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Self-hosted AI starter kit (by the n8n team)

pydantic agent workflow using mcp servers to test out advanced retrieval of linked data

Facebook Ads MCP Server

The Facebook Ads MCP Server offers robust Facebook Ads integration, featuring account listing, detailed retrieval of campaigns, ad sets, ads, and creatives, along with performance insights and change

🔗 Unified MCP Tool Graph: A Neo4j-Powered API Intelligence Layer for Dynamic Tool Retrieval

Instead of dumping 100+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and relevance. It fixes tool confusion, preve

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

Unified MCP Suite

A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. Provides tools for media search/understanding (images, video), web information retrieval, PDF generation, and

RAG Application

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

Documentation Hub 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

RAG-MCP Pipeline Research

A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

Serena

a powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

Awslabs.bedrock Kb Retrieval Mcp Server

Mcp_mlb_statsapi

This project provides an MCP (Multi-Channel Pipeline) server that acts as a wrapper for the MLB Stats API. It allows you to easily access and process various MLB data points, including schedules, game

MCP AI Infra Real Time Agent

Developed an MCP-based AI infrastructure enabling real-time tool execution, structured knowledge retrieval, and dynamic agentic interactions for AI clients like Claude and Cursor.

Documentation Retrieval MCP Server (DOCRET)

A Model Context Protocol (MCP) server

SNCF API MCP Server

This project provides a modular Python wrapper for the SNCF API, with an MCP server interface that integrates seamlessly with Claude Desktop for intelligent journey planning and train information retr

IMF Data MCP Server

The server integrates with the free IMF data API and provides various features to facilitate data retrieval and analysis.

HDW MCP Server

A Model Context Protocol (MCP) server that provides comprehensive access to LinkedIn data and functionalities using the HorizonDataWave API, enabling not only data retrieval but also robust management

Vectorize

Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

Retrieval-Augmented Thinking MCP Server

MCP server for retrieval augmented thinking and problem solving

edgar-sec-mcp

An MCP Server to get data from EDGAR

Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP

🧠 MCP server implementing RAT (Retrieval Augmented Thinking) - combines DeepSeek's reasoning with GPT-4/Claude/Mistral responses, maintaining conversation context between interactions.

Deep Research MCP Server 🚀

MCP Deep Research Server using Gemini creating a Research AI Agent

repo-template

A Model Context Protocol (MCP) server for Python package intelligence, providing structured queries for PyPI packages and GitHub repositories. Features include dependency analysis, version tracking, a

RAT MCP Server (Retrieval Augmented Thinking)

🧠 MCP server implementing RAT (Retrieval Augmented Thinking) - combines DeepSeek's reasoning with GPT-4/Claude/Mistral responses, maintaining conversation context between interactions.