Memories With Lessons

一个基于知识图谱的持久化记忆服务器,支持跨会话记忆用户信息并通过错误学习系统积累经验。提供实体关系管理、观察记录存储和错误解决方案管理功能,可集成到Cursor MCP客户端中。
2.5分
43

What is the Knowledge Graph Memory Server?

This server provides Claude with long-term memory capabilities by storing information in a structured knowledge graph format. It remembers user details, preferences, and past interactions, while also capturing error patterns and solutions for continuous learning.

How does it work?

The server stores information as interconnected entities (people, organizations, events) with observations (facts) and relationships. Special 'lesson' entities capture error patterns and verified solutions for future reference.

When should I use it?

Ideal for: 1) Personalized AI assistants that remember user details 2) Technical support bots that learn from past solutions 3) Any application requiring persistent memory across conversations.

Key Features

Entity SystemStore information about people, organizations, and events as interconnected nodes with attributes and relationships.
Error LearningCapture error patterns and solutions as special 'lesson' entities that improve over time with success rate tracking.
Persistent MemoryMaintain information across different conversations through local JSON storage that persists between sessions.
Cursor MCP IntegrationSeamless integration with Cursor IDE through Model Context Protocol for developer assistance scenarios.

Pros and Cons

Advantages
Remembers user preferences and details across conversations
Learns from mistakes by capturing error patterns and solutions
Lightweight local storage avoids cloud dependencies
Structured knowledge graph enables complex relationship modeling
Limitations
Local storage limits sharing across devices
Manual setup required for Cursor integration
Basic search capabilities (no advanced semantic search)
File-based storage may have performance limits at scale

Setup Guide

Installation
Install via Docker or NPX depending on your preference.
Cursor Configuration
Add the server configuration to your claude_desktop_config.json file.
System Prompt
Configure Claude's behavior with a prompt template that specifies when and how to use memory.
Memory Management
Use the provided API tools to create, read, update and delete memory entries as needed.

Example Scenarios

Personal AssistantClaude remembers user preferences and personal details across conversations
Technical SupportLearn from and recall solutions to common technical errors
Project ManagementTrack team members and their relationships to projects

Frequently Asked Questions

Where is the memory data stored?
How do I clear the memory?
Can I use this with multiple users?
What happens if the JSON files get too large?

Additional Resources

GitHub Repository
Original source code and documentation
Model Context Protocol
About the MCP standard this implements
Knowledge Graphs Explained
Background on knowledge graph technology
安装
复制以下命令到你的Client进行配置
{
  "mcpServers": {
    "memory": {
      "command": "docker",
      "args": ["run", "-i", "-v", "claude-memory:/app/dist", "--rm", "mcp/memory"]
    }
  }
}

{
  "mcpServers": {
    "memory": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-memory"
      ]
    }
  }
}

{
  "mcpServers": {
    "memory": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-memory"
      ],
      "env": {
        "MEMORY_FILE_PATH": "/path/to/custom/memory.json"
      }
    }
  }
}
注意:您的密钥属于敏感信息,请勿与任何人分享。
Notte Browser
已认证
Notte是一个开源的全栈网络AI代理框架,提供浏览器会话、自动化LLM驱动的代理、网页观察与操作、凭证管理等功能,旨在将互联网转化为代理友好的环境,并通过自然语言描述网站结构,降低LLM的认知负担。
715
4.5分
Bing Search MCP
一个用于集成微软Bing搜索API的MCP服务器,支持网页、新闻和图片搜索功能,为AI助手提供网络搜索能力。
Python
292
4分
Apple Notes MCP
一个为Claude桌面端提供本地Apple Notes数据库访问的服务器,支持读取和搜索笔记内容。
Python
228
4.3分
Cloudflare
Changesets是一个用于管理多包或单包仓库版本和发布的构建工具。
TypeScript
1.5K
5分
Eino
Eino是一个专为Golang设计的LLM应用开发框架,旨在通过简洁、可扩展、可靠且高效的组件抽象和编排能力,简化AI应用开发流程。它提供丰富的组件库、强大的图形编排功能、完整的流处理支持以及高度可扩展的切面机制,覆盖从开发到部署的全周期工具链。
Go
3.5K
5分
Modelcontextprotocol
已认证
该项目是一个集成Sonar API的MCP服务器实现,为Claude提供实时网络搜索能力。包含系统架构、工具配置、Docker部署及多平台集成指南。
TypeScript
1.1K
5分
Serena
Serena是一个强大的开源编码代理工具包,能够将LLM转化为可直接在代码库上工作的全功能代理。它提供类似IDE的语义代码检索和编辑工具,支持多种编程语言,并可通过MCP协议或Agno框架与多种LLM集成。
Python
882
5分
Zhipu Web Search MCP
项目提供了两种服务启动方式(stdio协议和SSE协议)及对应的客户端配置方法
Python
88
4.5分
精选MCP服务推荐
Duckduckgo MCP Server
已认证
DuckDuckGo搜索MCP服务器,为Claude等LLM提供网页搜索和内容抓取服务
Python
972
4.3分
Firecrawl MCP Server
Firecrawl MCP Server是一个集成Firecrawl网页抓取能力的模型上下文协议服务器,提供丰富的网页抓取、搜索和内容提取功能。
TypeScript
4.1K
5分
Figma Context MCP
Framelink Figma MCP Server是一个为AI编程工具(如Cursor)提供Figma设计数据访问的服务器,通过简化Figma API响应,帮助AI更准确地实现设计到代码的一键转换。
TypeScript
6.8K
4.5分
Edgeone Pages MCP Server
EdgeOne Pages MCP是一个通过MCP协议快速部署HTML内容到EdgeOne Pages并获取公开URL的服务
TypeScript
324
4.8分
Exa Web Search
已认证
Exa MCP Server是一个为AI助手(如Claude)提供网络搜索功能的服务器,通过Exa AI搜索API实现实时、安全的网络信息获取。
TypeScript
1.9K
5分
Baidu Map
已认证
百度地图MCP Server是国内首个兼容MCP协议的地图服务,提供地理编码、路线规划等10个标准化API接口,支持Python和Typescript快速接入,赋能智能体实现地图相关功能。
Python
821
4.5分
Minimax MCP Server
MiniMax Model Context Protocol (MCP) 是一个官方服务器,支持与强大的文本转语音、视频/图像生成API交互,适用于多种客户端工具如Claude Desktop、Cursor等。
Python
901
4.8分
Context7
Context7 MCP是一个为AI编程助手提供实时、版本特定文档和代码示例的服务,通过Model Context Protocol直接集成到提示中,解决LLM使用过时信息的问题。
TypeScript
5.4K
4.7分
AIbase
智启未来,您的人工智能解决方案智库
简体中文