advanced-memory-mcp
An MCP server that provides persistent memory and knowledge management capabilities for AI assistants.
Install & Use
Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:
Help me install this AI Skill: advanced-memory-mcp. It is used for: An MCP server that provides persistent memory and knowledge management capabilities for AI assistants. Full Skill content: https://321skill.com/skills/advanced-memory-mcp/raw/index.md Read that page and install it.
The prompt includes a link to the full Skill content. You can also view the full content.
Advanced Memory (Memops) is a server built on FastMCP 3.2, designed to address the lack of persistent memory in AI assistants (such as Claude, Cursor) during conversations. It provides a centralized hub for assistants to save, retrieve, and manage personal knowledge—including notes, research materials, and code snippets—across sessions, utilizing a local database and vector store.
Users can connect it as an MCP server to AI clients that support the MCP protocol (like Claude Desktop, Cursor). Once connected, the AI assistant can access its 79 provided tools for operations such as note management, knowledge base search, Zettelkasten card creation, and skill management.
It is particularly suitable for researchers, developers, content creators, and students who need to accumulate and reuse knowledge over the long term. Whether tracking project progress, organizing study notes, or building a personal knowledge base, it can all be done seamlessly through the AI assistant.
Prior to use, ensure a Python environment (3.12+) is available and dependencies are installed. It is primarily aimed at technical users, offering both command-line and web interaction methods. First-time users should refer to the detailed installation and configuration documentation.
Key Features
Compared to similar memory tools, it offers up to 79 highly specialized tools spanning 12 professional domains including notes, search, skills, and audio. It significantly optimizes the AI's accuracy and efficiency in tool selection through "Rationale-First" industrial-grade docstrings and Discriminated Unions.
Limitations
Not suitable for non-technical users who only require temporary, one-off session memory or are averse to local deployment and command-line operations.
FAQ
How do I connect and use it with Claude Desktop?
After starting the MCP server following the installation guide, add the server's stdio connection information to the MCP configuration in Claude Desktop.
Where is the data stored? Is it secure?
Data is stored locally by default in SQLite and LanceDB, with no need to upload to external servers, ensuring high privacy.
Installation guide for AI assistants
If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:
Visit https://321skill.com/skills/advanced-memory-mcp/raw/index.md to read the original Skill definition (Markdown format) for advanced-memory-mcp, and install it according to the instructions.
Raw Markdown URL for AI: /skills/advanced-memory-mcp/raw/index.md