LlamaParse MCP: Agentic OCR tools for your AI agents

The LlamaParse Platform's MCP has been refactored to focus on document processing, leveraging services like Parse, Classify, and Split, and can be accessed by connecting any MCP-compatible client at https://mcp.llamaindex.ai/mcp with a LlamaCloud account. The platform prioritizes granular access control and secure interactions through WorkOS OAuth authentication, which eliminates the need for separate API keys by aligning with the platform's broader identity model. While the platform's file-centric nature posed challenges for MCP, innovative solutions like URL-based uploads were introduced to handle file transfers efficiently, avoiding the inefficiencies of base64 encoding. Observability and rate-limiting features ensure the server remains production-ready, utilizing tools like OpenTelemetry and rate-limiter-flexible to monitor and manage usage. The MCP server, running as a Next.js application on Vercel, integrates the file upload UI and MCP endpoint within a single codebase, and its open-source implementation invites experimentation and contribution from the community.