{"id":"cdff86bb-42d2-4354-8905-d5da96d4c1bb","shortId":"BwuLJt","kind":"skill","title":"azure-translator","tagline":"Expert knowledge for Azure Translator development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Translator text/document APIs, custom models, glossaries, Docker ","description":"# Azure Translator Skill\n\nThis skill provides expert guidance for Azure Translator. Covers troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.\n\n## How to Use This Skill\n\n> **IMPORTANT for Agent**: Use the **Category Index** below to locate relevant sections. For categories with line ranges (e.g., `L35-L120`), use `read_file` with the specified lines. For categories with file links (e.g., `[security.md](security.md)`), use `read_file` on the linked reference file\n\n> **IMPORTANT for Agent**: If `metadata.generated_at` is more than 3 months old, suggest the user pull the latest version from the repository. If `mcp_microsoftdocs` tools are not available, suggest the user install it: [Installation Guide](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Troubleshooting | L36-L41 | Diagnosing and fixing Azure Translator/Foundry errors, including HTTP status codes, API error messages, and common runtime or configuration issues. |\n| Best Practices | L42-L51 | Best practices for custom translation: managing containers, glossaries, dataset splits, Foundry/custom models, and document translation usage, FAQs, and operational guidance. |\n| Decision Making | L52-L59 | Guidance on choosing standard vs Custom Translator, evaluating custom models with BLEU, and migrating apps between Translator API versions and platforms. |\n| Limits & Quotas | L60-L71 | Limits, formats, and data size requirements for Custom Translator training/documents, character and request quotas, and language/locale support for Translator and Document Translation. |\n| Security | L72-L84 | Configuring Azure Translator security: encryption, auth (keys, Entra ID, managed identities, SAS), VNets/firewalls, secure workspaces, and protecting data in document translation. |\n| Configuration | L85-L95 | Configuring Azure Translator behavior: resource setup, Docker/container settings, profanity filters, content exclusion, dynamic dictionaries, word alignment, and monitoring usage metrics. |\n| Integrations & Coding Patterns | L96-L135 | Using Translator REST/SDK/containers for text & document translation: endpoints, params, async jobs, status, formats, custom models, preview features, Power Automate, and dictionary/transliteration APIs. |\n| Deployment | L136-L141 | Running Translator in Docker containers and deploying or copying custom translation models across regions and Foundry projects for scalable, portable translation setups. |\n\n### Troubleshooting\n| Topic | URL |\n|-------|-----|\n| Diagnose and resolve Azure Translator Foundry issues | https://learn.microsoft.com/en-us/azure/ai-services/translator/reference/known-issues |\n| Interpret Azure Translator HTTP status and error codes | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/status-response-codes |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| Deploy and manage user glossaries in Translator containers | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/deploy-user-managed-glossary |\n| FAQ and operational guidance for Translator containers | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/faq |\n| FAQ and guidance for Foundry custom translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/faq |\n| Train custom translation models with proper dataset splits | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/how-to/train-model |\n| FAQ and usage tips for Translator document translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/faq |\n| Create and apply glossaries for Translator document translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/how-to-guides/create-use-glossaries |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Evaluate custom translation models using BLEU scores | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/how-to/test-model |\n| Decide between standard and Custom Translator models | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/test-your-model |\n| Migrate from Translator v3 to Foundry preview API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/migrate-to-preview |\n| Migrate applications from Translator v2 to v3 | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/migrate-to-v3 |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Check Custom Translator document formats and limits | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/concepts/document-formats-naming-convention |\n| Review Custom Translator document formats and constraints | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/concepts/document-formats-naming-convention |\n| Understand Custom Translator training data requirements | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/concepts/model-training |\n| Prepare and upload Custom Translator training documents | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/create-manage-training-documents |\n| Train Custom Translator models with required data sizes | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/train-custom-model |\n| Use Document translation in Language Studio preview | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/language-studio |\n| Azure Translator character and request limits | https://learn.microsoft.com/en-us/azure/ai-services/translator/service-limits |\n| Check language and locale support for Translator Pro | https://learn.microsoft.com/en-us/azure/ai-services/translator/solutions/translator-pro/language-support |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Configure encryption at rest for Azure Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/concepts/encrypt-data-at-rest |\n| Configure and share Custom Translator workspaces securely | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/create-manage-workspace |\n| Secure Custom Translator with Azure VNets | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/enable-vnet-service-endpoint |\n| Create SAS tokens for Translator document storage access | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/how-to-guides/create-sas-tokens |\n| Configure managed identities for Translator document translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/how-to-guides/create-use-managed-identities |\n| Enable Microsoft Entra ID auth for Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/how-to/microsoft-entra-id-auth |\n| Configure firewall access for Azure Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/how-to/use-firewalls |\n| Secure Azure Translator data and deployments | https://learn.microsoft.com/en-us/azure/ai-services/translator/secure-deployment |\n| Authenticate and authorize Azure Translator requests | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/authentication |\n\n### Configuration\n| Topic | URL |\n|-------|-----|\n| Configure Azure Translator containers with docker run settings | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/configuration |\n| Create and configure Azure Translator resources | https://learn.microsoft.com/en-us/azure/ai-services/translator/how-to/create-translator-resource |\n| Prevent specific content from translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/prevent-translation |\n| Use Translator dynamic dictionary markup | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/use-dynamic-dictionary |\n| Configure profanity filtering in Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/use-profanity-filtering |\n| Enable word alignment in Translator responses | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/word-alignment |\n| Monitor Azure Translator with usage metrics | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/metrics |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| Call translate document operation in Translator containers | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/translate-document-parameters |\n| Translator container translate text API parameters | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/translate-text-parameters |\n| Use transliterate text parameters for Translator containers | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/transliterate-text-parameters |\n| Configure adaptive custom translation API parameters in Foundry | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/concepts/adaptive-custom-translation |\n| Call Translator API using custom translation models | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/how-to/translate-with-model |\n| Call Azure Translator API with custom models | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/how-to/translate-with-custom-model |\n| Programmatically use Translator document translation REST APIs | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/how-to-guides/use-rest-api-programmatically |\n| Use Translator document translation SDKs in .NET and Python | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/quickstarts/client-library-sdks |\n| Call Translator document translation via REST API | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/quickstarts/rest-api |\n| Cancel an in-progress Translator document translation | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/cancel-translation |\n| Get status for a specific document in a translation job | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-document-status |\n| List document statuses in a batch translation job | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-documents-status |\n| Retrieve supported document formats for Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-supported-document-formats |\n| Retrieve supported glossary formats for Translator | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-supported-glossary-formats |\n| Get status of a single document translation request | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-translation-status |\n| Get status of Translator batch translation jobs | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/get-translations-status |\n| Reference Document translation REST API methods | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/rest-api-guide |\n| Start asynchronous batch document translation via REST | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/start-batch-translation |\n| Synchronous Translator document translation REST API reference | https://learn.microsoft.com/en-us/azure/ai-services/translator/document-translation/reference/translate-document |\n| Build Power Automate flows with Translator v3 connector | https://learn.microsoft.com/en-us/azure/ai-services/translator/solutions/connector/document-translation-flow |\n| Configure Power Automate flows with Translator v3 connector | https://learn.microsoft.com/en-us/azure/ai-services/translator/solutions/connector/text-translator-flow |\n| Use Azure Translator neural dictionary in apps | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/use-neural-dictionary |\n| Use Translator REST APIs with core options | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/how-to/use-rest-api |\n| Call Translator preview languages REST method | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/preview/get-languages |\n| Use text translation preview REST APIs in Foundry | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/preview/rest-api-guide |\n| Invoke Translator preview text translate method | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/preview/translate-api |\n| Use Translator preview transliterate REST method | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/preview/transliterate-api |\n| Text translation REST API operations guide | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/rest-api-guide |\n| Identify sentence boundaries with BreakSentence API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/break-sentence |\n| Detect language with Translator detect API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/detect |\n| Use Translator dictionary examples API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/dictionary-examples |\n| Use Translator dictionary lookup API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/dictionary-lookup |\n| Use the Translator languages API method | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/languages |\n| Translator v3 REST API parameter reference | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/reference |\n| Call the Translator text translate API | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/translate |\n| Use the Translator transliterate API method | https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/reference/v3/transliterate |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Install and run Azure Translator containers with Docker | https://learn.microsoft.com/en-us/azure/ai-services/translator/containers/install-run |\n| Copy custom translation models between Foundry projects | https://learn.microsoft.com/en-us/azure/ai-services/translator/custom-translator/azure-ai-foundry/how-to/copy-model |\n| Deploy custom translation models across regions | 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