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Memory MCP

npm version License: MIT

Local, persistent memory for Claude Desktop and MCP-compatible AI assistants.

Part of the Substratia memory infrastructure ecosystem.

A lightweight MCP server that gives your AI durable, searchable memory — entirely on your machine. Built with TypeScript, SQLite + FTS5, and minimal dependencies.

Quick Start

Claude Desktop

Download memory-mcp.mcpb from GitHub Releases and double-click to install.

Claude Code

claude plugin install github:whenmoon-afk/claude-memory-mcp
Alternative: Manual JSON Config

Add to your Claude Desktop config file:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json Linux: ~/.config/Claude/claude_desktop_config.json Windows: %APPDATA%/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "memory": {
      "command": "npx",
      "args": ["-y", "github:whenmoon-afk/claude-memory-mcp"]
    }
  }
}

Windows may need "command": "cmd", "args": ["/c", "npx", "-y", "github:whenmoon-afk/claude-memory-mcp"]

After installation, restart Claude Desktop (quit and reopen).

Tools

Tool Description
memory_store Store a memory with auto-summarization and entity extraction
memory_recall Search memories with token-aware loading
memory_forget Soft-delete a memory (preserves audit trail)

Features

  • FTS5 full-text search (fast, no embeddings needed)
  • Token budgeting for context-aware responses
  • Automatic entity extraction and summarization
  • Soft deletes with provenance tracking
  • Hybrid relevance scoring (recency + importance + frequency)

Environment Variables

Variable Default Description
MEMORY_DB_PATH Platform-specific Database file location
DEFAULT_TTL_DAYS 90 Default memory expiration

Troubleshooting

Tools not appearing in Claude Desktop?

  1. Restart Claude Desktop completely (quit and reopen)
  2. Verify config file syntax is valid JSON
  3. Check that Node.js 18+ is installed: node --version

"Connection closed" on Windows?

Windows requires either:

  • The cmd /c wrapper method (see Windows config above), OR
  • The full path to npx.cmd (e.g., C:\Program Files\nodejs\npx.cmd)

Getting stale cached versions?

The npx github: method bypasses npm cache. Alternatively:

  • Clear npm cache: npm cache clean --force
  • Use global install for version control

Slow startup with github: method?

First run requires downloading and installing dependencies (can take 30+ seconds). Subsequent runs are faster but still fetch from GitHub. For faster startup, use the global install method.

Dependencies

  • @modelcontextprotocol/sdk - MCP protocol implementation
  • better-sqlite3 - Fast native SQLite with FTS5

Links

Want Cloud Sync?

Substratia Pro (coming soon) adds:

  • Cloud sync across all your devices
  • Memory dashboard to view/edit what AI remembers
  • Automatic backups and disaster recovery
  • Team memory sharing

Join the waitlist to get early access.

Related Projects

Part of the Substratia memory infrastructure ecosystem:

  • momentum - Instant context recovery (<5ms) for Claude Code
  • AgentForge - Visual drag-and-drop agent config builder
  • Substratia - Memory infrastructure for AI

Support

Privacy Policy

Local-only by default: All memories are stored locally on your machine in ~/.memory-mcp/memory.db. No data is sent anywhere unless you explicitly enable cloud sync.

Cloud sync (optional): If you connect to Substratia Cloud, memories are synced to our servers. See our full privacy policy at https://substratia.io/privacy

What we collect:

  • Local mode: Nothing. Zero telemetry.
  • Cloud mode: Memory content you choose to sync, usage metrics for service improvement.

Disclaimer

This project is provided as-is. It is actively maintained but may have breaking changes between minor versions.

License

MIT

About

An MCP server implementation providing persistent memory capabilities for Claude, based on research into optimal LLM memory techniques

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