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.; web-researcher-mcp: web-researcher-mcp is a production-grade MCP server that provides AI assistants with web search, content extraction, and multi-source research capabilities. It features multiple specialized tools, pluggable search backends with automatic fallback, a 4-tier scraping pipeline, and search lenses for domain-focused research. Enterprise-ready with OAuth 2.1, rate limiting, and audit logging.
Building LLM applications that interact with custom tools and data sources
Enabling AI assistants to access live web information for up-to-date answers