Discover the Best MCP Services

Awesome MCP Servers

by punkpeye/awesome-mcp-servers

A collection of MCP servers.

OpenMemory MCP

by mem0ai/mem0

Official

Memory for AI Agents; SOTA in AI Agent Memory; Announcing OpenMemory MCP - local and secure memory management.

FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.

💬 MaxKB is an open-source AI assistant for enterprise. It seamlessly integrates RAG pipelines, supports robust workflows, and provides MCP tool-use capabilities.

The Cursor & Windsurf community, find rules and MCPs

Cognee: Scalable Memory for AI Agents with ECL Pipelines

by topoteretes/cognee

Memory for AI Agents in 5 lines of code

Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants

Basic Memory - AI Knowledge Management

by basicmachines-co/basic-memory

Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants, stored in standard Markdown files on your computer. Integrates directly with Obsidan.md

Minima: On-Premises RAG System

by dmayboroda/minima

On-premises conversational RAG with configurable containers

Nexent 是一个可以零代码开发智能体的平台 —— 无需编排，无需复杂拖拉拽。基于 MCP 工具生态，Nexent 还提供强大的模型集成、数据处理、知识库管理能力。

Context Portal (ConPort): A memory bank MCP server building a project-specific knowledge graph to supercharge AI assistants. Enables powerful Retrieval Augmented Generation (RAG) for context-aware development in your IDE.

Remote Memory Bank MCP Server for Multi-Project Management

by alioshr/memory-bank-mcp

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

MCP Memory Service for Claude - Semantic Memory & Persistent Storage with ChromaDB

by doobidoo/mcp-memory-service

MCP server providing semantic memory and persistent storage capabilities for Claude using ChromaDB and sentence transformers.

Graphlit MCP Server

by graphlit/graphlit-mcp-server

Model Context Protocol (MCP) Server for Graphlit Platform

Code to process many kinds of content by an author into an MCP server

Jinni: AI Project Context Integration Tool for LLMs

by smat-dev/jinni

Bring your project into LLM context - tool and MCP server

Mem0 MCP Server

by mem0ai/mem0-mcp

Server for managing and storing coding preferences efficiently

MCP Knowledge Graph Server

by shaneholloman/mcp-knowledge-graph

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

Python toolkit for building graph-enhanced GenAI applications

MemoryMesh: AI Knowledge Graph Server for Structured Memory Persistence

by CheMiguel23/MemoryMesh

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models. v0.2.8

An example agent demonstrating streaming, tool use, and interactivity from your terminal. This agent builder can help you to build your own agents and tools.

Sequential Thinking MCP

by arben-adm/mcp-sequential-thinking

Server for structured problem-solving through sequential thinking stages

BioMCP

by genomoncology/biomcp

BioMCP: Biomedical Model Context Protocol

Tablestore MCP Server

by aliyun/alibabacloud-tablestore-mcp-server

Server for implementing knowledge base Q&A systems using MCP architecture

Erick Wendel Contribution Query System - MCP Server for Multi-platform Data Retrieval

by ErickWendel/erickwendel-contributions-mcp

A Model Context Protocol (MCP) server that provides tools to query Erick Wendel's contributions across different platforms

RagRabbit

by madarco/ragrabbit

Open Source, Self-Hosted, AI Search and LLM.txt for your website

MCP-RAGDocs

by qpd-v/mcp-ragdocs

Server for semantic search and retrieval of documentation using natural language

Memento MCP

by gannonh/memento-mcp

Memento MCP: A Knowledge Graph Memory System for LLMs

A Model Context Protocol server that provides knowledge graph management capabilities.

Llama Cloud MCP Server for Managed Indexes

by run-llama/mcp-server-llamacloud

A MCP server connecting to managed indexes on LlamaCloud