fastmcp: FastMCP is a standard framework for building Model Context Protocol (MCP) applications, which connect LLMs to tools and data. It simplifies the process by automatically generating schemas, validation, and documentation for tools, and managing transport negotiation and authentication for server connections. FastMCP offers a comprehensive solution for developing, deploying, and scaling MCP-powered systems.; synapse-ai: Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM. It allows users to turn existing APIs and Python programs into agent tools, build deterministic workflows as DAGs, and run everything locally or in the cloud without vendor lock-in.
Building LLM applications that interact with custom tools and data sources
End-to-end research report orchestration with parallel agents and human approval