> 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.

## Voice Agents MCP Server

Voice Agents

Voice agents are now available over [MCP](https://modelcontextprotocol.io), so Claude, Cursor, VS Code, and other MCP clients can build, deploy, test, and analyse voice agents directly from your assistant. It's a hosted, remote server — nothing to install — reachable over streamable HTTP at `https://mcp.sarvam.ai/voice-agents` and authenticated through Sarvam SSO (OAuth 2.1). See the [MCP Server](/conversations/mcp) page for setup, the full tool surface, and security guidance.

## GLM-5.3

Model APIs

Added [GLM-5.3](/api/getting-started/models/openweight/glm-5-3) (`glm5.3`) as an open-weight chat model on `/v2/chat/completions`. It offers a 1,048,576-token context window with tool calling and visible reasoning, priced at ₹126 / ₹23.4 / ₹396 per 1M tokens (input / cached input / output), with reasoning billed as output. Beta access is granted per API key; [contact us](/api/getting-started/help) to request whitelisting.

## Boards API

Voice Agents

[Boards](/conversations/monitor/boards) can now be created, edited, and run over REST instead of only in the dashboard. Discover the tables available to your workspace with `query-schema`, develop SQL against `query-preview`, then save it as a widget and run a whole tab in one call. Recurring delivery of a widget's result to email or Slack is configurable through notification rules. Authenticate with `X-API-Key` as with the rest of the Voice Agents API. See the [Boards API overview](/conversations/api/boards/overview), [Writing board SQL](/conversations/api/boards/sql), and [Best practices](/conversations/api/boards/best-practices).