Awesome M mcp servers

This repository showcases 13 powerful MCP (Model Context Protocol) servers designed to streamline data collection, processing, and visualization tasks. From web scraping and database connections to document formatting and financial research, each server is optimized for real-world data workflows.

mcp servers setup guide

mcp streamable servers

A lightweight, Spring Boot–friendly plugin framework** to orchestrate complex AI workflows — integrating multiple LLMs, tools, and [MCP (Model Context Protocol)](https://modelcontextprotocol.io/) services with zero boilerplate

clone from https://github.com/modelcontextprotocol/python-sdk_PYSDK

Model Context Protocol servers

This is a fork on ModelContextProtocol servers. Voice Agent MCP and SequentialThinking are work on SSE.

modelcontextprotocol servers

Customized MCP Servers based on modelcontextprotocol/servers

modelcontextprotocol servers

A comprehensive Model Context Protocol (MCP) server suite with modular, extensible server implementations for various integrations.

Chat-driven flight discovery with automatic web interactions across airlines, memory-enabled context, and robust rate-limiting safeguards.

Secure OAuth 2.1 protected flight operations: search flights, book seats, manage bookings, with real-time airport data and JWT-based access.

Spring-based travel integration enabling IATA lookups and flight bookings via a chat-enabled endpoint.

mcp_servers

BigQuery MCP Server

MCP Server

mcpServers

MCP SERVER TO HOST ON RAILWAY

Campaign mcp Server

AWS CDK app for a Rust example MCP server

mcp-server

meetup mcp server