A Java-based server leveraging Apache Tika to extract content and metadata from files (PDF, DOCX, TXT, etc.) in a local files-to-extract directory. Supports HTML (with CSS styling) and text extraction, file listing, and metadata retrieval via MCP-compliant tools and REST APIs. Built with Spring Boot, Jetty, and MCP SDK.

A Spring Boot client for performance testing AI agents using MCP (Model Context Protocol). Measures response times, token efficiency, costs, and dataset quality for dataset generation tasks, with automated standards updates and evaluation.

MCP Client implementation for Claude models. Reference: https://modelcontextprotocol.io

A NATS Transport implementation for modelcontextprotocol/go-sdk

MCP server for daily change log and tracking of daily task. Helps to create professional fine tuned change logs on every tasks on a daily basis to share it to the client.

Constrain, log and scan your MCP connections for security vulnerabilities.

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

mcp quick start tutorial for node: https://modelcontextprotocol.io/quickstart/server#node

modelcontextprotocol python sdk

SmartModelcontextprotocol

modelcontextprotocol servers

🔍 Convert natural language into PostgreSQL queries using Google Gemini and FastMCP’s Model Context Protocol. 💬 Ask database questions in plain English — get valid SQL instantly.

mcp client (following getting started tutorial on modelcontextprotocol.io)

modelcontextprotocol

Customized MCP Servers based on modelcontextprotocol/servers

modelcontextprotocol rust sdk

🧠 LLM-MCP Agent: Agente conversacional con herramientas inteligentes vía MCP. Este proyecto implementa un agente conversacional basado en **modelos de lenguaje locales (Ollama)** que interactúa dinámicamente con **herramientas externas expuestas mediante el protocolo [Model Context Protocol (MCP)](https://modelcontextprotocol.io/).

modelcontextprotocol servers

modelcontextprotocol hackathon

modelcontextprotocol

ModelContextProtocal server for interacting with buttondown

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

A repository of servers and clients from the Model Context Protocol tutorials

A Model Context Protocol (MCP) server that provides comprehensive access to XMPP RFC and XEP documentation