> For clean Markdown of any page, append `.md` to the page URL. > For a complete documentation index, see https://docs.sarvam.ai/llms.txt. > For full documentation content in one file, see https://docs.sarvam.ai/llms-full.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.sarvam.ai/_mcp/server. ## Sarvam-M Released Model APIs Introduced `sarvam-m`, a 24B open-weights hybrid model based on Mistral Small. * Available now via [API Playground](https://dashboard.sarvam.ai/playground) and detailed in the [technical blog](https://sarvam.ai/blogs/sarvam-m). * Benchmarks added to the official documentation. ## Saarika v2.5 Released Model APIs Improved voice quality and naturalness in `saarika:v2.5`, now available for use in the STT API. ## TTS WebSocket (Beta) Model APIs Real-time streaming TTS now supported via WebSocket for beta users. Contact support to request access. ## Upgraded Developer Dashboard Model APIs * Unified dashboard with no-code playground and API key management in one place. * Easily test endpoints like LLM, TTS, STT, and Translate without writing code. * Prebuilt examples include Resume Translate and Hinglish Code Debug. ## API Playground Enhancements Model APIs * Added full support for live testing of Sarvam-M, Sarvam-Translate, and TTS/STT APIs. * Playground features instant feedback and parameter tuning without leaving the dashboard. ## Official SDKs Released Model APIs * Python: `pip install sarvamai` * JavaScript: `npm install sarvamai` * Abstracts away HTTP and response parsing with clean, unified methods across APIs. * Reduces integration time from hours to minutes. ## Revamped Developer Documentation Model APIs * New cookbooks added with real-world SDK use cases including chat completion, translation, and speech. * Improved API navigation and content structure for faster discovery. * Code snippets updated for clarity and consistency with latest SDKs. ## Sidebar Navigation Updated Model APIs * Exposed core API endpoints directly in sidebar navigation. * Streamlined structure to help developers reach reference and guides faster.