding, generates, two, complementary, guides, principal, level, architectural, deep, dive, zero |
| `wiki-researcher` | Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-dept... | wiki, researcher | wiki, researcher, conducts, multi, turn, iterative, deep, research, specific, topics, within, codebase |
| `wordpress-penetration-testing` | This skill should be used when the user asks to "pentest WordPress sites", "scan WordPress for vulnerabilities", "enumerate WordPress users, themes, or plugi... | wordpress, penetration | wordpress, penetration, testing, skill, should, used, user, asks, pentest, sites, scan, vulnerabilities |
| `xss-html-injection` | This skill should be used when the user asks to "test for XSS vulnerabilities", "perform cross-site scripting attacks", "identify HTML injection flaws", "exp... | xss, html, injection | xss, html, injection, cross, site, scripting, testing, skill, should, used, user, asks |
@@ -834,7 +834,6 @@ Triggers: "keyvault secrets rust", "SecretClient rust"... | official/microsoft/r
| `conductor-revert` | Git-aware undo by logical work unit (track, phase, or task) | conductor, revert | conductor, revert, git, aware, undo, logical, work, unit, track, phase, task |
| `debugger` | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | debugger | debugger, debugging, errors, test, failures, unexpected, behavior, proactively, encountering, any, issues |
| `dependency-upgrade` | Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. Use when upgrading framework versions, updat... | dependency, upgrade | dependency, upgrade, major, version, upgrades, compatibility, analysis, staged, rollout, testing, upgrading, framework |
| `official/microsoft/plugins/wiki-qa` | Answers questions about a code repository using source file analysis. Use when the user asks a question about how something works, wants to understand a comp... | official/microsoft/plugins/wiki, qa | official/microsoft/plugins/wiki, qa, wiki, answers, questions, about, code, repository, source, file, analysis, user |
| `pentest-commands` | This skill should be used when the user asks to "run pentest commands", "scan with nmap", "use metasploit exploits", "crack passwords with hydra or john", "s... | pentest, commands | pentest, commands, skill, should, used, user, asks, run, scan, nmap, metasploit, exploits |
| `performance-testing-review-multi-agent-review` | Use when working with performance testing review multi agent review | performance, multi, agent | performance, multi, agent, testing, review, working |
| `playwright-skill` | Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check res... | playwright, skill | playwright, skill, complete, browser, automation, auto, detects, dev, servers, writes, clean, test |
@@ -852,6 +851,7 @@ Triggers: "keyvault secrets rust", "SecretClient rust"... | official/microsoft/r
| `test-fixing` | Run tests and systematically fix all failing tests using smart error grouping. Use when user asks to fix failing tests, mentions test failures, runs test sui... | fixing | fixing, test, run, tests, systematically, fix, all, failing, smart, error, grouping, user |
| `unit-testing-test-generate` | Generate comprehensive, maintainable unit tests across languages with strong coverage and edge case focus. | unit, generate | unit, generate, testing, test, maintainable, tests, languages, strong, coverage, edge, case |
| `web3-testing` | Test smart contracts comprehensively using Hardhat and Foundry with unit tests, integration tests, and mainnet forking. Use when testing Solidity contracts, ... | web3 | web3, testing, test, smart, contracts, comprehensively, hardhat, foundry, unit, tests, integration, mainnet |
| `wiki-qa` | Answers questions about a code repository using source file analysis. Use when the user asks a question about how something works, wants to understand a comp... | wiki, qa | wiki, qa, answers, questions, about, code, repository, source, file, analysis, user, asks |
## workflow (81)

View File

@@ -1,5 +1,5 @@
{
"generatedAt": "2026-02-11T16:18:46.125Z",
"generatedAt": "2026-02-08T00:00:00.000Z",
"aliases": {
"accessibility-compliance-audit": "accessibility-compliance-accessibility-audit",
"active directory attacks": "active-directory-attacks",
@@ -10,6 +10,25 @@
"templates": "app-builder/templates",
"application-performance-optimization": "application-performance-performance-optimization",
"aws penetration testing": "aws-penetration-testing",
"azure-ai-java": "azure-ai-anomalydetector-java",
"azure-ai-py": "azure-ai-contentunderstanding-py",
"azure-ai-dotnet": "azure-ai-document-intelligence-dotnet",
"azure-ai-ts": "azure-ai-document-intelligence-ts",
"azure-communication-java": "azure-communication-callautomation-java",
"azure-keyvault-rust": "azure-keyvault-certificates-rust",
"azure-messaging-java": "azure-messaging-webpubsub-java",
"azure-messaging-py": "azure-messaging-webpubsubservice-py",
"azure-mgmt-dotnet": "azure-mgmt-apimanagement-dotnet",
"azure-microsoft-ts": "azure-microsoft-playwright-testing-ts",
"azure-monitor-java": "azure-monitor-ingestion-java",
"azure-monitor-py": "azure-monitor-opentelemetry-exporter-py",
"azure-monitor-ts": "azure-monitor-opentelemetry-ts",
"azure-resource-dotnet": "azure-resource-manager-cosmosdb-dotnet",
"azure-search-dotnet": "azure-search-documents-dotnet",
"azure-security-dotnet": "azure-security-keyvault-keys-dotnet",
"azure-security-java": "azure-security-keyvault-keys-java",
"azure-speech-py": "azure-speech-to-text-rest-py",
"azure-storage-py": "azure-storage-file-datalake-py",
"backend-development-feature": "backend-development-feature-development",
"brand-guidelines": "brand-guidelines-anthropic",
"broken authentication testing": "broken-authentication",
@@ -85,145 +104,13 @@
"llm-application-optimize": "llm-application-dev-prompt-optimize",
"machine-learning-pipeline": "machine-learning-ops-ml-pipeline",
"metasploit framework": "metasploit-framework",
"microsoft-azure-dotnet": "microsoft-azure-webjobs-extensions-authentication-events-dotnet",
"moodle-external-development": "moodle-external-api-development",
"multi-platform-apps": "multi-platform-apps-multi-platform",
"network 101": "network-101",
"observability-monitoring-setup": "observability-monitoring-monitor-setup",
"observability-monitoring-implement": "observability-monitoring-slo-implement",
"obsidian-clipper-creator": "obsidian-clipper-template-creator",
"azure-mgmt-botservice-dotnet": "official/microsoft/dotnet/compute/botservice",
"azure-resource-manager-durabletask-dotnet": "official/microsoft/dotnet/compute/durabletask",
"azure-resource-manager-playwright-dotnet": "official/microsoft/dotnet/compute/playwright",
"azure-resource-manager-cosmosdb-dotnet": "official/microsoft/dotnet/data/cosmosdb",
"azure-mgmt-fabric-dotnet": "official/microsoft/dotnet/data/fabric",
"azure-resource-manager-mysql-dotnet": "official/microsoft/dotnet/data/mysql",
"azure-resource-manager-postgresql-dotnet": "official/microsoft/dotnet/data/postgresql",
"azure-resource-manager-redis-dotnet": "official/microsoft/dotnet/data/redis",
"azure-resource-manager-sql-dotnet": "official/microsoft/dotnet/data/sql",
"microsoft-azure-webjobs-extensions-authentication-events-dotnet": "official/microsoft/dotnet/entra/authentication-events",
"azure-identity-dotnet": "official/microsoft/dotnet/entra/azure-identity",
"azure-security-keyvault-keys-dotnet": "official/microsoft/dotnet/entra/keyvault",
"azure-ai-document-intelligence-dotnet": "official/microsoft/dotnet/foundry/document-intelligence",
"azure-ai-openai-dotnet": "official/microsoft/dotnet/foundry/openai",
"azure-ai-projects-dotnet": "official/microsoft/dotnet/foundry/projects",
"azure-search-documents-dotnet": "official/microsoft/dotnet/foundry/search-documents",
"azure-ai-voicelive-dotnet": "official/microsoft/dotnet/foundry/voicelive",
"azure-mgmt-weightsandbiases-dotnet": "official/microsoft/dotnet/foundry/weightsandbiases",
"azure-maps-search-dotnet": "official/microsoft/dotnet/general/maps",
"azure-mgmt-apicenter-dotnet": "official/microsoft/dotnet/integration/apicenter",
"azure-mgmt-apimanagement-dotnet": "official/microsoft/dotnet/integration/apimanagement",
"m365-agents-dotnet": "official/microsoft/dotnet/m365/m365-agents",
"azure-eventgrid-dotnet": "official/microsoft/dotnet/messaging/eventgrid",
"azure-eventhub-dotnet": "official/microsoft/dotnet/messaging/eventhubs",
"azure-servicebus-dotnet": "official/microsoft/dotnet/messaging/servicebus",
"azure-mgmt-applicationinsights-dotnet": "official/microsoft/dotnet/monitoring/applicationinsights",
"azure-mgmt-arizeaiobservabilityeval-dotnet": "official/microsoft/dotnet/partner/arize-ai-observability-eval",
"official/microsoft/dotnet/partner/arize-ai-eval": "official/microsoft/dotnet/partner/arize-ai-observability-eval",
"azure-mgmt-mongodbatlas-dotnet": "official/microsoft/dotnet/partner/mongodbatlas",
"azure-communication-callautomation-java": "official/microsoft/java/communication/callautomation",
"azure-communication-callingserver-java": "official/microsoft/java/communication/callingserver",
"azure-communication-chat-java": "official/microsoft/java/communication/chat",
"azure-communication-common-java": "official/microsoft/java/communication/common",
"azure-communication-sms-java": "official/microsoft/java/communication/sms",
"azure-compute-batch-java": "official/microsoft/java/compute/batch",
"azure-storage-blob-java": "official/microsoft/java/data/blob",
"azure-cosmos-java": "official/microsoft/java/data/cosmos",
"azure-data-tables-java": "official/microsoft/java/data/tables",
"azure-identity-java": "official/microsoft/java/entra/azure-identity",
"azure-security-keyvault-keys-java": "official/microsoft/java/entra/keyvault-keys",
"azure-security-keyvault-secrets-java": "official/microsoft/java/entra/keyvault-secrets",
"azure-ai-anomalydetector-java": "official/microsoft/java/foundry/anomalydetector",
"azure-ai-contentsafety-java": "official/microsoft/java/foundry/contentsafety",
"azure-ai-formrecognizer-java": "official/microsoft/java/foundry/formrecognizer",
"azure-ai-projects-java": "official/microsoft/java/foundry/projects",
"azure-ai-vision-imageanalysis-java": "official/microsoft/java/foundry/vision-imageanalysis",
"azure-ai-voicelive-java": "official/microsoft/java/foundry/voicelive",
"azure-appconfiguration-java": "official/microsoft/java/integration/appconfiguration",
"azure-eventgrid-java": "official/microsoft/java/messaging/eventgrid",
"azure-eventhub-java": "official/microsoft/java/messaging/eventhubs",
"azure-messaging-webpubsub-java": "official/microsoft/java/messaging/webpubsub",
"azure-monitor-ingestion-java": "official/microsoft/java/monitoring/ingestion",
"azure-monitor-opentelemetry-exporter-java": "official/microsoft/java/monitoring/opentelemetry-exporter",
"azure-monitor-query-java": "official/microsoft/java/monitoring/query",
"wiki-architect": "official/microsoft/plugins/wiki-architect",
"wiki-changelog": "official/microsoft/plugins/wiki-changelog",
"wiki-onboarding": "official/microsoft/plugins/wiki-onboarding",
"wiki-page-writer": "official/microsoft/plugins/wiki-page-writer",
"wiki-qa": "official/microsoft/plugins/wiki-qa",
"wiki-researcher": "official/microsoft/plugins/wiki-researcher",
"wiki-vitepress": "official/microsoft/plugins/wiki-vitepress",
"azure-mgmt-botservice-py": "official/microsoft/python/compute/botservice",
"azure-containerregistry-py": "official/microsoft/python/compute/containerregistry",
"azure-mgmt-fabric-py": "official/microsoft/python/compute/fabric",
"azure-storage-blob-py": "official/microsoft/python/data/blob",
"azure-cosmos-py": "official/microsoft/python/data/cosmos",
"azure-cosmos-db-py": "official/microsoft/python/data/cosmos-db",
"azure-storage-file-datalake-py": "official/microsoft/python/data/datalake",
"azure-storage-file-share-py": "official/microsoft/python/data/fileshare",
"azure-storage-queue-py": "official/microsoft/python/data/queue",
"azure-data-tables-py": "official/microsoft/python/data/tables",
"azure-identity-py": "official/microsoft/python/entra/azure-identity",
"azure-keyvault-py": "official/microsoft/python/entra/keyvault",
"agent-framework-azure-ai-py": "official/microsoft/python/foundry/agent-framework",
"agents-v2-py": "official/microsoft/python/foundry/agents-v2",
"azure-ai-contentsafety-py": "official/microsoft/python/foundry/contentsafety",
"azure-ai-contentunderstanding-py": "official/microsoft/python/foundry/contentunderstanding",
"azure-ai-ml-py": "official/microsoft/python/foundry/ml",
"azure-ai-projects-py": "official/microsoft/python/foundry/projects",
"azure-search-documents-py": "official/microsoft/python/foundry/search-documents",
"azure-speech-to-text-rest-py": "official/microsoft/python/foundry/speech-to-text-rest",
"official/microsoft/python/foundry/speech-to-rest": "official/microsoft/python/foundry/speech-to-text-rest",
"azure-ai-textanalytics-py": "official/microsoft/python/foundry/textanalytics",
"azure-ai-transcription-py": "official/microsoft/python/foundry/transcription",
"azure-ai-translation-document-py": "official/microsoft/python/foundry/translation-document",
"azure-ai-translation-text-py": "official/microsoft/python/foundry/translation-text",
"azure-ai-vision-imageanalysis-py": "official/microsoft/python/foundry/vision-imageanalysis",
"azure-ai-voicelive-py": "official/microsoft/python/foundry/voicelive",
"azure-mgmt-apicenter-py": "official/microsoft/python/integration/apicenter",
"azure-mgmt-apimanagement-py": "official/microsoft/python/integration/apimanagement",
"azure-appconfiguration-py": "official/microsoft/python/integration/appconfiguration",
"m365-agents-py": "official/microsoft/python/m365/m365-agents",
"azure-eventgrid-py": "official/microsoft/python/messaging/eventgrid",
"azure-eventhub-py": "official/microsoft/python/messaging/eventhub",
"azure-servicebus-py": "official/microsoft/python/messaging/servicebus",
"azure-messaging-webpubsubservice-py": "official/microsoft/python/messaging/webpubsub-service",
"azure-monitor-ingestion-py": "official/microsoft/python/monitoring/ingestion",
"azure-monitor-opentelemetry-py": "official/microsoft/python/monitoring/opentelemetry",
"azure-monitor-opentelemetry-exporter-py": "official/microsoft/python/monitoring/opentelemetry-exporter",
"azure-monitor-query-py": "official/microsoft/python/monitoring/query",
"azure-cosmos-rust": "official/microsoft/rust/data/azure-cosmos-rust",
"azure-storage-blob-rust": "official/microsoft/rust/data/azure-storage-blob-rust",
"official/microsoft/rust/data/azure-storage-rust": "official/microsoft/rust/data/azure-storage-blob-rust",
"azure-identity-rust": "official/microsoft/rust/entra/azure-identity-rust",
"azure-keyvault-certificates-rust": "official/microsoft/rust/entra/azure-keyvault-certificates-rust",
"official/microsoft/rust/entra/azure-keyvault-rust": "official/microsoft/rust/entra/azure-keyvault-certificates-rust",
"azure-keyvault-keys-rust": "official/microsoft/rust/entra/azure-keyvault-keys-rust",
"azure-keyvault-secrets-rust": "official/microsoft/rust/entra/azure-keyvault-secrets-rust",
"azure-eventhub-rust": "official/microsoft/rust/messaging/azure-eventhub-rust",
"azure-microsoft-playwright-testing-ts": "official/microsoft/typescript/compute/playwright",
"azure-storage-blob-ts": "official/microsoft/typescript/data/blob",
"azure-cosmos-ts": "official/microsoft/typescript/data/cosmosdb",
"azure-storage-file-share-ts": "official/microsoft/typescript/data/fileshare",
"azure-postgres-ts": "official/microsoft/typescript/data/postgres",
"azure-storage-queue-ts": "official/microsoft/typescript/data/queue",
"azure-identity-ts": "official/microsoft/typescript/entra/azure-identity",
"azure-keyvault-keys-ts": "official/microsoft/typescript/entra/keyvault-keys",
"azure-keyvault-secrets-ts": "official/microsoft/typescript/entra/keyvault-secrets",
"azure-ai-contentsafety-ts": "official/microsoft/typescript/foundry/contentsafety",
"azure-ai-document-intelligence-ts": "official/microsoft/typescript/foundry/document-intelligence",
"azure-ai-projects-ts": "official/microsoft/typescript/foundry/projects",
"azure-search-documents-ts": "official/microsoft/typescript/foundry/search-documents",
"azure-ai-translation-ts": "official/microsoft/typescript/foundry/translation",
"azure-ai-voicelive-ts": "official/microsoft/typescript/foundry/voicelive",
"frontend-ui-dark-ts": "official/microsoft/typescript/frontend/frontend-ui-dark",
"react-flow-node-ts": "official/microsoft/typescript/frontend/react-flow-node",
"zustand-store-ts": "official/microsoft/typescript/frontend/zustand-store",
"azure-appconfiguration-ts": "official/microsoft/typescript/integration/appconfiguration",
"m365-agents-ts": "official/microsoft/typescript/m365/m365-agents",
"azure-eventhub-ts": "official/microsoft/typescript/messaging/eventhubs",
"azure-servicebus-ts": "official/microsoft/typescript/messaging/servicebus",
"azure-web-pubsub-ts": "official/microsoft/typescript/messaging/webpubsub",
"azure-monitor-opentelemetry-ts": "official/microsoft/typescript/monitoring/opentelemetry",
"pdf": "pdf-official",
"pentest checklist": "pentest-checklist",
"pentest commands": "pentest-commands",

View File

@@ -1,10 +1,11 @@
{
"generatedAt": "2026-02-11T16:18:46.125Z",
"generatedAt": "2026-02-08T00:00:00.000Z",
"bundles": {
"core-dev": {
"description": "Core development skills across languages, frameworks, and backend/frontend fundamentals.",
"skills": [
"3d-web-experience",
"agent-framework-azure-ai-py",
"algolia-search",
"api-design-principles",
"api-documentation-generator",
@@ -19,7 +20,90 @@
"async-python-patterns",
"autonomous-agents",
"aws-serverless",
"azure-ai-anomalydetector-java",
"azure-ai-contentsafety-java",
"azure-ai-contentsafety-py",
"azure-ai-contentunderstanding-py",
"azure-ai-formrecognizer-java",
"azure-ai-ml-py",
"azure-ai-projects-java",
"azure-ai-projects-py",
"azure-ai-projects-ts",
"azure-ai-transcription-py",
"azure-ai-translation-ts",
"azure-ai-vision-imageanalysis-java",
"azure-ai-voicelive-java",
"azure-ai-voicelive-py",
"azure-ai-voicelive-ts",
"azure-appconfiguration-java",
"azure-appconfiguration-py",
"azure-appconfiguration-ts",
"azure-communication-callautomation-java",
"azure-communication-callingserver-java",
"azure-communication-chat-java",
"azure-communication-common-java",
"azure-communication-sms-java",
"azure-compute-batch-java",
"azure-containerregistry-py",
"azure-cosmos-db-py",
"azure-cosmos-java",
"azure-cosmos-py",
"azure-cosmos-rust",
"azure-cosmos-ts",
"azure-data-tables-java",
"azure-data-tables-py",
"azure-eventgrid-java",
"azure-eventgrid-py",
"azure-eventhub-java",
"azure-eventhub-py",
"azure-eventhub-rust",
"azure-eventhub-ts",
"azure-functions",
"azure-identity-java",
"azure-identity-py",
"azure-identity-rust",
"azure-identity-ts",
"azure-keyvault-certificates-rust",
"azure-keyvault-keys-rust",
"azure-keyvault-keys-ts",
"azure-keyvault-py",
"azure-keyvault-secrets-rust",
"azure-keyvault-secrets-ts",
"azure-messaging-webpubsub-java",
"azure-messaging-webpubsubservice-py",
"azure-mgmt-apicenter-dotnet",
"azure-mgmt-apicenter-py",
"azure-mgmt-apimanagement-dotnet",
"azure-mgmt-apimanagement-py",
"azure-mgmt-applicationinsights-dotnet",
"azure-mgmt-botservice-py",
"azure-mgmt-fabric-py",
"azure-monitor-ingestion-java",
"azure-monitor-ingestion-py",
"azure-monitor-opentelemetry-exporter-java",
"azure-monitor-opentelemetry-exporter-py",
"azure-monitor-opentelemetry-py",
"azure-monitor-opentelemetry-ts",
"azure-monitor-query-java",
"azure-monitor-query-py",
"azure-postgres-ts",
"azure-search-documents-py",
"azure-search-documents-ts",
"azure-security-keyvault-keys-java",
"azure-security-keyvault-secrets-java",
"azure-servicebus-py",
"azure-servicebus-ts",
"azure-speech-to-text-rest-py",
"azure-storage-blob-java",
"azure-storage-blob-py",
"azure-storage-blob-rust",
"azure-storage-blob-ts",
"azure-storage-file-datalake-py",
"azure-storage-file-share-py",
"azure-storage-file-share-ts",
"azure-storage-queue-py",
"azure-storage-queue-ts",
"azure-web-pubsub-ts",
"backend-architect",
"backend-dev-guidelines",
"backend-development-feature-development",
@@ -56,6 +140,7 @@
"frontend-mobile-security-xss-scan",
"frontend-security-coder",
"frontend-slides",
"frontend-ui-dark-ts",
"game-development/mobile-games",
"gemini-api-dev",
"go-concurrency-patterns",
@@ -72,6 +157,8 @@
"javascript-typescript-typescript-scaffold",
"langgraph",
"launch-strategy",
"m365-agents-py",
"m365-agents-ts",
"makepad-skills",
"mcp-builder",
"memory-safety-patterns",
@@ -89,95 +176,6 @@
"nodejs-backend-patterns",
"nodejs-best-practices",
"observe-whatsapp",
"official/microsoft/dotnet/integration/apicenter",
"official/microsoft/dotnet/integration/apimanagement",
"official/microsoft/dotnet/monitoring/applicationinsights",
"official/microsoft/java/communication/callautomation",
"official/microsoft/java/communication/callingserver",
"official/microsoft/java/communication/chat",
"official/microsoft/java/communication/common",
"official/microsoft/java/communication/sms",
"official/microsoft/java/compute/batch",
"official/microsoft/java/data/blob",
"official/microsoft/java/data/cosmos",
"official/microsoft/java/data/tables",
"official/microsoft/java/entra/azure-identity",
"official/microsoft/java/entra/keyvault-keys",
"official/microsoft/java/entra/keyvault-secrets",
"official/microsoft/java/foundry/anomalydetector",
"official/microsoft/java/foundry/contentsafety",
"official/microsoft/java/foundry/formrecognizer",
"official/microsoft/java/foundry/projects",
"official/microsoft/java/foundry/vision-imageanalysis",
"official/microsoft/java/foundry/voicelive",
"official/microsoft/java/integration/appconfiguration",
"official/microsoft/java/messaging/eventgrid",
"official/microsoft/java/messaging/eventhubs",
"official/microsoft/java/messaging/webpubsub",
"official/microsoft/java/monitoring/ingestion",
"official/microsoft/java/monitoring/opentelemetry-exporter",
"official/microsoft/java/monitoring/query",
"official/microsoft/python/compute/botservice",
"official/microsoft/python/compute/containerregistry",
"official/microsoft/python/compute/fabric",
"official/microsoft/python/data/blob",
"official/microsoft/python/data/cosmos",
"official/microsoft/python/data/cosmos-db",
"official/microsoft/python/data/datalake",
"official/microsoft/python/data/fileshare",
"official/microsoft/python/data/queue",
"official/microsoft/python/data/tables",
"official/microsoft/python/entra/azure-identity",
"official/microsoft/python/entra/keyvault",
"official/microsoft/python/foundry/agent-framework",
"official/microsoft/python/foundry/contentsafety",
"official/microsoft/python/foundry/contentunderstanding",
"official/microsoft/python/foundry/ml",
"official/microsoft/python/foundry/projects",
"official/microsoft/python/foundry/search-documents",
"official/microsoft/python/foundry/speech-to-text-rest",
"official/microsoft/python/foundry/transcription",
"official/microsoft/python/foundry/voicelive",
"official/microsoft/python/integration/apicenter",
"official/microsoft/python/integration/apimanagement",
"official/microsoft/python/integration/appconfiguration",
"official/microsoft/python/m365/m365-agents",
"official/microsoft/python/messaging/eventgrid",
"official/microsoft/python/messaging/eventhub",
"official/microsoft/python/messaging/servicebus",
"official/microsoft/python/messaging/webpubsub-service",
"official/microsoft/python/monitoring/ingestion",
"official/microsoft/python/monitoring/opentelemetry",
"official/microsoft/python/monitoring/opentelemetry-exporter",
"official/microsoft/python/monitoring/query",
"official/microsoft/rust/data/azure-cosmos-rust",
"official/microsoft/rust/data/azure-storage-blob-rust",
"official/microsoft/rust/entra/azure-identity-rust",
"official/microsoft/rust/entra/azure-keyvault-certificates-rust",
"official/microsoft/rust/entra/azure-keyvault-keys-rust",
"official/microsoft/rust/entra/azure-keyvault-secrets-rust",
"official/microsoft/rust/messaging/azure-eventhub-rust",
"official/microsoft/typescript/data/blob",
"official/microsoft/typescript/data/cosmosdb",
"official/microsoft/typescript/data/fileshare",
"official/microsoft/typescript/data/postgres",
"official/microsoft/typescript/data/queue",
"official/microsoft/typescript/entra/azure-identity",
"official/microsoft/typescript/entra/keyvault-keys",
"official/microsoft/typescript/entra/keyvault-secrets",
"official/microsoft/typescript/foundry/projects",
"official/microsoft/typescript/foundry/search-documents",
"official/microsoft/typescript/foundry/translation",
"official/microsoft/typescript/foundry/voicelive",
"official/microsoft/typescript/frontend/frontend-ui-dark",
"official/microsoft/typescript/frontend/react-flow-node",
"official/microsoft/typescript/frontend/zustand-store",
"official/microsoft/typescript/integration/appconfiguration",
"official/microsoft/typescript/m365/m365-agents",
"official/microsoft/typescript/messaging/eventhubs",
"official/microsoft/typescript/messaging/servicebus",
"official/microsoft/typescript/messaging/webpubsub",
"official/microsoft/typescript/monitoring/opentelemetry",
"openapi-spec-generation",
"php-pro",
"plaid-fintech",
@@ -189,6 +187,7 @@
"python-pro",
"python-testing-patterns",
"react-best-practices",
"react-flow-node-ts",
"react-modernization",
"react-native-architecture",
"react-patterns",
@@ -227,7 +226,8 @@
"voice-agents",
"voice-ai-development",
"web-artifacts-builder",
"webapp-testing"
"webapp-testing",
"zustand-store-ts"
]
},
"security-core": {
@@ -240,6 +240,14 @@
"attack-tree-construction",
"auth-implementation-patterns",
"aws-penetration-testing",
"azure-cosmos-db-py",
"azure-identity-dotnet",
"azure-keyvault-py",
"azure-keyvault-secrets-rust",
"azure-keyvault-secrets-ts",
"azure-security-keyvault-keys-dotnet",
"azure-security-keyvault-keys-java",
"azure-security-keyvault-secrets-java",
"backend-security-coder",
"broken-authentication",
"burp-suite-testing",
@@ -278,6 +286,8 @@
"legal-advisor",
"linkerd-patterns",
"loki-mode",
"m365-agents-dotnet",
"m365-agents-py",
"malware-analyst",
"metasploit-framework",
"mobile-security-coder",
@@ -286,16 +296,6 @@
"nextjs-supabase-auth",
"nodejs-best-practices",
"notebooklm",
"official/microsoft/dotnet/entra/azure-identity",
"official/microsoft/dotnet/entra/keyvault",
"official/microsoft/dotnet/m365/m365-agents",
"official/microsoft/java/entra/keyvault-keys",
"official/microsoft/java/entra/keyvault-secrets",
"official/microsoft/python/data/cosmos-db",
"official/microsoft/python/entra/keyvault",
"official/microsoft/python/m365/m365-agents",
"official/microsoft/rust/entra/azure-keyvault-secrets-rust",
"official/microsoft/typescript/entra/keyvault-secrets",
"openapi-spec-generation",
"payment-integration",
"pci-compliance",
@@ -339,6 +339,18 @@
"k8s-core": {
"description": "Kubernetes and service mesh essentials.",
"skills": [
"azure-cosmos-db-py",
"azure-identity-dotnet",
"azure-identity-java",
"azure-identity-py",
"azure-identity-ts",
"azure-messaging-webpubsubservice-py",
"azure-mgmt-apimanagement-dotnet",
"azure-mgmt-botservice-dotnet",
"azure-mgmt-botservice-py",
"azure-servicebus-dotnet",
"azure-servicebus-py",
"azure-servicebus-ts",
"backend-architect",
"devops-troubleshooter",
"freshservice-automation",
@@ -355,18 +367,6 @@
"mtls-configuration",
"network-engineer",
"observability-monitoring-slo-implement",
"official/microsoft/dotnet/compute/botservice",
"official/microsoft/dotnet/entra/azure-identity",
"official/microsoft/dotnet/integration/apimanagement",
"official/microsoft/dotnet/messaging/servicebus",
"official/microsoft/java/entra/azure-identity",
"official/microsoft/python/compute/botservice",
"official/microsoft/python/data/cosmos-db",
"official/microsoft/python/entra/azure-identity",
"official/microsoft/python/messaging/servicebus",
"official/microsoft/python/messaging/webpubsub-service",
"official/microsoft/typescript/entra/azure-identity",
"official/microsoft/typescript/messaging/servicebus",
"service-mesh-expert",
"service-mesh-observability",
"slo-implementation"
@@ -378,6 +378,35 @@
"airflow-dag-patterns",
"analytics-tracking",
"angular-ui-patterns",
"azure-ai-document-intelligence-dotnet",
"azure-ai-document-intelligence-ts",
"azure-ai-textanalytics-py",
"azure-cosmos-db-py",
"azure-cosmos-java",
"azure-cosmos-py",
"azure-cosmos-rust",
"azure-cosmos-ts",
"azure-data-tables-java",
"azure-data-tables-py",
"azure-eventhub-dotnet",
"azure-eventhub-java",
"azure-eventhub-rust",
"azure-eventhub-ts",
"azure-maps-search-dotnet",
"azure-mgmt-applicationinsights-dotnet",
"azure-monitor-ingestion-java",
"azure-monitor-ingestion-py",
"azure-monitor-query-java",
"azure-monitor-query-py",
"azure-postgres-ts",
"azure-resource-manager-cosmosdb-dotnet",
"azure-resource-manager-mysql-dotnet",
"azure-resource-manager-postgresql-dotnet",
"azure-resource-manager-redis-dotnet",
"azure-resource-manager-sql-dotnet",
"azure-security-keyvault-secrets-java",
"azure-storage-blob-java",
"azure-storage-file-datalake-py",
"blockrun",
"business-analyst",
"cc-skill-backend-patterns",
@@ -402,6 +431,7 @@
"firebase",
"fp-ts-react",
"frontend-dev-guidelines",
"frontend-ui-dark-ts",
"gdpr-data-handling",
"google-analytics-automation",
"googlesheets-automation",
@@ -420,36 +450,6 @@
"nextjs-app-router-patterns",
"nextjs-best-practices",
"nodejs-backend-patterns",
"official/microsoft/dotnet/data/cosmosdb",
"official/microsoft/dotnet/data/mysql",
"official/microsoft/dotnet/data/postgresql",
"official/microsoft/dotnet/data/redis",
"official/microsoft/dotnet/data/sql",
"official/microsoft/dotnet/foundry/document-intelligence",
"official/microsoft/dotnet/general/maps",
"official/microsoft/dotnet/messaging/eventhubs",
"official/microsoft/dotnet/monitoring/applicationinsights",
"official/microsoft/java/data/blob",
"official/microsoft/java/data/cosmos",
"official/microsoft/java/data/tables",
"official/microsoft/java/entra/keyvault-secrets",
"official/microsoft/java/messaging/eventhubs",
"official/microsoft/java/monitoring/ingestion",
"official/microsoft/java/monitoring/query",
"official/microsoft/python/data/cosmos",
"official/microsoft/python/data/cosmos-db",
"official/microsoft/python/data/datalake",
"official/microsoft/python/data/tables",
"official/microsoft/python/foundry/textanalytics",
"official/microsoft/python/monitoring/ingestion",
"official/microsoft/python/monitoring/query",
"official/microsoft/rust/data/azure-cosmos-rust",
"official/microsoft/rust/messaging/azure-eventhub-rust",
"official/microsoft/typescript/data/cosmosdb",
"official/microsoft/typescript/data/postgres",
"official/microsoft/typescript/foundry/document-intelligence",
"official/microsoft/typescript/frontend/frontend-ui-dark",
"official/microsoft/typescript/messaging/eventhubs",
"pci-compliance",
"php-pro",
"postgres-best-practices",
@@ -486,6 +486,12 @@
"api-testing-observability-api-mock",
"application-performance-performance-optimization",
"aws-serverless",
"azure-ai-anomalydetector-java",
"azure-mgmt-applicationinsights-dotnet",
"azure-mgmt-arizeaiobservabilityeval-dotnet",
"azure-mgmt-weightsandbiases-dotnet",
"azure-monitor-opentelemetry-exporter-java",
"azure-monitor-opentelemetry-ts",
"backend-architect",
"backend-development-feature-development",
"c4-container",
@@ -536,12 +542,6 @@
"observability-engineer",
"observability-monitoring-monitor-setup",
"observability-monitoring-slo-implement",
"official/microsoft/dotnet/foundry/weightsandbiases",
"official/microsoft/dotnet/monitoring/applicationinsights",
"official/microsoft/dotnet/partner/arize-ai-observability-eval",
"official/microsoft/java/foundry/anomalydetector",
"official/microsoft/java/monitoring/opentelemetry-exporter",
"official/microsoft/typescript/monitoring/opentelemetry",
"performance-engineer",
"performance-testing-review-ai-review",
"pipedrive-automation",

File diff suppressed because it is too large Load Diff

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@@ -0,0 +1,654 @@
{
"source": "microsoft/skills",
"repository": "https://github.com/microsoft/skills",
"license": "MIT",
"synced_skills": 129,
"structure": "flat (frontmatter name as directory name)",
"skills": [
{
"flat_name": "azure-ai-voicelive-dotnet",
"original_path": "dotnet/foundry/voicelive",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-document-intelligence-dotnet",
"original_path": "dotnet/foundry/document-intelligence",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-openai-dotnet",
"original_path": "dotnet/foundry/openai",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-weightsandbiases-dotnet",
"original_path": "dotnet/foundry/weightsandbiases",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-projects-dotnet",
"original_path": "dotnet/foundry/projects",
"source": "microsoft/skills"
},
{
"flat_name": "azure-search-documents-dotnet",
"original_path": "dotnet/foundry/search-documents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-applicationinsights-dotnet",
"original_path": "dotnet/monitoring/applicationinsights",
"source": "microsoft/skills"
},
{
"flat_name": "m365-agents-dotnet",
"original_path": "dotnet/m365/m365-agents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-apimanagement-dotnet",
"original_path": "dotnet/integration/apimanagement",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-apicenter-dotnet",
"original_path": "dotnet/integration/apicenter",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-playwright-dotnet",
"original_path": "dotnet/compute/playwright",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-durabletask-dotnet",
"original_path": "dotnet/compute/durabletask",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-botservice-dotnet",
"original_path": "dotnet/compute/botservice",
"source": "microsoft/skills"
},
{
"flat_name": "azure-identity-dotnet",
"original_path": "dotnet/entra/azure-identity",
"source": "microsoft/skills"
},
{
"flat_name": "microsoft-azure-webjobs-extensions-authentication-events-dotnet",
"original_path": "dotnet/entra/authentication-events",
"source": "microsoft/skills"
},
{
"flat_name": "azure-security-keyvault-keys-dotnet",
"original_path": "dotnet/entra/keyvault",
"source": "microsoft/skills"
},
{
"flat_name": "azure-maps-search-dotnet",
"original_path": "dotnet/general/maps",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventgrid-dotnet",
"original_path": "dotnet/messaging/eventgrid",
"source": "microsoft/skills"
},
{
"flat_name": "azure-servicebus-dotnet",
"original_path": "dotnet/messaging/servicebus",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventhub-dotnet",
"original_path": "dotnet/messaging/eventhubs",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-redis-dotnet",
"original_path": "dotnet/data/redis",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-postgresql-dotnet",
"original_path": "dotnet/data/postgresql",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-mysql-dotnet",
"original_path": "dotnet/data/mysql",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-cosmosdb-dotnet",
"original_path": "dotnet/data/cosmosdb",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-fabric-dotnet",
"original_path": "dotnet/data/fabric",
"source": "microsoft/skills"
},
{
"flat_name": "azure-resource-manager-sql-dotnet",
"original_path": "dotnet/data/sql",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-arizeaiobservabilityeval-dotnet",
"original_path": "dotnet/partner/arize-ai-observability-eval",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-mongodbatlas-dotnet",
"original_path": "dotnet/partner/mongodbatlas",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-keys-rust",
"original_path": "rust/entra/azure-keyvault-keys-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-secrets-rust",
"original_path": "rust/entra/azure-keyvault-secrets-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-identity-rust",
"original_path": "rust/entra/azure-identity-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-certificates-rust",
"original_path": "rust/entra/azure-keyvault-certificates-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventhub-rust",
"original_path": "rust/messaging/azure-eventhub-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-cosmos-rust",
"original_path": "rust/data/azure-cosmos-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-blob-rust",
"original_path": "rust/data/azure-storage-blob-rust",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-voicelive-ts",
"original_path": "typescript/foundry/voicelive",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-contentsafety-ts",
"original_path": "typescript/foundry/contentsafety",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-document-intelligence-ts",
"original_path": "typescript/foundry/document-intelligence",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-projects-ts",
"original_path": "typescript/foundry/projects",
"source": "microsoft/skills"
},
{
"flat_name": "azure-search-documents-ts",
"original_path": "typescript/foundry/search-documents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-translation-ts",
"original_path": "typescript/foundry/translation",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-opentelemetry-ts",
"original_path": "typescript/monitoring/opentelemetry",
"source": "microsoft/skills"
},
{
"flat_name": "zustand-store-ts",
"original_path": "typescript/frontend/zustand-store",
"source": "microsoft/skills"
},
{
"flat_name": "frontend-ui-dark-ts",
"original_path": "typescript/frontend/frontend-ui-dark",
"source": "microsoft/skills"
},
{
"flat_name": "react-flow-node-ts",
"original_path": "typescript/frontend/react-flow-node",
"source": "microsoft/skills"
},
{
"flat_name": "m365-agents-ts",
"original_path": "typescript/m365/m365-agents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-appconfiguration-ts",
"original_path": "typescript/integration/appconfiguration",
"source": "microsoft/skills"
},
{
"flat_name": "azure-microsoft-playwright-testing-ts",
"original_path": "typescript/compute/playwright",
"source": "microsoft/skills"
},
{
"flat_name": "azure-identity-ts",
"original_path": "typescript/entra/azure-identity",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-keys-ts",
"original_path": "typescript/entra/keyvault-keys",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-secrets-ts",
"original_path": "typescript/entra/keyvault-secrets",
"source": "microsoft/skills"
},
{
"flat_name": "azure-servicebus-ts",
"original_path": "typescript/messaging/servicebus",
"source": "microsoft/skills"
},
{
"flat_name": "azure-web-pubsub-ts",
"original_path": "typescript/messaging/webpubsub",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventhub-ts",
"original_path": "typescript/messaging/eventhubs",
"source": "microsoft/skills"
},
{
"flat_name": "azure-cosmos-ts",
"original_path": "typescript/data/cosmosdb",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-blob-ts",
"original_path": "typescript/data/blob",
"source": "microsoft/skills"
},
{
"flat_name": "azure-postgres-ts",
"original_path": "typescript/data/postgres",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-queue-ts",
"original_path": "typescript/data/queue",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-file-share-ts",
"original_path": "typescript/data/fileshare",
"source": "microsoft/skills"
},
{
"flat_name": "azure-speech-to-text-rest-py",
"original_path": "python/foundry/speech-to-text-rest",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-transcription-py",
"original_path": "python/foundry/transcription",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-vision-imageanalysis-py",
"original_path": "python/foundry/vision-imageanalysis",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-contentunderstanding-py",
"original_path": "python/foundry/contentunderstanding",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-voicelive-py",
"original_path": "python/foundry/voicelive",
"source": "microsoft/skills"
},
{
"flat_name": "agent-framework-azure-ai-py",
"original_path": "python/foundry/agent-framework",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-contentsafety-py",
"original_path": "python/foundry/contentsafety",
"source": "microsoft/skills"
},
{
"flat_name": "agents-v2-py",
"original_path": "python/foundry/agents-v2",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-translation-document-py",
"original_path": "python/foundry/translation-document",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-translation-text-py",
"original_path": "python/foundry/translation-text",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-textanalytics-py",
"original_path": "python/foundry/textanalytics",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-ml-py",
"original_path": "python/foundry/ml",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-projects-py",
"original_path": "python/foundry/projects",
"source": "microsoft/skills"
},
{
"flat_name": "azure-search-documents-py",
"original_path": "python/foundry/search-documents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-opentelemetry-py",
"original_path": "python/monitoring/opentelemetry",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-ingestion-py",
"original_path": "python/monitoring/ingestion",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-query-py",
"original_path": "python/monitoring/query",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-opentelemetry-exporter-py",
"original_path": "python/monitoring/opentelemetry-exporter",
"source": "microsoft/skills"
},
{
"flat_name": "m365-agents-py",
"original_path": "python/m365/m365-agents",
"source": "microsoft/skills"
},
{
"flat_name": "azure-appconfiguration-py",
"original_path": "python/integration/appconfiguration",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-apimanagement-py",
"original_path": "python/integration/apimanagement",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-apicenter-py",
"original_path": "python/integration/apicenter",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-fabric-py",
"original_path": "python/compute/fabric",
"source": "microsoft/skills"
},
{
"flat_name": "azure-mgmt-botservice-py",
"original_path": "python/compute/botservice",
"source": "microsoft/skills"
},
{
"flat_name": "azure-containerregistry-py",
"original_path": "python/compute/containerregistry",
"source": "microsoft/skills"
},
{
"flat_name": "azure-identity-py",
"original_path": "python/entra/azure-identity",
"source": "microsoft/skills"
},
{
"flat_name": "azure-keyvault-py",
"original_path": "python/entra/keyvault",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventgrid-py",
"original_path": "python/messaging/eventgrid",
"source": "microsoft/skills"
},
{
"flat_name": "azure-servicebus-py",
"original_path": "python/messaging/servicebus",
"source": "microsoft/skills"
},
{
"flat_name": "azure-messaging-webpubsubservice-py",
"original_path": "python/messaging/webpubsub-service",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventhub-py",
"original_path": "python/messaging/eventhub",
"source": "microsoft/skills"
},
{
"flat_name": "azure-data-tables-py",
"original_path": "python/data/tables",
"source": "microsoft/skills"
},
{
"flat_name": "azure-cosmos-py",
"original_path": "python/data/cosmos",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-blob-py",
"original_path": "python/data/blob",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-file-datalake-py",
"original_path": "python/data/datalake",
"source": "microsoft/skills"
},
{
"flat_name": "azure-cosmos-db-py",
"original_path": "python/data/cosmos-db",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-queue-py",
"original_path": "python/data/queue",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-file-share-py",
"original_path": "python/data/fileshare",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-formrecognizer-java",
"original_path": "java/foundry/formrecognizer",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-vision-imageanalysis-java",
"original_path": "java/foundry/vision-imageanalysis",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-voicelive-java",
"original_path": "java/foundry/voicelive",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-contentsafety-java",
"original_path": "java/foundry/contentsafety",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-projects-java",
"original_path": "java/foundry/projects",
"source": "microsoft/skills"
},
{
"flat_name": "azure-ai-anomalydetector-java",
"original_path": "java/foundry/anomalydetector",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-ingestion-java",
"original_path": "java/monitoring/ingestion",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-query-java",
"original_path": "java/monitoring/query",
"source": "microsoft/skills"
},
{
"flat_name": "azure-monitor-opentelemetry-exporter-java",
"original_path": "java/monitoring/opentelemetry-exporter",
"source": "microsoft/skills"
},
{
"flat_name": "azure-appconfiguration-java",
"original_path": "java/integration/appconfiguration",
"source": "microsoft/skills"
},
{
"flat_name": "azure-communication-common-java",
"original_path": "java/communication/common",
"source": "microsoft/skills"
},
{
"flat_name": "azure-communication-callingserver-java",
"original_path": "java/communication/callingserver",
"source": "microsoft/skills"
},
{
"flat_name": "azure-communication-sms-java",
"original_path": "java/communication/sms",
"source": "microsoft/skills"
},
{
"flat_name": "azure-communication-callautomation-java",
"original_path": "java/communication/callautomation",
"source": "microsoft/skills"
},
{
"flat_name": "azure-communication-chat-java",
"original_path": "java/communication/chat",
"source": "microsoft/skills"
},
{
"flat_name": "azure-compute-batch-java",
"original_path": "java/compute/batch",
"source": "microsoft/skills"
},
{
"flat_name": "azure-identity-java",
"original_path": "java/entra/azure-identity",
"source": "microsoft/skills"
},
{
"flat_name": "azure-security-keyvault-keys-java",
"original_path": "java/entra/keyvault-keys",
"source": "microsoft/skills"
},
{
"flat_name": "azure-security-keyvault-secrets-java",
"original_path": "java/entra/keyvault-secrets",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventgrid-java",
"original_path": "java/messaging/eventgrid",
"source": "microsoft/skills"
},
{
"flat_name": "azure-messaging-webpubsub-java",
"original_path": "java/messaging/webpubsub",
"source": "microsoft/skills"
},
{
"flat_name": "azure-eventhub-java",
"original_path": "java/messaging/eventhubs",
"source": "microsoft/skills"
},
{
"flat_name": "azure-data-tables-java",
"original_path": "java/data/tables",
"source": "microsoft/skills"
},
{
"flat_name": "azure-cosmos-java",
"original_path": "java/data/cosmos",
"source": "microsoft/skills"
},
{
"flat_name": "azure-storage-blob-java",
"original_path": "java/data/blob",
"source": "microsoft/skills"
},
{
"flat_name": "wiki-page-writer",
"original_path": "plugins/wiki-page-writer",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-vitepress",
"original_path": "plugins/wiki-vitepress",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-researcher",
"original_path": "plugins/wiki-researcher",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-qa",
"original_path": "plugins/wiki-qa",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-onboarding",
"original_path": "plugins/wiki-onboarding",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-architect",
"original_path": "plugins/wiki-architect",
"source": "microsoft/skills (plugin)"
},
{
"flat_name": "wiki-changelog",
"original_path": "plugins/wiki-changelog",
"source": "microsoft/skills (plugin)"
}
]
}

View File

@@ -1,161 +1,454 @@
const fs = require('fs');
const path = require('path');
const fs = require("fs");
const path = require("path");
const {
listSkillIdsRecursive,
readSkill,
tokenize,
unique,
} = require('../lib/skill-utils');
} = require("../lib/skill-utils");
const ROOT = path.resolve(__dirname, '..');
const SKILLS_DIR = path.join(ROOT, 'skills');
const ROOT = path.resolve(__dirname, "..");
const SKILLS_DIR = path.join(ROOT, "skills");
const STOPWORDS = new Set([
'a', 'an', 'and', 'are', 'as', 'at', 'be', 'but', 'by', 'for', 'from', 'has', 'have', 'in', 'into',
'is', 'it', 'its', 'of', 'on', 'or', 'our', 'out', 'over', 'that', 'the', 'their', 'they', 'this',
'to', 'use', 'when', 'with', 'you', 'your', 'will', 'can', 'if', 'not', 'only', 'also', 'more',
'best', 'practice', 'practices', 'expert', 'specialist', 'focused', 'focus', 'master', 'modern',
'advanced', 'comprehensive', 'production', 'production-ready', 'ready', 'build', 'create', 'deliver',
'design', 'implement', 'implementation', 'strategy', 'strategies', 'patterns', 'pattern', 'workflow',
'workflows', 'guide', 'template', 'templates', 'tool', 'tools', 'project', 'projects', 'support',
'manage', 'management', 'system', 'systems', 'services', 'service', 'across', 'end', 'end-to-end',
'using', 'based', 'ensure', 'ensure', 'help', 'needs', 'need', 'focuses', 'handles', 'builds', 'make',
"a",
"an",
"and",
"are",
"as",
"at",
"be",
"but",
"by",
"for",
"from",
"has",
"have",
"in",
"into",
"is",
"it",
"its",
"of",
"on",
"or",
"our",
"out",
"over",
"that",
"the",
"their",
"they",
"this",
"to",
"use",
"when",
"with",
"you",
"your",
"will",
"can",
"if",
"not",
"only",
"also",
"more",
"best",
"practice",
"practices",
"expert",
"specialist",
"focused",
"focus",
"master",
"modern",
"advanced",
"comprehensive",
"production",
"production-ready",
"ready",
"build",
"create",
"deliver",
"design",
"implement",
"implementation",
"strategy",
"strategies",
"patterns",
"pattern",
"workflow",
"workflows",
"guide",
"template",
"templates",
"tool",
"tools",
"project",
"projects",
"support",
"manage",
"management",
"system",
"systems",
"services",
"service",
"across",
"end",
"end-to-end",
"using",
"based",
"ensure",
"ensure",
"help",
"needs",
"need",
"focuses",
"handles",
"builds",
"make",
]);
const TAG_STOPWORDS = new Set([
'pro', 'expert', 'patterns', 'pattern', 'workflow', 'workflows', 'templates', 'template', 'toolkit',
'tools', 'tool', 'project', 'projects', 'guide', 'management', 'engineer', 'architect', 'developer',
'specialist', 'assistant', 'analysis', 'review', 'reviewer', 'automation', 'orchestration', 'scaffold',
'scaffolding', 'implementation', 'strategy', 'context', 'management', 'feature', 'features', 'smart',
'system', 'systems', 'design', 'development', 'development', 'test', 'testing', 'workflow',
"pro",
"expert",
"patterns",
"pattern",
"workflow",
"workflows",
"templates",
"template",
"toolkit",
"tools",
"tool",
"project",
"projects",
"guide",
"management",
"engineer",
"architect",
"developer",
"specialist",
"assistant",
"analysis",
"review",
"reviewer",
"automation",
"orchestration",
"scaffold",
"scaffolding",
"implementation",
"strategy",
"context",
"management",
"feature",
"features",
"smart",
"system",
"systems",
"design",
"development",
"development",
"test",
"testing",
"workflow",
]);
const CATEGORY_RULES = [
{
name: 'security',
name: "security",
keywords: [
'security', 'sast', 'compliance', 'privacy', 'threat', 'vulnerability', 'owasp', 'pci', 'gdpr',
'secrets', 'risk', 'malware', 'forensics', 'attack', 'incident', 'auth', 'mtls', 'zero', 'trust',
"security",
"sast",
"compliance",
"privacy",
"threat",
"vulnerability",
"owasp",
"pci",
"gdpr",
"secrets",
"risk",
"malware",
"forensics",
"attack",
"incident",
"auth",
"mtls",
"zero",
"trust",
],
},
{
name: 'infrastructure',
name: "infrastructure",
keywords: [
'kubernetes', 'k8s', 'helm', 'terraform', 'cloud', 'network', 'devops', 'gitops', 'prometheus',
'grafana', 'observability', 'monitoring', 'logging', 'tracing', 'deployment', 'istio', 'linkerd',
'service', 'mesh', 'slo', 'sre', 'oncall', 'incident', 'pipeline', 'cicd', 'ci', 'cd', 'kafka',
"kubernetes",
"k8s",
"helm",
"terraform",
"cloud",
"network",
"devops",
"gitops",
"prometheus",
"grafana",
"observability",
"monitoring",
"logging",
"tracing",
"deployment",
"istio",
"linkerd",
"service",
"mesh",
"slo",
"sre",
"oncall",
"incident",
"pipeline",
"cicd",
"ci",
"cd",
"kafka",
],
},
{
name: 'data-ai',
name: "data-ai",
keywords: [
'data', 'database', 'db', 'sql', 'postgres', 'mysql', 'analytics', 'etl', 'warehouse', 'dbt',
'ml', 'ai', 'llm', 'rag', 'vector', 'embedding', 'spark', 'airflow', 'cdc', 'pipeline',
"data",
"database",
"db",
"sql",
"postgres",
"mysql",
"analytics",
"etl",
"warehouse",
"dbt",
"ml",
"ai",
"llm",
"rag",
"vector",
"embedding",
"spark",
"airflow",
"cdc",
"pipeline",
],
},
{
name: 'development',
name: "development",
keywords: [
'python', 'javascript', 'typescript', 'java', 'golang', 'go', 'rust', 'csharp', 'dotnet', 'php',
'ruby', 'node', 'react', 'frontend', 'backend', 'mobile', 'ios', 'android', 'flutter', 'fastapi',
'django', 'nextjs', 'vue', 'api',
"python",
"javascript",
"typescript",
"java",
"golang",
"go",
"rust",
"csharp",
"dotnet",
"php",
"ruby",
"node",
"react",
"frontend",
"backend",
"mobile",
"ios",
"android",
"flutter",
"fastapi",
"django",
"nextjs",
"vue",
"api",
],
},
{
name: 'architecture',
name: "architecture",
keywords: [
'architecture', 'c4', 'microservices', 'event', 'cqrs', 'saga', 'domain', 'ddd', 'patterns',
'decision', 'adr',
"architecture",
"c4",
"microservices",
"event",
"cqrs",
"saga",
"domain",
"ddd",
"patterns",
"decision",
"adr",
],
},
{
name: 'testing',
keywords: ['testing', 'tdd', 'unit', 'e2e', 'qa', 'test'],
name: "testing",
keywords: ["testing", "tdd", "unit", "e2e", "qa", "test"],
},
{
name: 'business',
name: "business",
keywords: [
'business', 'market', 'sales', 'finance', 'startup', 'legal', 'hr', 'product', 'customer', 'seo',
'marketing', 'kpi', 'contract', 'employment',
"business",
"market",
"sales",
"finance",
"startup",
"legal",
"hr",
"product",
"customer",
"seo",
"marketing",
"kpi",
"contract",
"employment",
],
},
{
name: 'workflow',
keywords: ['workflow', 'orchestration', 'conductor', 'automation', 'process', 'collaboration'],
name: "workflow",
keywords: [
"workflow",
"orchestration",
"conductor",
"automation",
"process",
"collaboration",
],
},
];
const BUNDLE_RULES = {
'core-dev': {
description: 'Core development skills across languages, frameworks, and backend/frontend fundamentals.',
"core-dev": {
description:
"Core development skills across languages, frameworks, and backend/frontend fundamentals.",
keywords: [
'python', 'javascript', 'typescript', 'go', 'golang', 'rust', 'java', 'node', 'frontend', 'backend',
'react', 'fastapi', 'django', 'nextjs', 'api', 'mobile', 'ios', 'android', 'flutter', 'php', 'ruby',
"python",
"javascript",
"typescript",
"go",
"golang",
"rust",
"java",
"node",
"frontend",
"backend",
"react",
"fastapi",
"django",
"nextjs",
"api",
"mobile",
"ios",
"android",
"flutter",
"php",
"ruby",
],
},
'security-core': {
description: 'Security, privacy, and compliance essentials.',
"security-core": {
description: "Security, privacy, and compliance essentials.",
keywords: [
'security', 'sast', 'compliance', 'threat', 'risk', 'privacy', 'secrets', 'owasp', 'gdpr', 'pci',
'vulnerability', 'auth',
"security",
"sast",
"compliance",
"threat",
"risk",
"privacy",
"secrets",
"owasp",
"gdpr",
"pci",
"vulnerability",
"auth",
],
},
'k8s-core': {
description: 'Kubernetes and service mesh essentials.',
keywords: ['kubernetes', 'k8s', 'helm', 'istio', 'linkerd', 'service', 'mesh'],
},
'data-core': {
description: 'Data engineering and analytics foundations.',
"k8s-core": {
description: "Kubernetes and service mesh essentials.",
keywords: [
'data', 'database', 'sql', 'dbt', 'airflow', 'spark', 'analytics', 'etl', 'warehouse', 'postgres',
'mysql', 'kafka',
"kubernetes",
"k8s",
"helm",
"istio",
"linkerd",
"service",
"mesh",
],
},
'ops-core': {
description: 'Operations, observability, and delivery pipelines.',
"data-core": {
description: "Data engineering and analytics foundations.",
keywords: [
'observability', 'monitoring', 'logging', 'tracing', 'prometheus', 'grafana', 'devops', 'gitops',
'deployment', 'cicd', 'pipeline', 'slo', 'sre', 'incident',
"data",
"database",
"sql",
"dbt",
"airflow",
"spark",
"analytics",
"etl",
"warehouse",
"postgres",
"mysql",
"kafka",
],
},
"ops-core": {
description: "Operations, observability, and delivery pipelines.",
keywords: [
"observability",
"monitoring",
"logging",
"tracing",
"prometheus",
"grafana",
"devops",
"gitops",
"deployment",
"cicd",
"pipeline",
"slo",
"sre",
"incident",
],
},
};
const CURATED_COMMON = [
'bash-pro',
'python-pro',
'javascript-pro',
'typescript-pro',
'golang-pro',
'rust-pro',
'java-pro',
'frontend-developer',
'backend-architect',
'nodejs-backend-patterns',
'fastapi-pro',
'api-design-principles',
'sql-pro',
'database-architect',
'kubernetes-architect',
'terraform-specialist',
'observability-engineer',
'security-auditor',
'sast-configuration',
'gitops-workflow',
"bash-pro",
"python-pro",
"javascript-pro",
"typescript-pro",
"golang-pro",
"rust-pro",
"java-pro",
"frontend-developer",
"backend-architect",
"nodejs-backend-patterns",
"fastapi-pro",
"api-design-principles",
"sql-pro",
"database-architect",
"kubernetes-architect",
"terraform-specialist",
"observability-engineer",
"security-auditor",
"sast-configuration",
"gitops-workflow",
];
function normalizeTokens(tokens) {
return unique(tokens.map(token => token.toLowerCase())).filter(Boolean);
return unique(tokens.map((token) => token.toLowerCase())).filter(Boolean);
}
function deriveTags(skill) {
let tags = Array.isArray(skill.tags) ? skill.tags : [];
tags = tags.map(tag => tag.toLowerCase()).filter(Boolean);
tags = tags.map((tag) => tag.toLowerCase()).filter(Boolean);
if (!tags.length) {
tags = skill.id
.split('-')
.map(tag => tag.toLowerCase())
.filter(tag => tag && !TAG_STOPWORDS.has(tag));
.split("-")
.map((tag) => tag.toLowerCase())
.filter((tag) => tag && !TAG_STOPWORDS.has(tag));
}
return normalizeTokens(tags);
@@ -177,17 +470,18 @@ function detectCategory(skill, tags) {
}
}
return 'general';
return "general";
}
function buildTriggers(skill, tags) {
const tokens = tokenize(`${skill.name} ${skill.description}`)
.filter(token => token.length >= 2 && !STOPWORDS.has(token));
const tokens = tokenize(`${skill.name} ${skill.description}`).filter(
(token) => token.length >= 2 && !STOPWORDS.has(token),
);
return unique([...tags, ...tokens]).slice(0, 12);
}
function buildAliases(skills) {
const existingIds = new Set(skills.map(skill => skill.id));
const existingIds = new Set(skills.map((skill) => skill.id));
const aliases = {};
const used = new Set();
@@ -200,7 +494,7 @@ function buildAliases(skills) {
}
}
const tokens = skill.id.split('-').filter(Boolean);
const tokens = skill.id.split("-").filter(Boolean);
if (skill.id.length < 28 || tokens.length < 4) continue;
const deduped = [];
@@ -211,10 +505,11 @@ function buildAliases(skills) {
deduped.push(token);
}
const aliasTokens = deduped.length > 3
? [deduped[0], deduped[1], deduped[deduped.length - 1]]
: deduped;
const alias = unique(aliasTokens).join('-');
const aliasTokens =
deduped.length > 3
? [deduped[0], deduped[1], deduped[deduped.length - 1]]
: deduped;
const alias = unique(aliasTokens).join("-");
if (!alias || alias === skill.id) continue;
if (existingIds.has(alias) || used.has(alias)) continue;
@@ -241,11 +536,11 @@ function buildBundles(skills) {
for (const [bundleName, rule] of Object.entries(BUNDLE_RULES)) {
const bundleSkills = [];
const keywords = rule.keywords.map(keyword => keyword.toLowerCase());
const keywords = rule.keywords.map((keyword) => keyword.toLowerCase());
for (const skill of skills) {
const tokenSet = skillTokens.get(skill.id) || new Set();
if (keywords.some(keyword => tokenSet.has(keyword))) {
if (keywords.some((keyword) => tokenSet.has(keyword))) {
bundleSkills.push(skill.id);
}
}
@@ -256,49 +551,58 @@ function buildBundles(skills) {
};
}
const common = CURATED_COMMON.filter(skillId => skillTokens.has(skillId));
const common = CURATED_COMMON.filter((skillId) => skillTokens.has(skillId));
return { bundles, common };
}
function truncate(value, limit) {
if (!value || value.length <= limit) return value || '';
if (!value || value.length <= limit) return value || "";
return `${value.slice(0, limit - 3)}...`;
}
function renderCatalogMarkdown(catalog) {
const lines = [];
lines.push('# Skill Catalog');
lines.push('');
lines.push("# Skill Catalog");
lines.push("");
lines.push(`Generated at: ${catalog.generatedAt}`);
lines.push('');
lines.push("");
lines.push(`Total skills: ${catalog.total}`);
lines.push('');
lines.push("");
const categories = Array.from(new Set(catalog.skills.map(skill => skill.category))).sort();
const categories = Array.from(
new Set(catalog.skills.map((skill) => skill.category)),
).sort();
for (const category of categories) {
const grouped = catalog.skills.filter(skill => skill.category === category);
const grouped = catalog.skills.filter(
(skill) => skill.category === category,
);
lines.push(`## ${category} (${grouped.length})`);
lines.push('');
lines.push('| Skill | Description | Tags | Triggers |');
lines.push('| --- | --- | --- | --- |');
lines.push("");
lines.push("| Skill | Description | Tags | Triggers |");
lines.push("| --- | --- | --- | --- |");
for (const skill of grouped) {
const description = truncate(skill.description, 160).replace(/\|/g, '\\|');
const tags = skill.tags.join(', ');
const triggers = skill.triggers.join(', ');
lines.push(`| \`${skill.id}\` | ${description} | ${tags} | ${triggers} |`);
const description = truncate(skill.description, 160).replace(
/\|/g,
"\\|",
);
const tags = skill.tags.join(", ");
const triggers = skill.triggers.join(", ");
lines.push(
`| \`${skill.id}\` | ${description} | ${tags} | ${triggers} |`,
);
}
lines.push('');
lines.push("");
}
return lines.join('\n');
return lines.join("\n");
}
function buildCatalog() {
const skillRelPaths = listSkillIdsRecursive(SKILLS_DIR);
const skills = skillRelPaths.map(relPath => readSkill(SKILLS_DIR, relPath));
const skills = skillRelPaths.map((relPath) => readSkill(SKILLS_DIR, relPath));
const catalogSkills = [];
for (const skill of skills) {
@@ -318,26 +622,32 @@ function buildCatalog() {
}
const catalog = {
generatedAt: process.env.SOURCE_DATE_EPOCH
? new Date(process.env.SOURCE_DATE_EPOCH * 1000).toISOString()
: (process.env.CI ? '2026-02-08T00:00:00.000Z' : new Date().toISOString()),
generatedAt: process.env.SOURCE_DATE_EPOCH
? new Date(process.env.SOURCE_DATE_EPOCH * 1000).toISOString()
: "2026-02-08T00:00:00.000Z",
total: catalogSkills.length,
skills: catalogSkills.sort((a, b) => (a.id < b.id ? -1 : a.id > b.id ? 1 : 0)),
skills: catalogSkills.sort((a, b) =>
a.id < b.id ? -1 : a.id > b.id ? 1 : 0,
),
};
const aliases = buildAliases(catalog.skills);
const bundleData = buildBundles(catalog.skills);
const catalogPath = path.join(ROOT, 'data', 'catalog.json');
const catalogMarkdownPath = path.join(ROOT, 'CATALOG.md');
const bundlesPath = path.join(ROOT, 'data', 'bundles.json');
const aliasesPath = path.join(ROOT, 'data', 'aliases.json');
const catalogPath = path.join(ROOT, "data", "catalog.json");
const catalogMarkdownPath = path.join(ROOT, "CATALOG.md");
const bundlesPath = path.join(ROOT, "data", "bundles.json");
const aliasesPath = path.join(ROOT, "data", "aliases.json");
fs.writeFileSync(catalogPath, JSON.stringify(catalog, null, 2));
fs.writeFileSync(catalogMarkdownPath, renderCatalogMarkdown(catalog));
fs.writeFileSync(
bundlesPath,
JSON.stringify({ generatedAt: catalog.generatedAt, ...bundleData }, null, 2),
JSON.stringify(
{ generatedAt: catalog.generatedAt, ...bundleData },
null,
2,
),
);
fs.writeFileSync(
aliasesPath,

View File

@@ -1,285 +1,293 @@
#!/usr/bin/env python3
"""
Sync Microsoft Skills Repository - v3
Preserves original structure from skills/ directory and handles all locations
Sync Microsoft Skills Repository - v4 (Flat Structure)
Reads each SKILL.md frontmatter 'name' field and uses it as a flat directory
name under skills/ to comply with the repository's indexing conventions.
"""
import re
import shutil
import subprocess
import tempfile
from pathlib import Path
import json
from pathlib import Path
MS_REPO = "https://github.com/microsoft/skills.git"
TARGET_DIR = Path(__file__).parent.parent / "skills"
REPO_ROOT = Path(__file__).parent.parent
TARGET_DIR = REPO_ROOT / "skills"
DOCS_DIR = REPO_ROOT / "docs"
def clone_repo(temp_dir: Path):
"""Clone Microsoft skills repository"""
"""Clone Microsoft skills repository (shallow)."""
print("🔄 Cloning Microsoft Skills repository...")
subprocess.run(
["git", "clone", "--depth", "1", MS_REPO, str(temp_dir)],
check=True
check=True,
)
def find_all_skills(source_dir: Path):
"""Find all SKILL.md files in the repository"""
all_skills = {}
# Search in .github/skills/
github_skills = source_dir / ".github" / "skills"
if github_skills.exists():
for skill_dir in github_skills.iterdir():
if skill_dir.is_dir() and (skill_dir / "SKILL.md").exists():
all_skills[skill_dir.name] = skill_dir
# Search in .github/plugins/
github_plugins = source_dir / ".github" / "plugins"
if github_plugins.exists():
for skill_file in github_plugins.rglob("SKILL.md"):
skill_dir = skill_file.parent
skill_name = skill_dir.name
if skill_name not in all_skills:
all_skills[skill_name] = skill_dir
return all_skills
def sync_skills_preserve_structure(source_dir: Path, target_dir: Path):
def extract_skill_name(skill_md_path: Path) -> str | None:
"""Extract the 'name' field from SKILL.md YAML frontmatter."""
try:
content = skill_md_path.read_text(encoding="utf-8")
except Exception:
return None
fm_match = re.search(r"^---\s*\n(.*?)\n---", content, re.DOTALL)
if not fm_match:
return None
for line in fm_match.group(1).splitlines():
match = re.match(r"^name:\s*(.+)$", line)
if match:
value = match.group(1).strip().strip("\"'")
if value:
return value
return None
def generate_fallback_name(relative_path: Path) -> str:
"""
Sync skills preserving the original skills/ directory structure.
This is better than auto-categorization since MS already organized them.
Generate a fallback directory name when frontmatter 'name' is missing.
Converts a path like 'dotnet/compute/botservice' to 'ms-dotnet-compute-botservice'.
"""
parts = [p for p in relative_path.parts if p]
return "ms-" + "-".join(parts)
def find_skills_in_directory(source_dir: Path):
"""
Walk the Microsoft repo's skills/ directory (which uses symlinks)
and resolve each to its actual SKILL.md content.
Returns list of dicts: {relative_path, skill_md_path, source_dir}.
"""
skills_source = source_dir / "skills"
results = []
if not skills_source.exists():
print(" ⚠️ skills/ directory not found, will use flat structure")
return sync_skills_flat(source_dir, target_dir)
# First, find all actual skill content
all_skills = find_all_skills(source_dir)
print(f" 📂 Found {len(all_skills)} total skills in repository")
synced_count = 0
skill_metadata = []
# Walk through the skills/ directory structure
return results
for item in skills_source.rglob("*"):
# Skip non-directories
if not item.is_dir():
continue
# Check if this directory (or its symlink target) contains a SKILL.md
skill_md = None
skill_source_dir = None
# If it's a symlink, resolve it
actual_dir = None
if item.is_symlink():
try:
resolved = item.resolve()
if (resolved / "SKILL.md").exists():
skill_md = resolved / "SKILL.md"
skill_source_dir = resolved
except:
actual_dir = resolved
except Exception:
continue
elif (item / "SKILL.md").exists():
skill_md = item / "SKILL.md"
skill_source_dir = item
actual_dir = item
if skill_md is None:
continue
# Get relative path from skills/ directory - this preserves MS's organization
try:
relative_path = item.relative_to(skills_source)
except ValueError:
# Shouldn't happen, but handle it
continue
# Create target directory preserving structure
target_skill_dir = target_dir / "official" / "microsoft" / relative_path
target_skill_dir.mkdir(parents=True, exist_ok=True)
# Copy SKILL.md
shutil.copy2(skill_md, target_skill_dir / "SKILL.md")
# Copy other files from the actual skill directory
for file_item in skill_source_dir.iterdir():
if file_item.name != "SKILL.md" and file_item.is_file():
shutil.copy2(file_item, target_skill_dir / file_item.name)
# Collect metadata
skill_metadata.append({
"path": str(relative_path),
"name": item.name,
"category": str(relative_path.parent),
"source": str(skill_source_dir.relative_to(source_dir))
})
synced_count += 1
print(f" ✅ Synced: {relative_path}")
# Also sync any skills from .github/plugins that aren't symlinked in skills/
plugin_skills = find_plugin_skills(source_dir, skill_metadata)
if plugin_skills:
print(f"\n 📦 Found {len(plugin_skills)} additional plugin skills")
for plugin_skill in plugin_skills:
target_skill_dir = target_dir / "official" / "microsoft" / "plugins" / plugin_skill['name']
target_skill_dir.mkdir(parents=True, exist_ok=True)
# Copy SKILL.md
shutil.copy2(plugin_skill['source'] / "SKILL.md", target_skill_dir / "SKILL.md")
# Copy other files
for file_item in plugin_skill['source'].iterdir():
if file_item.name != "SKILL.md" and file_item.is_file():
shutil.copy2(file_item, target_skill_dir / file_item.name)
skill_metadata.append({
"path": f"plugins/{plugin_skill['name']}",
"name": plugin_skill['name'],
"category": "plugins",
"source": str(plugin_skill['source'].relative_to(source_dir))
})
synced_count += 1
print(f" ✅ Synced: plugins/{plugin_skill['name']}")
return synced_count, skill_metadata
def find_plugin_skills(source_dir: Path, already_synced: list):
"""Find plugin skills that haven't been synced yet"""
synced_names = {s['name'] for s in already_synced}
plugin_skills = []
results.append({
"relative_path": relative_path,
"skill_md": skill_md,
"source_dir": actual_dir,
})
return results
def find_plugin_skills(source_dir: Path, already_synced_names: set):
"""Find plugin skills in .github/plugins/ that haven't been synced yet."""
results = []
github_plugins = source_dir / ".github" / "plugins"
if github_plugins.exists():
for skill_file in github_plugins.rglob("SKILL.md"):
skill_dir = skill_file.parent
skill_name = skill_dir.name
if skill_name not in synced_names:
plugin_skills.append({
'name': skill_name,
'source': skill_dir
})
return plugin_skills
if not github_plugins.exists():
return results
for skill_file in github_plugins.rglob("SKILL.md"):
skill_dir = skill_file.parent
skill_name = skill_dir.name
if skill_name not in already_synced_names:
results.append({
"relative_path": Path("plugins") / skill_name,
"skill_md": skill_file,
"source_dir": skill_dir,
})
return results
def sync_skills_flat(source_dir: Path, target_dir: Path):
"""Fallback: sync all skills in a flat structure"""
all_skills = find_all_skills(source_dir)
"""
Sync all Microsoft skills into a flat structure under skills/.
Uses frontmatter 'name' as directory name, with collision detection.
"""
all_skill_entries = find_skills_in_directory(source_dir)
print(f" 📂 Found {len(all_skill_entries)} skills in skills/ directory")
synced_count = 0
skill_metadata = []
for skill_name, skill_dir in all_skills.items():
target_skill_dir = target_dir / "official" / "microsoft" / skill_name
# name -> original relative_path (for collision logging)
used_names: dict[str, str] = {}
for entry in all_skill_entries:
skill_name = extract_skill_name(entry["skill_md"])
if not skill_name:
skill_name = generate_fallback_name(entry["relative_path"])
print(
f" ⚠️ No frontmatter name for {entry['relative_path']}, using fallback: {skill_name}")
# Collision detection
if skill_name in used_names:
original = used_names[skill_name]
print(
f" ⚠️ Name collision '{skill_name}': {entry['relative_path']} vs {original}")
# Append language prefix from path to disambiguate
lang = entry["relative_path"].parts[0] if entry["relative_path"].parts else "unknown"
skill_name = f"{skill_name}-{lang}"
print(f" Resolved to: {skill_name}")
used_names[skill_name] = str(entry["relative_path"])
# Create flat target directory
target_skill_dir = target_dir / skill_name
target_skill_dir.mkdir(parents=True, exist_ok=True)
# Copy SKILL.md
shutil.copy2(skill_dir / "SKILL.md", target_skill_dir / "SKILL.md")
# Copy other files
for item in skill_dir.iterdir():
if item.name != "SKILL.md" and item.is_file():
shutil.copy2(item, target_skill_dir / item.name)
shutil.copy2(entry["skill_md"], target_skill_dir / "SKILL.md")
# Copy other files from the skill directory
for file_item in entry["source_dir"].iterdir():
if file_item.name != "SKILL.md" and file_item.is_file():
shutil.copy2(file_item, target_skill_dir / file_item.name)
skill_metadata.append({
"path": skill_name,
"name": skill_name,
"category": "root"
"flat_name": skill_name,
"original_path": str(entry["relative_path"]),
"source": "microsoft/skills",
})
synced_count += 1
print(f"Synced: {skill_name}")
print(f"{entry['relative_path']} → skills/{skill_name}/")
# Sync plugin skills
synced_names = set(used_names.keys())
plugin_entries = find_plugin_skills(
source_dir, {e["source_dir"].name for e in all_skill_entries})
if plugin_entries:
print(f"\n 📦 Found {len(plugin_entries)} additional plugin skills")
for entry in plugin_entries:
skill_name = extract_skill_name(entry["skill_md"])
if not skill_name:
skill_name = entry["source_dir"].name
if skill_name in synced_names:
skill_name = f"{skill_name}-plugin"
synced_names.add(skill_name)
target_skill_dir = target_dir / skill_name
target_skill_dir.mkdir(parents=True, exist_ok=True)
shutil.copy2(entry["skill_md"], target_skill_dir / "SKILL.md")
for file_item in entry["source_dir"].iterdir():
if file_item.name != "SKILL.md" and file_item.is_file():
shutil.copy2(file_item, target_skill_dir / file_item.name)
skill_metadata.append({
"flat_name": skill_name,
"original_path": str(entry["relative_path"]),
"source": "microsoft/skills (plugin)",
})
synced_count += 1
print(f"{entry['relative_path']} → skills/{skill_name}/")
return synced_count, skill_metadata
def create_attribution_file(target_dir: Path, metadata: list):
"""Create attribution and metadata file"""
def save_attribution(metadata: list):
"""Save attribution metadata to docs/."""
DOCS_DIR.mkdir(parents=True, exist_ok=True)
attribution = {
"source": "microsoft/skills",
"repository": "https://github.com/microsoft/skills",
"license": "MIT",
"synced_skills": len(metadata),
"structure": "flat (frontmatter name as directory name)",
"skills": metadata,
"note": "Symlinks resolved and content copied for compatibility. Original directory structure preserved."
}
ms_dir = target_dir / "official" / "microsoft"
ms_dir.mkdir(parents=True, exist_ok=True)
with open(ms_dir / "ATTRIBUTION.json", "w") as f:
with open(DOCS_DIR / "microsoft-skills-attribution.json", "w") as f:
json.dump(attribution, f, indent=2)
def copy_documentation(source_dir: Path, target_dir: Path):
"""Copy LICENSE and README files"""
ms_dir = target_dir / "official" / "microsoft"
ms_dir.mkdir(parents=True, exist_ok=True)
def copy_license(source_dir: Path):
"""Copy the Microsoft LICENSE to docs/."""
DOCS_DIR.mkdir(parents=True, exist_ok=True)
if (source_dir / "LICENSE").exists():
shutil.copy2(source_dir / "LICENSE", ms_dir / "LICENSE")
if (source_dir / "README.md").exists():
shutil.copy2(source_dir / "README.md", ms_dir / "README-MICROSOFT.md")
shutil.copy2(source_dir / "LICENSE", DOCS_DIR / "LICENSE-MICROSOFT")
def main():
"""Main sync function"""
print("🚀 Microsoft Skills Sync Script v3")
print("=" * 50)
"""Main sync function."""
print("🚀 Microsoft Skills Sync Script v4 (Flat Structure)")
print("=" * 55)
with tempfile.TemporaryDirectory() as temp_dir:
temp_path = Path(temp_dir)
try:
# Clone repository
clone_repo(temp_path)
# Create target directory
TARGET_DIR.mkdir(parents=True, exist_ok=True)
# Sync skills (preserving structure)
print("\n🔗 Resolving symlinks and preserving directory structure...")
count, metadata = sync_skills_preserve_structure(temp_path, TARGET_DIR)
# Copy documentation
print("\n📄 Copying documentation...")
copy_documentation(temp_path, TARGET_DIR)
# Create attribution file
print("📝 Creating attribution metadata...")
create_attribution_file(TARGET_DIR, metadata)
print(f"\n✨ Success! Synced {count} Microsoft skills")
print(f"📁 Location: {TARGET_DIR / 'official' / 'microsoft'}")
# Show structure summary
ms_dir = TARGET_DIR / "official" / "microsoft"
categories = set()
print("\n🔗 Resolving symlinks and flattening into skills/<name>/...")
count, metadata = sync_skills_flat(temp_path, TARGET_DIR)
print("\n📄 Saving attribution...")
save_attribution(metadata)
copy_license(temp_path)
print(
f"\n✨ Success! Synced {count} Microsoft skills (flat structure)")
print(f"📁 Location: {TARGET_DIR}/")
# Show summary of languages
languages = set()
for skill in metadata:
cat = skill.get('category', 'root')
if cat != 'root':
categories.add(cat.split('/')[0] if '/' in cat else cat)
parts = skill["original_path"].split("/")
if len(parts) >= 1 and parts[0] != "plugins":
languages.add(parts[0])
print(f"\n📊 Organization:")
print(f" Total skills: {count}")
print(f" Categories: {', '.join(sorted(categories)[:10])}")
if len(categories) > 10:
print(f" ... and {len(categories) - 10} more")
print(f" Languages: {', '.join(sorted(languages))}")
print("\n📋 Next steps:")
print("1. Review synced skills")
print("2. Run: npm run validate")
print("3. Update CATALOG.md")
print("4. Update docs/SOURCES.md")
print("5. Commit changes and create PR")
print("1. Delete old skills/official/ directory (if it exists)")
print("2. Run: npm run build")
print("3. Commit changes and create PR")
except Exception as e:
print(f"\n❌ Error: {e}")
import traceback
traceback.print_exc()
return 1
return 0
if __name__ == "__main__":
exit(main())
exit(main())

View File

@@ -1,149 +1,98 @@
#!/usr/bin/env python3
"""
Debug script to inspect Microsoft Skills repository structure - v2
Handles all skill locations including plugins
Inspect Microsoft Skills Repository Structure
Shows the repository layout, skill locations, and what flat names would be generated.
"""
import re
import subprocess
import tempfile
from pathlib import Path
MS_REPO = "https://github.com/microsoft/skills.git"
def extract_skill_name(skill_md_path: Path) -> str | None:
"""Extract the 'name' field from SKILL.md YAML frontmatter."""
try:
content = skill_md_path.read_text(encoding="utf-8")
except Exception:
return None
fm_match = re.search(r"^---\s*\n(.*?)\n---", content, re.DOTALL)
if not fm_match:
return None
for line in fm_match.group(1).splitlines():
match = re.match(r"^name:\s*(.+)$", line)
if match:
value = match.group(1).strip().strip("\"'")
if value:
return value
return None
def inspect_repo():
"""Inspect the Microsoft skills repository structure"""
"""Inspect the Microsoft skills repository structure."""
print("🔍 Inspecting Microsoft Skills Repository Structure")
print("=" * 60)
with tempfile.TemporaryDirectory() as temp_dir:
temp_path = Path(temp_dir)
print("\n1⃣ Cloning repository...")
subprocess.run(
["git", "clone", "--depth", "1", MS_REPO, str(temp_path)],
check=True,
capture_output=True
capture_output=True,
)
print("\n2⃣ Repository structure:")
print("\nTop-level directories:")
for item in temp_path.iterdir():
if item.is_dir():
print(f" 📁 {item.name}/")
# Check .github/skills
github_skills = temp_path / ".github" / "skills"
if github_skills.exists():
skill_dirs = [d for d in github_skills.iterdir() if d.is_dir()]
print(f"\n3⃣ Found {len(skill_dirs)} directories in .github/skills/:")
for skill_dir in skill_dirs[:5]:
has_skill_md = (skill_dir / "SKILL.md").exists()
print(f" {'' if has_skill_md else ''} {skill_dir.name}")
if len(skill_dirs) > 5:
print(f" ... and {len(skill_dirs) - 5} more")
# Check .github/plugins
github_plugins = temp_path / ".github" / "plugins"
if github_plugins.exists():
plugin_skills = list(github_plugins.rglob("SKILL.md"))
print(f"\n🔌 Found {len(plugin_skills)} plugin skills in .github/plugins/:")
for skill_file in plugin_skills[:5]:
try:
rel_path = skill_file.relative_to(github_plugins)
print(f"{rel_path}")
except ValueError:
print(f"{skill_file.name}")
if len(plugin_skills) > 5:
print(f" ... and {len(plugin_skills) - 5} more")
# Check skills directory
skills_dir = temp_path / "skills"
if skills_dir.exists():
print(f"\n4⃣ Checking skills/ directory structure:")
# Count items
all_items = list(skills_dir.rglob("*"))
symlink_dirs = [s for s in all_items if s.is_symlink() and s.is_dir()]
symlink_files = [s for s in all_items if s.is_symlink() and not s.is_dir()]
regular_dirs = [s for s in all_items if s.is_dir() and not s.is_symlink()]
print(f" Total items: {len(all_items)}")
print(f" Regular directories: {len(regular_dirs)}")
print(f" Symlinked directories: {len(symlink_dirs)}")
print(f" Symlinked files: {len(symlink_files)}")
# Show directory structure
print(f"\n Top-level categories in skills/:")
for item in skills_dir.iterdir():
if item.is_dir():
# Count subdirs
subdirs = [d for d in item.iterdir() if d.is_dir()]
print(f" 📁 {item.name}/ ({len(subdirs)} items)")
if symlink_dirs:
print(f"\n Sample symlinked directories:")
for symlink in symlink_dirs[:5]:
try:
target = symlink.resolve()
relative = symlink.relative_to(skills_dir)
target_name = target.name if target.exists() else "broken"
print(f" {relative}{target_name}")
except:
pass
# Check for all SKILL.md files
print(f"\n5⃣ Comprehensive SKILL.md search:")
# Find all SKILL.md files
all_skill_mds = list(temp_path.rglob("SKILL.md"))
print(f" Total SKILL.md files found: {len(all_skill_mds)}")
# Categorize by location
locations = {}
for skill_md in all_skill_mds:
print(f"\n2 Total SKILL.md files found: {len(all_skill_mds)}")
# Show flat name mapping
print(f"\n3⃣ Flat Name Mapping (frontmatter 'name' → directory name):")
print("-" * 60)
names_seen: dict[str, list[str]] = {}
for skill_md in sorted(all_skill_mds, key=lambda p: str(p)):
try:
if ".github/skills" in str(skill_md):
loc = ".github/skills"
elif ".github/plugins" in str(skill_md):
loc = ".github/plugins"
elif "/skills/" in str(skill_md):
loc = "skills/ (structure)"
else:
loc = "other"
locations[loc] = locations.get(loc, 0) + 1
except:
pass
print(f"\n Distribution by location:")
for loc, count in sorted(locations.items()):
print(f" {loc}: {count}")
# Show sample skills from each major category
print(f"\n6️⃣ Sample skills by category:")
if skills_dir.exists():
for category in list(skills_dir.iterdir())[:3]:
if category.is_dir():
skills_in_cat = [s for s in category.rglob("*") if s.is_dir() and (s.is_symlink() or (s / "SKILL.md").exists())]
print(f"\n {category.name}/ ({len(skills_in_cat)} skills):")
for skill in skills_in_cat[:3]:
try:
rel = skill.relative_to(skills_dir)
print(f" - {rel}")
except:
pass
print("\n7⃣ Recommendations:")
print(" ✅ Preserve skills/ directory structure (Microsoft's organization)")
print(" ✅ Resolve symlinks to actual content in .github/skills/")
print(" ✅ Include plugin skills from .github/plugins/")
print(" ✅ This gives you the cleanest, most maintainable structure")
rel = skill_md.parent.relative_to(temp_path)
except ValueError:
rel = skill_md.parent
name = extract_skill_name(skill_md)
display_name = name if name else f"(no name → ms-{'-'.join(rel.parts[1:])})"
print(f" {rel}{display_name}")
effective_name = name if name else f"ms-{'-'.join(rel.parts[1:])}"
if effective_name not in names_seen:
names_seen[effective_name] = []
names_seen[effective_name].append(str(rel))
# Collision check
collisions = {n: paths for n, paths in names_seen.items()
if len(paths) > 1}
if collisions:
print(f"\n4️⃣ ⚠️ Name Collisions Detected ({len(collisions)}):")
for name, paths in collisions.items():
print(f" '{name}':")
for p in paths:
print(f" - {p}")
else:
print(
f"\n4⃣ ✅ No name collisions — all {len(names_seen)} names are unique!")
print("\n✨ Inspection complete!")
if __name__ == "__main__":
try:
inspect_repo()
except Exception as e:
print(f"\n❌ Error: {e}")
import traceback
traceback.print_exc()
traceback.print_exc()

View File

@@ -1,9 +1,10 @@
#!/usr/bin/env python3
"""
Test Script: Verify Microsoft Skills Sync Coverage
Tests all possible skill locations and structures
Test Script: Verify Microsoft Skills Sync Coverage and Flat Name Uniqueness
Ensures all skills are captured and no directory name collisions exist.
"""
import re
import subprocess
import tempfile
from pathlib import Path
@@ -11,204 +12,177 @@ from collections import defaultdict
MS_REPO = "https://github.com/microsoft/skills.git"
def extract_skill_name(skill_md_path: Path) -> str | None:
"""Extract the 'name' field from SKILL.md YAML frontmatter."""
try:
content = skill_md_path.read_text(encoding="utf-8")
except Exception:
return None
fm_match = re.search(r"^---\s*\n(.*?)\n---", content, re.DOTALL)
if not fm_match:
return None
for line in fm_match.group(1).splitlines():
match = re.match(r"^name:\s*(.+)$", line)
if match:
value = match.group(1).strip().strip("\"'")
if value:
return value
return None
def analyze_skill_locations():
"""
Comprehensive analysis of all skill locations in Microsoft repo.
Verifies that v3 script will catch everything.
Verifies flat name uniqueness and coverage.
"""
print("🔬 Comprehensive Skill Location Analysis")
print("🔬 Comprehensive Skill Coverage & Uniqueness Analysis")
print("=" * 60)
with tempfile.TemporaryDirectory() as temp_dir:
temp_path = Path(temp_dir)
print("\n1⃣ Cloning repository...")
subprocess.run(
["git", "clone", "--depth", "1", MS_REPO, str(temp_path)],
check=True,
capture_output=True
capture_output=True,
)
# Find ALL SKILL.md files in the entire repo
# Find ALL SKILL.md files
all_skill_files = list(temp_path.rglob("SKILL.md"))
print(f"\n2⃣ Total SKILL.md files found: {len(all_skill_files)}")
# Categorize by location type
# Categorize by location
location_types = defaultdict(list)
for skill_file in all_skill_files:
skill_dir = skill_file.parent
# Determine location type
if ".github/skills" in str(skill_file):
path_str = str(skill_file)
if ".github/skills" in path_str:
location_types["github_skills"].append(skill_file)
elif ".github/plugins" in str(skill_file):
elif ".github/plugins" in path_str:
location_types["github_plugins"].append(skill_file)
elif "/skills/" in str(skill_file):
# This is in the skills/ directory structure
# Check if it's via symlink or actual file
try:
skills_root = temp_path / "skills"
if skills_root in skill_file.parents:
# This skill is somewhere under skills/
# But is it a symlink or actual?
if skill_dir.is_symlink():
location_types["skills_symlinked"].append(skill_file)
else:
# Check if any parent is a symlink
has_symlink_parent = False
for parent in skill_file.parents:
if parent == skills_root:
break
if parent.is_symlink():
has_symlink_parent = True
break
if has_symlink_parent:
location_types["skills_via_symlink_parent"].append(skill_file)
else:
location_types["skills_direct"].append(skill_file)
except:
location_types["unknown"].append(skill_file)
elif "/skills/" in path_str:
location_types["skills_dir"].append(skill_file)
else:
location_types["other"].append(skill_file)
# Display results
print("\n3⃣ Skills by Location Type:")
print("-" * 60)
for loc_type, files in sorted(location_types.items()):
print(f"\n 📍 {loc_type}: {len(files)} skills")
if len(files) <= 5:
for f in files:
try:
rel = f.relative_to(temp_path)
print(f" - {rel}")
except:
print(f" - {f.name}")
else:
for f in files[:3]:
try:
rel = f.relative_to(temp_path)
print(f" - {rel}")
except:
print(f" - {f.name}")
print(f" ... and {len(files) - 3} more")
# Verify v3 coverage
print("\n4⃣ V3 Script Coverage Analysis:")
print(f" 📍 {loc_type}: {len(files)} skills")
# Flat name uniqueness check
print("\n4⃣ Flat Name Uniqueness Check:")
print("-" * 60)
github_skills_count = len(location_types["github_skills"])
github_plugins_count = len(location_types["github_plugins"])
skills_symlinked_count = len(location_types["skills_symlinked"])
skills_direct_count = len(location_types["skills_direct"])
skills_via_symlink_parent_count = len(location_types["skills_via_symlink_parent"])
print(f"\n ✅ .github/skills/: {github_skills_count}")
print(f" └─ Handled by: find_all_skills() function")
print(f"\n ✅ .github/plugins/: {github_plugins_count}")
print(f" └─ Handled by: find_plugin_skills() function")
print(f"\n ✅ skills/ (symlinked dirs): {skills_symlinked_count}")
print(f" └─ Handled by: sync_skills_preserve_structure() lines 76-83")
if skills_direct_count > 0:
print(f"\n ✅ skills/ (direct, non-symlink): {skills_direct_count}")
print(f" └─ Handled by: sync_skills_preserve_structure() lines 84-86")
name_map: dict[str, list[str]] = {}
missing_names = []
for skill_file in all_skill_files:
try:
rel = skill_file.parent.relative_to(temp_path)
except ValueError:
rel = skill_file.parent
name = extract_skill_name(skill_file)
if not name:
missing_names.append(str(rel))
# Generate fallback
parts = [p for p in rel.parts if p not in (
".github", "skills", "plugins")]
name = "ms-" + "-".join(parts) if parts else str(rel)
if name not in name_map:
name_map[name] = []
name_map[name].append(str(rel))
# Report results
collisions = {n: paths for n, paths in name_map.items()
if len(paths) > 1}
unique_names = {n: paths for n,
paths in name_map.items() if len(paths) == 1}
print(f"\n ✅ Unique names: {len(unique_names)}")
if missing_names:
print(
f"\n ⚠️ Skills missing frontmatter 'name' ({len(missing_names)}):")
for path in missing_names[:5]:
print(f" - {path}")
if len(missing_names) > 5:
print(f" ... and {len(missing_names) - 5} more")
if collisions:
print(f"\n ❌ Name collisions ({len(collisions)}):")
for name, paths in collisions.items():
print(f" '{name}':")
for p in paths:
print(f" - {p}")
else:
print(f"\n skills/ (direct, non-symlink): 0")
print(f" └─ No direct skills found, but v3 would handle them (lines 84-86)")
if skills_via_symlink_parent_count > 0:
print(f"\n ⚠️ skills/ (via symlink parent): {skills_via_symlink_parent_count}")
print(f" └─ May need special handling")
print(f"\n ✅ No collisions detected!")
# Validate all names are valid directory names
print("\n5⃣ Directory Name Validation:")
invalid_names = []
for name in name_map:
if not re.match(r"^[a-zA-Z0-9][a-zA-Z0-9._-]*$", name):
invalid_names.append(name)
if invalid_names:
print(f" ❌ Invalid directory names ({len(invalid_names)}):")
for name in invalid_names[:5]:
print(f" - '{name}'")
else:
print(f" ✅ All {len(name_map)} names are valid directory names!")
# Summary
print("\n5️⃣ Summary:")
print("\n6️⃣ Summary:")
print("-" * 60)
total_handled = (github_skills_count + github_plugins_count +
skills_symlinked_count + skills_direct_count)
print(f"\n Total SKILL.md files: {len(all_skill_files)}")
print(f" Handled by v3 script: {total_handled}")
if total_handled == len(all_skill_files):
print(f"\n ✅ 100% Coverage - All skills will be synced!")
elif total_handled >= len(all_skill_files) * 0.99:
print(f"\n~100% Coverage - Script handles all skills!")
print(f" ({len(all_skill_files) - total_handled} skills may be duplicates)")
total = len(all_skill_files)
unique = len(unique_names) + len(collisions)
print(f" Total SKILL.md files: {total}")
print(f" Unique flat names: {len(unique_names)}")
print(f" Collisions: {len(collisions)}")
print(f" Missing names: {len(missing_names)}")
is_pass = len(collisions) == 0 and len(invalid_names) == 0
if is_pass:
print(f"\nALL CHECKS PASSED")
else:
print(f"\n ⚠️ Partial Coverage - Missing {len(all_skill_files) - total_handled} skills")
print(f"\n Skills not covered:")
for loc_type, files in location_types.items():
if loc_type not in ["github_skills", "github_plugins", "skills_symlinked", "skills_direct"]:
print(f" - {loc_type}: {len(files)}")
# Test specific cases
print("\n6⃣ Testing Specific Edge Cases:")
print("-" * 60)
skills_dir = temp_path / "skills"
if skills_dir.exists():
# Check for any non-symlink directories with SKILL.md
print("\n Checking for non-symlinked skills in skills/...")
non_symlink_skills = []
for item in skills_dir.rglob("*"):
if item.is_dir() and not item.is_symlink():
if (item / "SKILL.md").exists():
# Check if any parent is a symlink
has_symlink_parent = False
for parent in item.parents:
if parent == skills_dir:
break
if parent.is_symlink():
has_symlink_parent = True
break
if not has_symlink_parent:
non_symlink_skills.append(item)
if non_symlink_skills:
print(f" ✅ Found {len(non_symlink_skills)} non-symlinked skills:")
for skill in non_symlink_skills[:5]:
print(f" - {skill.relative_to(skills_dir)}")
print(f" These WILL be synced by v3 (lines 84-86)")
else:
print(f" No non-symlinked skills found in skills/")
print(f" But v3 is ready to handle them if they exist!")
print(f"\n ⚠️ SOME CHECKS NEED ATTENTION")
print("\n✨ Analysis complete!")
return {
'total': len(all_skill_files),
'handled': total_handled,
'breakdown': {k: len(v) for k, v in location_types.items()}
"total": total,
"unique": len(unique_names),
"collisions": len(collisions),
"missing_names": len(missing_names),
"invalid_names": len(invalid_names),
"passed": is_pass,
}
if __name__ == "__main__":
try:
results = analyze_skill_locations()
print("\n" + "=" * 60)
print("FINAL VERDICT")
print("=" * 60)
coverage_pct = (results['handled'] / results['total'] * 100) if results['total'] > 0 else 0
print(f"\nCoverage: {coverage_pct:.1f}%")
print(f"Skills handled: {results['handled']}/{results['total']}")
if coverage_pct >= 99:
print("\n✅ V3 SCRIPT IS COMPREHENSIVE")
print(" All skill locations are properly handled!")
if results["passed"]:
print("\n✅ V4 FLAT STRUCTURE IS VALID")
print(" All names are unique and valid directory names!")
else:
print("\n⚠️ V3 SCRIPT MAY NEED ENHANCEMENT")
print(" Some edge cases might be missed")
print("\n⚠️ V4 FLAT STRUCTURE NEEDS FIXES")
if results["collisions"] > 0:
print(f" {results['collisions']} name collisions to resolve")
if results["invalid_names"] > 0:
print(f" {results['invalid_names']} invalid directory names")
except Exception as e:
print(f"\n❌ Error: {e}")
import traceback

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