[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M69ASDQSBVHT29HAP39V35N8":3,"skill-same:01M69ASDQSBVHT29HAP39V35N8":574},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":38,"linkOnly":39,"markdownContent":40,"markdownBody":41,"frontMatter":42,"refName":47,"commitSha":48,"skillDirectory":49,"forksCount":50,"repositoryHtmlUrl":51,"repositoryHomepageUrl":52,"ownerHtmlUrl":53,"ownerBlogUrl":54,"ownerDescription":55,"updatedAt":56,"install":57,"resources":70},"01M69ASDQSBVHT29HAP39V35N8","azure-keyvault-py",null,"Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.\nTriggers: \"key vault\", \"SecretClient\", \"KeyClient\", \"CertificateClient\", \"secrets\", \"encryption keys\".","microsoft\u002Fskills","microsoft","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6154722?v=4","01M698VYDXZ6JW5WH3CRV650R8","Microsoft","01M69AJYYW4E1RMSYCQDJ4FJSH",3192,"MIT","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fskills\u002Fblob\u002Fmain\u002F.github\u002Fplugins\u002Fazure-sdk-python\u002Fskills\u002Fazure-keyvault-py\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,9,36,37],"azure","azure keyvault","azure keyvault py","certificates","secure storage","for","keys","with","triggers","azure key vault","use","management","python","secrets","vault","encryption","secure","storage","sdk","2026-11-10 10:12:30",false,"---\nname: azure-keyvault-py\ndescription: |\n  Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.\n  Triggers: \"key vault\", \"SecretClient\", \"KeyClient\", \"CertificateClient\", \"secrets\", \"encryption keys\".\nlicense: MIT\nmetadata:\n  author: Microsoft\n  version: \"1.0.0\"\n  package: azure-keyvault-secrets, azure-keyvault-keys, azure-keyvault-certificates\n---\n\n# Azure Key Vault SDK for Python\n\nSecure storage and management for secrets, cryptographic keys, and certificates.\n\n## Installation\n\n```bash\n# Secrets\npip install azure-keyvault-secrets azure-identity\n\n# Keys (cryptographic operations)\npip install azure-keyvault-keys azure-identity\n\n# Certificates\npip install azure-keyvault-certificates azure-identity\n\n# All\npip install azure-keyvault-secrets azure-keyvault-keys azure-keyvault-certificates azure-identity\n```\n\n## Environment Variables\n\n```bash\nAZURE_KEYVAULT_URL=https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F  # 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## Secrets\n\n### SecretClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential, ManagedIdentityCredential\nfrom azure.keyvault.secrets import SecretClient\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()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith SecretClient(vault_url=vault_url, credential=credential) as client:\n    # All secret operations go inside this block (see examples below)\n    ...\n```\n\n### Secret Operations\n\n```python\n# Set secret\nsecret = client.set_secret(\"database-password\", \"super-secret-value\")\nprint(f\"Created: {secret.name}, version: {secret.properties.version}\")\n\n# Get secret\nsecret = client.get_secret(\"database-password\")\nprint(f\"Value: {secret.value}\")\n\n# Get specific version\nsecret = client.get_secret(\"database-password\", version=\"abc123\")\n\n# List secrets (names only, not values)\nfor secret_properties in client.list_properties_of_secrets():\n    print(f\"Secret: {secret_properties.name}\")\n\n# List versions\nfor version in client.list_properties_of_secret_versions(\"database-password\"):\n    print(f\"Version: {version.version}, Created: {version.created_on}\")\n\n# Delete secret (soft delete)\npoller = client.begin_delete_secret(\"database-password\")\ndeleted_secret = poller.result()\n\n# Purge (permanent delete, if soft-delete enabled)\nclient.purge_deleted_secret(\"database-password\")\n\n# Recover deleted secret\nclient.begin_recover_deleted_secret(\"database-password\").result()\n```\n\n## Keys\n\n### KeyClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential\nfrom azure.keyvault.keys import KeyClient\n\ncredential = DefaultAzureCredential()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith KeyClient(vault_url=vault_url, credential=credential) as client:\n    # All key operations go inside this block (see examples below)\n    ...\n```\n\n### Key Operations\n\n```python\nfrom azure.keyvault.keys import KeyType\n\n# Create RSA key\nrsa_key = client.create_rsa_key(\"rsa-key\", size=2048)\n\n# Create EC key\nec_key = client.create_ec_key(\"ec-key\", curve=\"P-256\")\n\n# Get key\nkey = client.get_key(\"rsa-key\")\nprint(f\"Key type: {key.key_type}\")\n\n# List keys\nfor key_properties in client.list_properties_of_keys():\n    print(f\"Key: {key_properties.name}\")\n\n# Delete key\npoller = client.begin_delete_key(\"rsa-key\")\ndeleted_key = poller.result()\n```\n\n### Cryptographic Operations\n\n```python\nfrom azure.keyvault.keys.crypto import CryptographyClient, EncryptionAlgorithm\n\n# Get crypto client for a specific key\n# crypto_client = CryptographyClient(key, credential=credential)\n# Or from key ID\nwith CryptographyClient(\n    \"https:\u002F\u002F\u003Cvault>.vault.azure.net\u002Fkeys\u002F\u003Ckey-name>\u002F\u003Cversion>\",\n    credential=credential\n) as crypto_client:\n    # Encrypt\n    plaintext = b\"Hello, Key Vault!\"\n    result = crypto_client.encrypt(EncryptionAlgorithm.rsa_oaep, plaintext)\n    ciphertext = result.ciphertext\n\n    # Decrypt\n    result = crypto_client.decrypt(EncryptionAlgorithm.rsa_oaep, ciphertext)\n    decrypted = result.plaintext\n\n    # Sign\n    from azure.keyvault.keys.crypto import SignatureAlgorithm\n    import hashlib\n\n    digest = hashlib.sha256(b\"data to sign\").digest()\n    result = crypto_client.sign(SignatureAlgorithm.rs256, digest)\n    signature = result.signature\n\n    # Verify\n    result = crypto_client.verify(SignatureAlgorithm.rs256, digest, signature)\n    print(f\"Valid: {result.is_valid}\")\n```\n\n## Certificates\n\n### CertificateClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential\nfrom azure.keyvault.certificates import CertificateClient, CertificatePolicy\n\ncredential = DefaultAzureCredential()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith CertificateClient(vault_url=vault_url, credential=credential) as client:\n    # All certificate operations go inside this block (see examples below)\n    ...\n```\n\n### Certificate Operations\n\n```python\n# Create self-signed certificate\npolicy = CertificatePolicy.get_default()\npoller = client.begin_create_certificate(\"my-cert\", policy=policy)\ncertificate = poller.result()\n\n# Get certificate\ncertificate = client.get_certificate(\"my-cert\")\nprint(f\"Thumbprint: {certificate.properties.x509_thumbprint.hex()}\")\n\n# Get certificate with private key (as secret)\nfrom azure.keyvault.secrets import SecretClient\nwith SecretClient(vault_url=vault_url, credential=credential) as secret_client:\n    cert_secret = secret_client.get_secret(\"my-cert\")\n    # cert_secret.value contains PEM or PKCS12\n\n# List certificates\nfor cert in client.list_properties_of_certificates():\n    print(f\"Certificate: {cert.name}\")\n\n# Delete certificate\npoller = client.begin_delete_certificate(\"my-cert\")\ndeleted = poller.result()\n```\n\n## Client Types Table\n\n| Client | Package | Purpose |\n|--------|---------|---------|\n| `SecretClient` | `azure-keyvault-secrets` | Store\u002Fretrieve secrets |\n| `KeyClient` | `azure-keyvault-keys` | Manage cryptographic keys |\n| `CryptographyClient` | `azure-keyvault-keys` | Encrypt\u002Fdecrypt\u002Fsign\u002Fverify |\n| `CertificateClient` | `azure-keyvault-certificates` | Manage certificates |\n\n## Async Clients\n\n```python\nfrom azure.identity.aio import DefaultAzureCredential\nfrom azure.keyvault.secrets.aio import SecretClient\n\nasync def get_secret():\n    async with DefaultAzureCredential() as credential:\n        async with SecretClient(vault_url=vault_url, credential=credential) as client:\n            secret = await client.get_secret(\"my-secret\")\n            print(secret.value)\n\nimport asyncio\nasyncio.run(get_secret())\n```\n\n## Error Handling\n\n```python\nfrom azure.core.exceptions import ResourceNotFoundError, HttpResponseError\n\ntry:\n    secret = client.get_secret(\"nonexistent\")\nexcept ResourceNotFoundError:\n    print(\"Secret not found\")\nexcept HttpResponseError as e:\n    if e.status_code == 403:\n        print(\"Access denied - check RBAC permissions\")\n    raise\n```\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 code that runs locally. Use a specific token credential for code that runs in Azure.\n4. **Use managed identity** in Azure-hosted applications\n5. **Enable soft-delete** for recovery (enabled by default)\n6. **Use RBAC** over access policies for fine-grained control\n7. **Rotate secrets** regularly using versioning\n8. **Use Key Vault references** in App Service\u002FFunctions config\n9. **Cache secrets** appropriately to reduce API calls\n10. **Use async clients** for high-throughput scenarios\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 Key Vault SDK for Python\n\nSecure storage and management for secrets, cryptographic keys, and certificates.\n\n## Installation\n\n```bash\n# Secrets\npip install azure-keyvault-secrets azure-identity\n\n# Keys (cryptographic operations)\npip install azure-keyvault-keys azure-identity\n\n# Certificates\npip install azure-keyvault-certificates azure-identity\n\n# All\npip install azure-keyvault-secrets azure-keyvault-keys azure-keyvault-certificates azure-identity\n```\n\n## Environment Variables\n\n```bash\nAZURE_KEYVAULT_URL=https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F  # 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## Secrets\n\n### SecretClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential, ManagedIdentityCredential\nfrom azure.keyvault.secrets import SecretClient\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()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith SecretClient(vault_url=vault_url, credential=credential) as client:\n    # All secret operations go inside this block (see examples below)\n    ...\n```\n\n### Secret Operations\n\n```python\n# Set secret\nsecret = client.set_secret(\"database-password\", \"super-secret-value\")\nprint(f\"Created: {secret.name}, version: {secret.properties.version}\")\n\n# Get secret\nsecret = client.get_secret(\"database-password\")\nprint(f\"Value: {secret.value}\")\n\n# Get specific version\nsecret = client.get_secret(\"database-password\", version=\"abc123\")\n\n# List secrets (names only, not values)\nfor secret_properties in client.list_properties_of_secrets():\n    print(f\"Secret: {secret_properties.name}\")\n\n# List versions\nfor version in client.list_properties_of_secret_versions(\"database-password\"):\n    print(f\"Version: {version.version}, Created: {version.created_on}\")\n\n# Delete secret (soft delete)\npoller = client.begin_delete_secret(\"database-password\")\ndeleted_secret = poller.result()\n\n# Purge (permanent delete, if soft-delete enabled)\nclient.purge_deleted_secret(\"database-password\")\n\n# Recover deleted secret\nclient.begin_recover_deleted_secret(\"database-password\").result()\n```\n\n## Keys\n\n### KeyClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential\nfrom azure.keyvault.keys import KeyClient\n\ncredential = DefaultAzureCredential()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith KeyClient(vault_url=vault_url, credential=credential) as client:\n    # All key operations go inside this block (see examples below)\n    ...\n```\n\n### Key Operations\n\n```python\nfrom azure.keyvault.keys import KeyType\n\n# Create RSA key\nrsa_key = client.create_rsa_key(\"rsa-key\", size=2048)\n\n# Create EC key\nec_key = client.create_ec_key(\"ec-key\", curve=\"P-256\")\n\n# Get key\nkey = client.get_key(\"rsa-key\")\nprint(f\"Key type: {key.key_type}\")\n\n# List keys\nfor key_properties in client.list_properties_of_keys():\n    print(f\"Key: {key_properties.name}\")\n\n# Delete key\npoller = client.begin_delete_key(\"rsa-key\")\ndeleted_key = poller.result()\n```\n\n### Cryptographic Operations\n\n```python\nfrom azure.keyvault.keys.crypto import CryptographyClient, EncryptionAlgorithm\n\n# Get crypto client for a specific key\n# crypto_client = CryptographyClient(key, credential=credential)\n# Or from key ID\nwith CryptographyClient(\n    \"https:\u002F\u002F\u003Cvault>.vault.azure.net\u002Fkeys\u002F\u003Ckey-name>\u002F\u003Cversion>\",\n    credential=credential\n) as crypto_client:\n    # Encrypt\n    plaintext = b\"Hello, Key Vault!\"\n    result = crypto_client.encrypt(EncryptionAlgorithm.rsa_oaep, plaintext)\n    ciphertext = result.ciphertext\n\n    # Decrypt\n    result = crypto_client.decrypt(EncryptionAlgorithm.rsa_oaep, ciphertext)\n    decrypted = result.plaintext\n\n    # Sign\n    from azure.keyvault.keys.crypto import SignatureAlgorithm\n    import hashlib\n\n    digest = hashlib.sha256(b\"data to sign\").digest()\n    result = crypto_client.sign(SignatureAlgorithm.rs256, digest)\n    signature = result.signature\n\n    # Verify\n    result = crypto_client.verify(SignatureAlgorithm.rs256, digest, signature)\n    print(f\"Valid: {result.is_valid}\")\n```\n\n## Certificates\n\n### CertificateClient Setup\n\n```python\nfrom azure.identity import DefaultAzureCredential\nfrom azure.keyvault.certificates import CertificateClient, CertificatePolicy\n\ncredential = DefaultAzureCredential()\nvault_url = \"https:\u002F\u002F\u003Cvault-name>.vault.azure.net\u002F\"\n\nwith CertificateClient(vault_url=vault_url, credential=credential) as client:\n    # All certificate operations go inside this block (see examples below)\n    ...\n```\n\n### Certificate Operations\n\n```python\n# Create self-signed certificate\npolicy = CertificatePolicy.get_default()\npoller = client.begin_create_certificate(\"my-cert\", policy=policy)\ncertificate = poller.result()\n\n# Get certificate\ncertificate = client.get_certificate(\"my-cert\")\nprint(f\"Thumbprint: {certificate.properties.x509_thumbprint.hex()}\")\n\n# Get certificate with private key (as secret)\nfrom azure.keyvault.secrets import SecretClient\nwith SecretClient(vault_url=vault_url, credential=credential) as secret_client:\n    cert_secret = secret_client.get_secret(\"my-cert\")\n    # cert_secret.value contains PEM or PKCS12\n\n# List certificates\nfor cert in client.list_properties_of_certificates():\n    print(f\"Certificate: {cert.name}\")\n\n# Delete certificate\npoller = client.begin_delete_certificate(\"my-cert\")\ndeleted = poller.result()\n```\n\n## Client Types Table\n\n| Client | Package | Purpose |\n|--------|---------|---------|\n| `SecretClient` | `azure-keyvault-secrets` | Store\u002Fretrieve secrets |\n| `KeyClient` | `azure-keyvault-keys` | Manage cryptographic keys |\n| `CryptographyClient` | `azure-keyvault-keys` | Encrypt\u002Fdecrypt\u002Fsign\u002Fverify |\n| `CertificateClient` | `azure-keyvault-certificates` | Manage certificates |\n\n## Async Clients\n\n```python\nfrom azure.identity.aio import DefaultAzureCredential\nfrom azure.keyvault.secrets.aio import SecretClient\n\nasync def get_secret():\n    async with DefaultAzureCredential() as credential:\n        async with SecretClient(vault_url=vault_url, credential=credential) as client:\n            secret = await client.get_secret(\"my-secret\")\n            print(secret.value)\n\nimport asyncio\nasyncio.run(get_secret())\n```\n\n## Error Handling\n\n```python\nfrom azure.core.exceptions import ResourceNotFoundError, HttpResponseError\n\ntry:\n    secret = client.get_secret(\"nonexistent\")\nexcept ResourceNotFoundError:\n    print(\"Secret not found\")\nexcept HttpResponseError as e:\n    if e.status_code == 403:\n        print(\"Access denied - check RBAC permissions\")\n    raise\n```\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 code that runs locally. 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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",[607,610,613,616],{"categoryNo":608,"categoryName":609,"taxonomyType":584,"taxonomyTypeDesc":585},"01JBSEEDCAT000000000000009","前端开发",{"categoryNo":611,"categoryName":612,"taxonomyType":584,"taxonomyTypeDesc":585},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":614,"categoryName":615,"taxonomyType":584,"taxonomyTypeDesc":585},"01JBSEEDCAT000000000000016","图像与多媒体",{"categoryNo":582,"categoryName":583,"taxonomyType":584,"taxonomyTypeDesc":585},[618,619,620,621,31,622,623,19,624,625,626,627,628,629,630,631,632,633,634,635,636,599,637],"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":639,"name":640,"nameZh":6,"description":641,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":642,"categories":643,"keywords":645,"publishedAt":38},"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",[644],{"categoryNo":582,"categoryName":583,"taxonomyType":584,"taxonomyTypeDesc":585},[646,9,647,648,649,650,651,652,653,654,655,19,656,657,658,29,659,60,660,661,662,663,664,24],"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":666,"name":667,"nameZh":6,"description":668,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":669,"categories":670,"keywords":672,"publishedAt":38},"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",[671],{"categoryNo":582,"categoryName":583,"taxonomyType":584,"taxonomyTypeDesc":585},[648,673,674,675,31,676,37,677,9,678,679,631,680,681,595,29,682,683,684,26,24,599],"mcp builder","builder","typescript","llms","model context protocol","fastmcp","Tools","node","context","integrate","mcp sdk","building mcp servers",{"skillNo":686,"name":687,"nameZh":6,"description":688,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":689,"categories":690,"keywords":703,"publishedAt":38},"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",[691,694,695,700],{"categoryNo":692,"categoryName":693,"taxonomyType":584,"taxonomyTypeDesc":585},"01JBSEEDCAT000000000000018","写作与文案",{"categoryNo":582,"categoryName":583,"taxonomyType":584,"taxonomyTypeDesc":585},{"categoryNo":696,"categoryName":697,"taxonomyType":698,"taxonomyTypeDesc":699},"01JBSEEDCAT000000000000033","数据分析师","PROFESSION","适用职业",{"categoryNo":701,"categoryName":702,"taxonomyType":698,"taxonomyTypeDesc":699},"01JBSEEDCAT000000000000036","内容创作者",[687,649,704,705,706,19,707,708,709,710,711,712,713,714,715,716,717,718,719,24,720,721,722],"summarize","memory","analytics","vector","time series","tool","discipline","log","geo","exploration","pipe","time","project","regex","join","datetime","section","anomaly","parse",{"skillNo":724,"name":725,"nameZh":6,"description":726,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":727,"categories":728,"keywords":729,"publishedAt":38},"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",[],[730,731,732,733,588,734,735,736,737,738,739,740,29,741,742,743,744,745,746,24,599],"github","github issue creator","github issue","issue","issue creator","screenshots","notes","logs","error messages","messages","convert","evidence","reports","images","info","visual","error"]