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Part 1. Real-Time LangGraph Agent with MCP Tool Execution

This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command Protocol) servers. The architecture enables a fl

Scaled MCP Server

ScaledMCP is a horizontally scalabled MCP and A2A Server. You know, for AI.

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 Pinecone Vector Database Server

GraphRAG MCP Server

This is a MCP server I built to interact with my hybrid graph rag db.

Aleph-10: Vector Memory MCP Server

Vector Memory MCP Server - An MCP server with vector-based memory storage capabilities

YouTube MCP: AI-Powered Solution for Enhanced YouTube Experience 🚀

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic sear

YouTube MCP Server

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic sear

LanceDB

Qdrant Retrieve MCP Server

MCP server for semantic search with Qdrant vector database

MCP Memory Server

MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities

Vectorize

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

Mcp Server Ragdocs

An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment their responses with relevant documentati

Coder DB - AI Memory Enhancement System

An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality

MCP Memory Server with Qdrant Persistence

MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database

Chroma MCP Server

A Model Context Protocol (MCP) server implementation that provides vector database capabilities through Chroma.

TxtAI Assistant MCP

Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memo

RAG Documentation MCP Server

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation contex

The LlamaCloud-MCP Repository

llamacloud-mcp is a cloud computing platform that offers secure and scalable solutions for businesses looking to move to the cloud. It provides easy access to virtual servers and storage options for e

mcp-turso-cloud

🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases for LLMs. This server implements a two-level authentication system to handle both organization-level and databas

MCP Server for Milvus

The Milvus MCP server enables AI applications to interact with Milvus vector databases using natural language commands. It allows AI models to perform vector searches, manage collections, and retrieve

sqlite-kg-vec-mcp

MCP Server that integrates a knowledge graph and a vector database based on SQLite

aws-ow-pgvector-mcp

AWS Aurora Postgres with Pgvector Extension MCP Server.

WisdomForge

A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.