> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.rightbrain.ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.rightbrain.ai/_mcp/server.

# MCP Protocol and Real-Time Capabilities

> Expose tasks through MCP, segment usage with reporting groups, and generate audio output.

## What's New

### Model Context Protocol (MCP) Support

Connect your Rightbrain tasks to AI assistants like Claude, Cursor, and other MCP-compatible tools. Expose tasks to compatible clients through MCP.

### Reporting Groups

Organize and track task usage by team, project, or use case with reporting groups, useful for understanding costs and performance across your organization.

### Audio Output Support

Generate voice responses and audio content directly from your tasks, opening up new possibilities for voice-enabled applications.

## Improvements

* Better CSV and text file processing
* Improved MCP authentication and error handling
* Enhanced trial management for new users
* More reliable streaming responses for real-time tasks
* Better timeout handling for long-running documents

## Current documentation

[MCP interoperability](/docs/interop/mcp) · [Observability](/docs/production/observability) · [Tasks](/docs/concepts/tasks)