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.; swarmclaw: SwarmClaw is a self-hosted AI runtime for autonomous agents, supporting multiple providers and MCP-native integration. It enables agent orchestration with memory, delegation, schedules, and skill learning, featuring a rich set of built-in integrations and deployment options.
Building LLM applications that interact with custom tools and data sources
Personal Assistant with memory and scheduling