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Building a Watsonx.ai Chatbot RAG Server with MCP

Building a Watsonx.ai Chatbot RAG Server with MCP compatible with Claude Desktop.

Elastica MCP Server

Efficient server implementation that leverages the Elastica Cosserat-Rod simulation framework to facilitate Model Context Protocol (MCP).

HubSpot MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot API limitations while

ragflow mcp server

A mcp server to retrieve documents from ragflow

ragflow-knowledge-mcp-server

A simple MCP server of knowledge base for RAGFlow.

Kafka MCP Server

A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging franz-go and mcp-go.

FortunaMCP

FortunaMCP is an advanced MCP server dedicated to generating high-quality random values. It leverages the Fortuna C-extension, which is directly powered by Storm—a robust, thread-safe C++ RNG engine o

DNDzgz MCP Server

A MCP Server to know about Zaragoza bus, tram and bizi services in realtime

MCP Server with RAG and Multi-Search

A custom MCP server with RAG capabilities and multiple search providers (Gemini 2.0 and Linkup)

🤖 MCP Server Examples with AutoGen

This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool

Rag chatbot with a localhost MCP server

Building an Rag-based HR chatbot for providing rules in workplace with MCP server

RAG_MCP

A RAG-ready MCP server for semantic PDF search with OCR, FAISS, and transformers—plug into any MCP client and retrieve intelligent answers within your MCP client.

MCP-RAG

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector

mcp-md-vector-search

A lightweight MCP server implementation that leverages PGLite and pgvector to perform efficient similarity searches on local Markdown documents using the Model Context Protocol (MCP).

MCP with RAG Demo

This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows AI models to interact with a knowledge b

Spurs Blog Mcp Server

An MCP server for Pounding The Rock blog, that provides comprehensive coverage of the San Antonio Spurs.

RAG Application

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

MCP RAG Server

MCP RAG

RAG system that utilizes MCP server

MCP-RAG

RAG system that utilize MCP server

Crawl4AI Web Scraper MCP Server

MCP Server leveraging crawl4ai for web scraping and LLM-based content extraction (Markdown, text snippets, smart extraction). Designed for AI agent integration.

mcp-rag-server - RAG MCP Server

mcp-rag-server

mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer questions based on your docum

MCP Server with FAISS for RAG

Mirror of