Copilot Memory MCP

Overview

Copilot Memory MCP is a Model Context Protocol (MCP) server: Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required. As an MCP server it plugs straight into AI assistants, exposing its functionality as tools the model can invoke on your behalf.

It runs locally: the Docker image ghcr.io/labforgedev/copilot-memory-mcp:1.0.0 speaks MCP over stdio on your machine. No credentials are required — it works out of the box. The current release is v1.0.0, published under the MIT license, with source at LabForgeDev/copilot-memory-mcp on GitHub.

You'll find Copilot Memory MCP in the Memory category here on mcp.site; it connects to Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed, and any other MCP client — see the install snippets below. If you maintain Copilot Memory MCP for LabForgeDev, claim this listing to verify ownership, earn the Verified badge, and keep the details current.

Installation

// claude_desktop_config.json
{
  "mcpServers": {
    "copilot_memory_mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/labforgedev/copilot-memory-mcp:1.0.0"
      ]
    }
  }
}