This is a continuously updated curated list of MCP servers, covering multiple categories such as browser control, art and culture, cloud platforms, command - line, communication, customer data platforms, databases, developer tools, data science tools, file systems, finance and fintech, games, knowledge and memory, location services, marketing, monitoring, search, and utilities. Each project comes with a GitHub link and the number of stars, making it easy for users to quickly understand and use.

The MCP Memory Service is a semantic memory storage system based on ChromaDB and sentence transformers, providing long - term memory and semantic search functions for Claude Desktop.

This is an automated deployment script project for installing and configuring multiple Model Context Protocol (MCP) robot services on a Windows system, including functions such as file system, GitHub, search, and memory management, and provides detailed installation guides and troubleshooting methods.

The mem0 MCP Server provides structured memory storage and semantic search services for project management

The Claudesidian MCP Server is a service project that interacts with the Obsidian knowledge base. It provides functions such as note management, web scraping, and memory retrieval, and supports local deployment and extended development.

A persistent memory MCP service designed for Claude Code, which can automatically save conversation histories and intelligently retrieve relevant contexts in subsequent conversations, achieving memory continuity across sessions.

The Memvid MCP Server is an AI service interface based on video memory technology, supporting encoding content such as text and PDFs into video formats and providing semantic search and conversation functions.

This is a project memory library management service based on SQLite, providing storage and retrieval functions for project background, decision records, progress updates, etc. through the MCP protocol, and supporting independent data management by project path.

Awesome MCP Servers is a curated list of Model Context Protocol (MCP) servers, covering multiple fields such as browser automation, art and culture, cloud platforms, command - line tools, communication, customer data platforms, databases, developer tools, file systems, finance and fintech, games, knowledge and memory, location services, marketing, monitoring, search, security, travel and transportation, version control, and other tools and integrations.

The Mem0 MCP server is a model context protocol service that provides persistent memory capabilities for LLMs. It supports both cloud and local storage modes, enabling cross - session information storage and retrieval.

An MCP service for semantic search and memory management based on txtai, providing context memory capabilities for AI assistants

MCP Memory is a memory storage service built on Cloudflare Workers, providing cross - conversation memory functions for MCP clients and using vector search technology to achieve semantic - related memory retrieval.

This project implements a personal context management server based on the MCP protocol, which is used to store and update users' personalized data, enabling AI assistants to maintain memory across sessions and provide personalized services.

Graphiti MCP Pro is a memory storage MCP service and management platform enhanced based on the Graphiti framework, providing asynchronous parallel processing, task management tools, unified configuration management, broader AI model compatibility, and a comprehensive visual management system.

A service that accesses Apple device data through the MCP protocol, supporting memory storage and retrieval

A service implementing the Model Context Protocol (MCP) for managing Claude's memory and knowledge graph, supporting local development and testing.

The Mem0 MCP server is a Model Context Protocol (MCP) service for integrating AI assistants with the Mem0.ai persistent memory system, providing functions for memory storage, retrieval, search, and management, and supporting multiple memory types and advanced features such as knowledge graph construction.

Awesome MCP Servers is a curated list of Model Context Protocol (MCP) servers that cover a variety of tools and integrations, including browser automation, art and culture, cloud platforms, command - line, communication, customer data platforms, databases, developer tools, file systems, fintech, knowledge and memory, location services, monitoring, search, security, travel and transportation, version control, etc. MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized servers.

AutoMem MCP is an MCP client tool that provides persistent memory for AI assistants. By connecting to the AutoMem graph - vector memory service, MCP - compatible AI platforms such as Claude, Cursor, and GitHub Copilot can remember users' decisions, coding styles, and preferences across sessions and devices, achieving perfect memory and personalized interaction.

Mnemo is an MCP service that provides extended memory for AI assistants. Through the context caching function of Gemini, it allows assistants to load large code libraries, documents, PDFs and other materials and conduct natural - language queries, achieving perfect information recall with low cost and low latency.

This project builds a centralized MCP server hosting environment through Docker and Traefik, integrating services such as Notion, Linear, GitHub, and Memory Bank, and uses SuperGateway to achieve communication protocol conversion.

This is an MCP implementation package for the MemOS API service, providing command - line tools and MCP standard interfaces for interacting with the MemOS API, supporting functions such as message addition, memory search, and message retrieval.

A memory management MCP service based on SQLite storage, providing functions for storing, retrieving, updating, and deleting memories, and supporting command-line debugging tools.

Penfield is a service that provides persistent memory for AI agents. It supports cross - session storage of decisions, preferences, and context, builds a knowledge graph that grows over time, and is compatible with multiple MCP tools.

MCP Server for Zep Cloud is a bridge service connecting Claude Desktop and Zep Cloud API, providing user management, memory collection operations, and memory storage functions, and supporting an automatic fallback operation mode.

The Azure AI Agent Service MCP Server integrates the functions of Azure AI Foundry, supports connecting to existing Azure AI agents, and provides capabilities such as security authentication, session memory, and multi-tool invocation.

This is a comprehensive collection of Model Context Protocol (MCP) servers, covering multiple categories such as AI services, art and culture, browser automation, cloud platforms, cloud storage, command lines, communication, customer data platforms, data science tools, databases, developer tools, file systems, finance, games, knowledge and memory, location services, marketing, monitoring, notes, other tools and integrations, research and data, search, security, social media, system automation, travel and transportation, version control, and workflow automation.

A persistent memory service implementation based on a knowledge graph that allows Claude to remember user information across chats and builds a memory network through entities, relationships, and observation data.

An MCP service for managing project memory and context, supporting project context management, entity relationship tracking, and data persistence.

This project contains configurations for multiple MCP servers for integration with AI assistants, including file system access, GitHub integration, memory service, Notion API integration, etc.

This project provides multiple MCP servers to enhance the functionality of the Cursor editor, including modules for Git management, search services, GitHub integration, memory storage, and sequential thinking.

Sovant MCP is a local adapter designed for Claude Code, providing independent long - term memory storage services for each code repository through explicit tool calls. Memories are stored in the cloud and can be managed.

Gemini Rust Suite is a Rust-based Google Gemini model interaction tool suite that provides a CLI interface, tool call protocol (MCP), persistent semantic memory, and other functions, supporting integration with external services.

Brain-MCP is an MCP service that provides a comprehensive memory management system for AI, simulating the human thinking process, supporting short-term memory caching, long-term memory associated storage, and thinking chain management, enabling continuous learning and experience accumulation of AI.

Letta MCP Server is a model context protocol service implementation for interacting with the Letta API, providing agent management, memory block operations, and tool management functions.

MCP Server Knowledge Graph Memory Project

Build a Go language memory management service

MCP is an intelligent dialogue platform server that provides role-based AI advisor services, supports multiple LLM suppliers, semantic memory management, and real-time streaming response, and is suitable for scenarios such as business consulting and technical support.

A Bitcoin node interaction service based on the Go language, providing a unified RPC command interface through the Model Context Protocol (MCP), supporting operations such as blockchain, memory pool, and UTXO, with security authentication and error handling functions.

Engram is a hosted MCP service that provides reliable memory for AI agents, enabling AI to remember past conversations, facts, and decisions, making it more like a real team member.