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Use for real-time messaging, WebSocket connections, and pub\u002Fsub patterns.\nTriggers: \"azure-messaging-webpubsubservice\", \"WebPubSubServiceClient\", \"real-time\", \"WebSocket\", \"pub\u002Fsub\".","microsoft\u002Fskills","microsoft","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6154722?v=4","01M698VYDXZ6JW5WH3CRV650R8","Microsoft","01M69AJYYW4E1RMSYCQDJ4FJSH",3202,"MIT","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fplugins\u002Fazure-sdk-python\u002Fskills\u002Fazure-messaging-webpubsubservice-py\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,9,35,36],"azure messaging","azure","azure messaging webpubsubservice py","messaging","real-time","for","pubsub","azure web pubsub","triggers","service","time","connections","patterns","use","python","websocket","web","sdk","2026-11-10 10:12:30",false,"---\nname: azure-messaging-webpubsubservice-py\ndescription: |\n  Azure Web PubSub Service SDK for Python. Use for real-time messaging, WebSocket connections, and pub\u002Fsub patterns.\n  Triggers: \"azure-messaging-webpubsubservice\", \"WebPubSubServiceClient\", \"real-time\", \"WebSocket\", \"pub\u002Fsub\".\nlicense: MIT\nmetadata:\n  author: Microsoft\n  version: \"1.0.0\"\n  package: azure-messaging-webpubsubservice\n---\n\n# Azure Web PubSub Service SDK for Python\n\nReal-time messaging with WebSocket connections at scale.\n\n## Installation\n\n```bash\n# Service SDK (server-side)\npip install azure-messaging-webpubsubservice\n\n# Client SDK (for Python WebSocket clients)\npip install azure-messaging-webpubsubclient\n```\n\n## Environment Variables\n\n```bash\nAZURE_WEBPUBSUB_HUB=my-hub  # Required for all auth methods\nAZURE_TOKEN_CREDENTIALS=prod # Required only if DefaultAzureCredential is used in production\n```\n\n## Authentication & Lifecycle\n\n> **? Two rules apply to every code sample below:**\n>\n> 1. **Prefer `DefaultAzureCredential`.** It works locally (Azure CLI \u002F VS Code \u002F Developer CLI) and in Azure (managed identity, workload identity) with no code change. Avoid connection strings, account\u002FAPI keys — they bypass Entra audit and rotation.\n>    - Local dev: `DefaultAzureCredential` works as-is.\n>    - Production: set `AZURE_TOKEN_CREDENTIALS=prod` (or `AZURE_TOKEN_CREDENTIALS=\u003Cspecific_credential>`) to constrain the credential chain to production-safe credentials.\n> 2. **Wrap every client in a context manager** so HTTP transports, sockets, and token caches are released deterministically:\n>    - Sync: `with \u003CClient>(...) as client:`\n>    - Async: `async with \u003CClient>(...) as client:` **and** `async with DefaultAzureCredential() as credential:` (from `azure.identity.aio`)\n>\n> Snippets may abbreviate this setup, but production code should always follow both rules.\n\n## Service Client (Server-Side)\n\n### Authentication\n\n```python\nfrom azure.messaging.webpubsubservice import WebPubSubServiceClient\nfrom azure.identity import DefaultAzureCredential, ManagedIdentityCredential\n\n# Local dev: DefaultAzureCredential. Production: set AZURE_TOKEN_CREDENTIALS=prod or AZURE_TOKEN_CREDENTIALS=\u003Cspecific_credential>\ncredential = DefaultAzureCredential(require_envvar=True)\n# Or use a specific credential directly in production:\n# See https:\u002F\u002Flearn.microsoft.com\u002Fpython\u002Fapi\u002Foverview\u002Fazure\u002Fidentity-readme?view=azure-python#credential-classes\n# credential = ManagedIdentityCredential()\n\nwith WebPubSubServiceClient(\n    endpoint=\"https:\u002F\u002F\u003Cname>.webpubsub.azure.com\",\n    hub=\"my-hub\",\n    credential=credential\n) as client:\n    # Use `client` for all subsequent operations (see examples below)\n    ...\n```\n\n### Generate Client Access Token\n\n```python\n# Token for anonymous user\ntoken = client.get_client_access_token()\nprint(f\"URL: {token['url']}\")\n\n# Token with user ID\ntoken = client.get_client_access_token(\n    user_id=\"user123\",\n    roles=[\"webpubsub.sendToGroup\", \"webpubsub.joinLeaveGroup\"]\n)\n\n# Token with groups\ntoken = client.get_client_access_token(\n    user_id=\"user123\",\n    groups=[\"group1\", \"group2\"]\n)\n```\n\n### Send to All Clients\n\n```python\n# Send text\nclient.send_to_all(message=\"Hello everyone!\", content_type=\"text\u002Fplain\")\n\n# Send JSON\nclient.send_to_all(\n    message={\"type\": \"notification\", \"data\": \"Hello\"},\n    content_type=\"application\u002Fjson\"\n)\n```\n\n### Send to User\n\n```python\nclient.send_to_user(\n    user_id=\"user123\",\n    message=\"Hello user!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Send to Group\n\n```python\nclient.send_to_group(\n    group=\"my-group\",\n    message=\"Hello group!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Send to Connection\n\n```python\nclient.send_to_connection(\n    connection_id=\"abc123\",\n    message=\"Hello connection!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Group Management\n\n```python\n# Add user to group\nclient.add_user_to_group(group=\"my-group\", user_id=\"user123\")\n\n# Remove user from group\nclient.remove_user_from_group(group=\"my-group\", user_id=\"user123\")\n\n# Add connection to group\nclient.add_connection_to_group(group=\"my-group\", connection_id=\"abc123\")\n\n# Remove connection from group\nclient.remove_connection_from_group(group=\"my-group\", connection_id=\"abc123\")\n```\n\n### Connection Management\n\n```python\n# Check if connection exists\nexists = client.connection_exists(connection_id=\"abc123\")\n\n# Check if user has connections\nexists = client.user_exists(user_id=\"user123\")\n\n# Check if group has connections\nexists = client.group_exists(group=\"my-group\")\n\n# Close connection\nclient.close_connection(connection_id=\"abc123\", reason=\"Session ended\")\n\n# Close all connections for user\nclient.close_all_connections(user_id=\"user123\")\n```\n\n### Grant\u002FRevoke Permissions\n\n```python\nfrom azure.messaging.webpubsubservice import WebPubSubServiceClient\n\n# Grant permission\nclient.grant_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n\n# Revoke permission\nclient.revoke_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n\n# Check permission\nhas_permission = client.check_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n```\n\n## Client SDK (Python WebSocket Client)\n\n```python\nfrom azure.messaging.webpubsubclient import WebPubSubClient\n\nwith WebPubSubClient(credential=token[\"url\"]) as client:\n    @client.on(\"connected\")\n    def on_connected(e):\n        print(f\"Connected: {e.connection_id}\")\n\n    @client.on(\"server-message\")\n    def on_message(e):\n        print(f\"Message: {e.data}\")\n\n    @client.on(\"group-message\")\n    def on_group_message(e):\n        print(f\"Group {e.group}: {e.data}\")\n\n    client.send_to_group(\"my-group\", \"Hello from Python!\")\n```\n\n## Async Service Client\n\n```python\nfrom azure.messaging.webpubsubservice.aio import WebPubSubServiceClient\nfrom azure.identity.aio import DefaultAzureCredential\n\nasync def broadcast():\n    async with DefaultAzureCredential() as credential:\n        async with WebPubSubServiceClient(\n            endpoint=\"https:\u002F\u002F\u003Cname>.webpubsub.azure.com\",\n            hub=\"my-hub\",\n            credential=credential\n        ) as client:\n            await client.send_to_all(\"Hello async!\", content_type=\"text\u002Fplain\")\n```\n\n## Client Operations\n\n| Operation | Description |\n|-----------|-------------|\n| `get_client_access_token` | Generate WebSocket connection URL |\n| `send_to_all` | Broadcast to all connections |\n| `send_to_user` | Send to specific user |\n| `send_to_group` | Send to group members |\n| `send_to_connection` | Send to specific connection |\n| `add_user_to_group` | Add user to group |\n| `remove_user_from_group` | Remove user from group |\n| `close_connection` | Disconnect client |\n| `connection_exists` | Check connection status |\n\n## Best Practices\n\n1. **Pick sync OR async and stay consistent.** Do not mix `azure.xxx` sync clients with `azure.xxx.aio` async clients in the same call path. Choose one mode per module.\n2. **Always use context managers for clients and async credentials.** Wrap every client in `with Client(...) as client:` (sync) or `async with Client(...) as client:` (async). For async `DefaultAzureCredential` from `azure.identity.aio`, also use `async with credential:` so tokens and transports are cleaned up.\n3. **Use `DefaultAzureCredential`** for portable auth across local dev and Azure (avoid connection strings \u002F access keys when possible).\n4. **Use roles** to limit client permissions\n4. **Use groups** for targeted messaging\n5. **Generate short-lived tokens** for security\n6. **Use user IDs** to send to users across connections\n7. **Handle reconnection** in client applications\n8. **Use JSON** content type for structured data\n9. **Close connections** gracefully with reasons\n\n## Reference Files\n\n| File | Contents |\n|------|----------|\n| [references\u002Fcapabilities.md](references\u002Fcapabilities.md) | Additional non-hero capabilities, operation-group coverage, and production checklists. |\n| [references\u002Fnon-hero-scenarios.md](references\u002Fnon-hero-scenarios.md) | Dedicated non-hero examples for secondary\u002Fadvanced scenarios. |\n","# Azure Web PubSub Service SDK for Python\n\nReal-time messaging with WebSocket connections at scale.\n\n## Installation\n\n```bash\n# Service SDK (server-side)\npip install azure-messaging-webpubsubservice\n\n# Client SDK (for Python WebSocket clients)\npip install azure-messaging-webpubsubclient\n```\n\n## Environment Variables\n\n```bash\nAZURE_WEBPUBSUB_HUB=my-hub  # Required for all auth methods\nAZURE_TOKEN_CREDENTIALS=prod # Required only if DefaultAzureCredential is used in production\n```\n\n## Authentication & Lifecycle\n\n> **? Two rules apply to every code sample below:**\n>\n> 1. **Prefer `DefaultAzureCredential`.** It works locally (Azure CLI \u002F VS Code \u002F Developer CLI) and in Azure (managed identity, workload identity) with no code change. Avoid connection strings, account\u002FAPI keys — they bypass Entra audit and rotation.\n>    - Local dev: `DefaultAzureCredential` works as-is.\n>    - Production: set `AZURE_TOKEN_CREDENTIALS=prod` (or `AZURE_TOKEN_CREDENTIALS=\u003Cspecific_credential>`) to constrain the credential chain to production-safe credentials.\n> 2. **Wrap every client in a context manager** so HTTP transports, sockets, and token caches are released deterministically:\n>    - Sync: `with \u003CClient>(...) as client:`\n>    - Async: `async with \u003CClient>(...) as client:` **and** `async with DefaultAzureCredential() as credential:` (from `azure.identity.aio`)\n>\n> Snippets may abbreviate this setup, but production code should always follow both rules.\n\n## Service Client (Server-Side)\n\n### Authentication\n\n```python\nfrom azure.messaging.webpubsubservice import WebPubSubServiceClient\nfrom azure.identity import DefaultAzureCredential, ManagedIdentityCredential\n\n# Local dev: DefaultAzureCredential. Production: set AZURE_TOKEN_CREDENTIALS=prod or AZURE_TOKEN_CREDENTIALS=\u003Cspecific_credential>\ncredential = DefaultAzureCredential(require_envvar=True)\n# Or use a specific credential directly in production:\n# See https:\u002F\u002Flearn.microsoft.com\u002Fpython\u002Fapi\u002Foverview\u002Fazure\u002Fidentity-readme?view=azure-python#credential-classes\n# credential = ManagedIdentityCredential()\n\nwith WebPubSubServiceClient(\n    endpoint=\"https:\u002F\u002F\u003Cname>.webpubsub.azure.com\",\n    hub=\"my-hub\",\n    credential=credential\n) as client:\n    # Use `client` for all subsequent operations (see examples below)\n    ...\n```\n\n### Generate Client Access Token\n\n```python\n# Token for anonymous user\ntoken = client.get_client_access_token()\nprint(f\"URL: {token['url']}\")\n\n# Token with user ID\ntoken = client.get_client_access_token(\n    user_id=\"user123\",\n    roles=[\"webpubsub.sendToGroup\", \"webpubsub.joinLeaveGroup\"]\n)\n\n# Token with groups\ntoken = client.get_client_access_token(\n    user_id=\"user123\",\n    groups=[\"group1\", \"group2\"]\n)\n```\n\n### Send to All Clients\n\n```python\n# Send text\nclient.send_to_all(message=\"Hello everyone!\", content_type=\"text\u002Fplain\")\n\n# Send JSON\nclient.send_to_all(\n    message={\"type\": \"notification\", \"data\": \"Hello\"},\n    content_type=\"application\u002Fjson\"\n)\n```\n\n### Send to User\n\n```python\nclient.send_to_user(\n    user_id=\"user123\",\n    message=\"Hello user!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Send to Group\n\n```python\nclient.send_to_group(\n    group=\"my-group\",\n    message=\"Hello group!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Send to Connection\n\n```python\nclient.send_to_connection(\n    connection_id=\"abc123\",\n    message=\"Hello connection!\",\n    content_type=\"text\u002Fplain\"\n)\n```\n\n### Group Management\n\n```python\n# Add user to group\nclient.add_user_to_group(group=\"my-group\", user_id=\"user123\")\n\n# Remove user from group\nclient.remove_user_from_group(group=\"my-group\", user_id=\"user123\")\n\n# Add connection to group\nclient.add_connection_to_group(group=\"my-group\", connection_id=\"abc123\")\n\n# Remove connection from group\nclient.remove_connection_from_group(group=\"my-group\", connection_id=\"abc123\")\n```\n\n### Connection Management\n\n```python\n# Check if connection exists\nexists = client.connection_exists(connection_id=\"abc123\")\n\n# Check if user has connections\nexists = client.user_exists(user_id=\"user123\")\n\n# Check if group has connections\nexists = client.group_exists(group=\"my-group\")\n\n# Close connection\nclient.close_connection(connection_id=\"abc123\", reason=\"Session ended\")\n\n# Close all connections for user\nclient.close_all_connections(user_id=\"user123\")\n```\n\n### Grant\u002FRevoke Permissions\n\n```python\nfrom azure.messaging.webpubsubservice import WebPubSubServiceClient\n\n# Grant permission\nclient.grant_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n\n# Revoke permission\nclient.revoke_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n\n# Check permission\nhas_permission = client.check_permission(\n    permission=\"joinLeaveGroup\",\n    connection_id=\"abc123\",\n    target_name=\"my-group\"\n)\n```\n\n## Client SDK (Python WebSocket Client)\n\n```python\nfrom azure.messaging.webpubsubclient import WebPubSubClient\n\nwith WebPubSubClient(credential=token[\"url\"]) as client:\n    @client.on(\"connected\")\n    def on_connected(e):\n        print(f\"Connected: {e.connection_id}\")\n\n    @client.on(\"server-message\")\n    def on_message(e):\n        print(f\"Message: {e.data}\")\n\n    @client.on(\"group-message\")\n    def on_group_message(e):\n        print(f\"Group {e.group}: {e.data}\")\n\n    client.send_to_group(\"my-group\", \"Hello from Python!\")\n```\n\n## Async Service Client\n\n```python\nfrom azure.messaging.webpubsubservice.aio import WebPubSubServiceClient\nfrom azure.identity.aio import DefaultAzureCredential\n\nasync def broadcast():\n    async with DefaultAzureCredential() as credential:\n        async with WebPubSubServiceClient(\n            endpoint=\"https:\u002F\u002F\u003Cname>.webpubsub.azure.com\",\n            hub=\"my-hub\",\n            credential=credential\n        ) as client:\n            await client.send_to_all(\"Hello async!\", content_type=\"text\u002Fplain\")\n```\n\n## Client Operations\n\n| Operation | Description |\n|-----------|-------------|\n| `get_client_access_token` | Generate WebSocket connection URL |\n| `send_to_all` | Broadcast to all connections |\n| `send_to_user` | Send to specific user |\n| `send_to_group` | Send to group members |\n| `send_to_connection` | Send to specific connection |\n| `add_user_to_group` | Add user to group |\n| `remove_user_from_group` | Remove user from group |\n| `close_connection` | Disconnect client |\n| `connection_exists` | Check connection status |\n\n## Best Practices\n\n1. **Pick sync OR async and stay consistent.** Do not mix `azure.xxx` sync clients with `azure.xxx.aio` async clients in the same call path. Choose one mode per module.\n2. **Always use context managers for clients and async credentials.** Wrap every client in `with Client(...) as client:` (sync) or `async with Client(...) as client:` (async). For async `DefaultAzureCredential` from `azure.identity.aio`, also use `async with credential:` so tokens and transports are cleaned up.\n3. **Use `DefaultAzureCredential`** for portable auth across local dev and Azure (avoid connection strings \u002F access keys when possible).\n4. **Use roles** to limit client permissions\n4. **Use groups** for targeted messaging\n5. **Generate short-lived tokens** for security\n6. **Use user IDs** to send to users across connections\n7. **Handle reconnection** in client applications\n8. **Use JSON** content type for structured data\n9. **Close connections** gracefully with reasons\n\n## Reference Files\n\n| File | Contents |\n|------|----------|\n| [references\u002Fcapabilities.md](references\u002Fcapabilities.md) | Additional non-hero capabilities, operation-group coverage, and production checklists. |\n| [references\u002Fnon-hero-scenarios.md](references\u002Fnon-hero-scenarios.md) | Dedicated non-hero examples for secondary\u002Fadvanced scenarios. |\n",{"name":5,"license":15,"metadata":42,"description":45},{"author":12,"package":43,"version":44},"azure-messaging-webpubsubservice","1.0.0","Azure Web PubSub Service SDK for Python. 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Use when building text-to-speech features, audio narrative generation, podcast creation from content, or integrating with Azure OpenAI Realtime API for real audio output. Covers full-stack implementation from React frontend to Python FastAPI backend with WebSocket streaming.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fskills\u002Fpodcast-generation\u002FSKILL.md",[114,117,120,123],{"categoryNo":115,"categoryName":116,"taxonomyType":90,"taxonomyTypeDesc":91},"01JBSEEDCAT000000000000009","前端开发",{"categoryNo":118,"categoryName":119,"taxonomyType":90,"taxonomyTypeDesc":91},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":121,"categoryName":122,"taxonomyType":90,"taxonomyTypeDesc":91},"01JBSEEDCAT000000000000016","图像与多媒体",{"categoryNo":88,"categoryName":89,"taxonomyType":90,"taxonomyTypeDesc":91},[125,126,127,128,33,129,130,20,131,132,133,134,135,136,137,138,139,140,141,142,143,106,144],"podcast generation","podcast","generation","frontend","react","realtime","azure openai","generate","streaming","api","Audio","stack","text","model","fastapi","creation","python fastapi","narrative","features","fastapi backend",{"skillNo":146,"name":147,"nameZh":6,"description":148,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":149,"categories":150,"keywords":152,"publishedAt":37},"01M69B4CYPM5SESY5ZWEFDXEQZ","microsoft-docs","Understand Microsoft technologies by querying official documentation. Use whenever the user asks how something works, wants tutorials, needs configuration options, limits, quotas, or best practices for any Microsoft technology (Azure, .NET, M365, Windows, Power Platform, etc.)—even if they don't mention \"docs.\" If the question is about understanding a concept rather than writing code, this is the right skill.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fskills\u002Fmicrosoft-docs\u002FSKILL.md",[151],{"categoryNo":88,"categoryName":89,"taxonomyType":90,"taxonomyTypeDesc":91},[153,9,154,155,156,157,158,159,160,161,162,20,163,164,165,32,166,59,167,168,169,170,171,24],"docs","microsoft docs","MCP","writing","cli","mcp server","windows","power platform","official","documentation","learn","best practices","question","power","back","technology","platform","learn mcp","concept",{"skillNo":173,"name":174,"nameZh":6,"description":175,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":176,"categories":177,"keywords":179,"publishedAt":37},"01M69B49C3YPD1ZJ3NC0HPCY58","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 when building MCP servers to integrate external APIs or services, whether in Python (FastMCP), Node\u002FTypeScript (MCP SDK), or C#\u002F.NET (Microsoft MCP SDK).","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fskills\u002Fmcp-builder\u002FSKILL.md",[178],{"categoryNo":88,"categoryName":89,"taxonomyType":90,"taxonomyTypeDesc":91},[155,180,181,182,33,183,36,184,9,185,186,138,187,188,101,32,189,190,191,103,24,106],"mcp builder","builder","typescript","llms","model context protocol","fastmcp","Tools","node","context","integrate","mcp sdk","building mcp servers",{"skillNo":193,"name":194,"nameZh":6,"description":195,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":196,"categories":197,"keywords":210,"publishedAt":37},"01M69B467A7CDMFQ0T6Q0ZA12Q","kql","KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and advanced functions (geo, vector, graph). USE THIS SKILL whenever writing, debugging, or reviewing KQL queries — even simple ones — because the gotchas section prevents the most common errors that waste tool calls and cause expensive retry cascades. Trigger on: KQL, Kusto, ADX, Azure Data Explorer, Fabric Real-Time Intelligence, EventHouse, Log Analytics, log analysis, data exploration, time series, anomaly detection, summarize, where clause, join, extend, project, let statement, parse operator, extract function, any mention of pipe-forward query syntax.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fskills\u002Fkql\u002FSKILL.md",[198,201,202,207],{"categoryNo":199,"categoryName":200,"taxonomyType":90,"taxonomyTypeDesc":91},"01JBSEEDCAT000000000000018","写作与文案",{"categoryNo":88,"categoryName":89,"taxonomyType":90,"taxonomyTypeDesc":91},{"categoryNo":203,"categoryName":204,"taxonomyType":205,"taxonomyTypeDesc":206},"01JBSEEDCAT000000000000033","数据分析师","PROFESSION","适用职业",{"categoryNo":208,"categoryName":209,"taxonomyType":205,"taxonomyTypeDesc":206},"01JBSEEDCAT000000000000036","内容创作者",[194,156,211,212,213,20,214,215,216,217,218,219,220,221,29,222,223,224,225,24,226,227,228],"summarize","memory","analytics","vector","time series","tool","discipline","log","geo","exploration","pipe","project","regex","join","datetime","section","anomaly","parse",{"skillNo":230,"name":231,"nameZh":6,"description":232,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":233,"categories":234,"keywords":235,"publishedAt":37},"01M69B44HJQ7897EZ7NE7DWQX3","github-issue-creator","Convert raw notes, error logs, voice dictation, or screenshots into crisp GitHub-flavored markdown issue reports. Use when the user pastes bug info, error messages, or informal descriptions and wants a structured GitHub issue. Supports images\u002FGIFs for visual evidence.","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fskills\u002Fgithub-issue-creator\u002FSKILL.md",[],[236,237,238,239,94,240,241,242,243,244,245,246,32,247,248,249,250,251,252,24,106],"github","github issue creator","github issue","issue","issue creator","screenshots","notes","logs","error messages","messages","convert","evidence","reports","images","info","visual","error"]