YourMemory

v1.4.18Knowledge & Memorystable

YourMemory is an MCP server that uses biological forgetting curves to automatically prune stale data and reinforce useful context for Claude agents. It beats Mem0 by 16% on benchmarks and runs fully locally with zero LLM overhead via spaCy and SQLite

ai-agentsclaudeebbinghausllm-memorymcp
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What is YourMemory?

YourMemory is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to yourmemory is an mcp server that uses biological forgetting curves to automatically prune stale data and reinforce useful context for claude agents. it beats mem0 by 16% on benchmarks and runs fully l...

YourMemory is an MCP server that uses biological forgetting curves to automatically prune stale data and reinforce useful context for Claude agents. It beats Mem0 by 16% on benchmarks and runs fully locally with zero LLM overhead via spaCy and SQLite

This server falls under the Knowledge & Memory category on MCPgee, the world's largest MCP server directory with 33,000+ servers.

Features

  • YourMemory is an MCP server that uses biological forgetting

Use Cases

Maintain AI agent memory using biological forgetting curves.
Automatically prune stale context and reinforce useful information.
Run offline memory management without LLM overhead.
sachitrafa

Maintainer

LicenseCreative Commons Attribution Non Commercial 4.0 International
Languagepython
Versionv1.4.18
UpdatedMay 20, 2026
Statushealthy
Maintenanceactive

Works with

ClaudeOpenAIwindowsmacoslinux

Installation

PIP

pip install yourmemory

Manual Installation

pip install yourmemory

Configuration

Configuration Details

Config File

claude_desktop_config.json

Performance

Response Metrics

Response Time< 200ms
ThroughputMedium

Resource Usage

Memory UsageLow
CPU UsageLow

How to Set Up and Use YourMemory

YourMemory is a local-first MCP memory server that applies biological forgetting curves (the Ebbinghaus model) to automatically decay stale context and strengthen frequently recalled memories, giving AI agents persistent, self-managing long-term memory without any LLM inference overhead. It uses spaCy for semantic processing and SQLite for storage by default, with PostgreSQL available for team deployments, and has demonstrated a 16% benchmark improvement over Mem0. Developers and power users add it to their Claude workflows to give the assistant durable memory of preferences, project context, and important facts across sessions.

Prerequisites

  • Python 3.11–3.14 installed
  • pip or uv package manager
  • A YourMemory account token (register at yourmemoryai.xyz with your email)
  • An MCP-compatible client such as Claude Desktop
1

Install YourMemory

Install the yourmemory package from PyPI.

pip install yourmemory
2

Register your account token

Visit yourmemoryai.xyz, enter your email, verify with the 6-digit code you receive, then copy your token and register it locally.

yourmemory-register YOUR_TOKEN_HERE
3

Run the setup wizard

Run the setup command to initialize local storage (SQLite by default in ~/.yourmemory/) and configure the server.

yourmemory-setup
4

Configure your MCP client

Add YourMemory to your claude_desktop_config.json so Claude can invoke the memory tools automatically.

{
  "mcpServers": {
    "yourmemory": {
      "command": "yourmemory",
      "args": []
    }
  }
}
5

Restart Claude Desktop and verify

Restart the client. Claude will now automatically call recall_memory at the start of conversations and store_memory when it learns new facts about you.

YourMemory Examples

Client configuration

Claude Desktop configuration for YourMemory. No API key is required in the config — authentication was handled during yourmemory-register.

{
  "mcpServers": {
    "yourmemory": {
      "command": "yourmemory",
      "args": [],
      "env": {
        "YOURMEMORY_TELEMETRY": "off"
      }
    }
  }
}

Prompts to try

Example prompts to exercise YourMemory's three core tools: recall_memory, store_memory, and update_memory.

- "Remember that I prefer tabs over spaces and always use TypeScript strict mode."
- "What do you know about my current project setup?"
- "Update your memory: I've switched from PostgreSQL to SQLite for this project."
- "Recall everything you know about my coding preferences."

Troubleshooting YourMemory

yourmemory-register command not found after install

Ensure pip installed to a location on your PATH. Try `python -m yourmemory register YOUR_TOKEN_HERE` or install with `pip install --user yourmemory` and add ~/.local/bin to your PATH.

Claude does not seem to recall memories from previous sessions

Check that the yourmemory server is listed and running in your MCP client's server panel. The recall_memory tool must be invoked at the start of sessions — you can prompt Claude explicitly: 'Please recall any relevant memories before we start.'

Setup fails with a database error

Ensure ~/.yourmemory/ is writable: `mkdir -p ~/.yourmemory && chmod 755 ~/.yourmemory`. Run `yourmemory-setup` again after fixing permissions.

Frequently Asked Questions about YourMemory

What is YourMemory?

YourMemory is a Model Context Protocol (MCP) server that yourmemory is an mcp server that uses biological forgetting curves to automatically prune stale data and reinforce useful context for claude agents. it beats mem0 by 16% on benchmarks and runs fully locally with zero llm overhead via spacy and sqlite It connects AI assistants to external tools and data sources through a standardized interface.

How do I install YourMemory?

Install via pip with: pip install yourmemory. Then configure your AI client to connect to this MCP server.

Which AI clients work with YourMemory?

YourMemory works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.

Is YourMemory free to use?

Yes, YourMemory is open source and available under the Creative Commons Attribution Non Commercial 4.0 International license. You can use it freely in both personal and commercial projects.

Browse More Knowledge & Memory MCP Servers

Explore all knowledge & memory servers available in the MCPgee directory. Each server includes setup guides for Claude, Cursor, and VS Code.

Quick Config Preview

{ "mcpServers": { "yourmemory": { "command": "pip", "args": ["install", "yourmemory"] } } }

Add this to your claude_desktop_config.json or .cursor/mcp.json

Read the full setup guide →

Ready to use YourMemory?

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