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A Mem Mcp

io.github.DiaaAj/a-mem-mcp ยท v0.2.1

Self-evolving memory system for AI agents

Source code Set it up

Connect Runs on your machine

Terminal
claude mcp add a-mem-mcp -e LLM_BACKEND=<LLM_BACKEND> -e LLM_MODEL=<LLM_MODEL> -e OPENAI_API_KEY=<OPENAI_API_KEY> -e EMBEDDING_MODEL=<EMBEDDING_MODEL> -e CHROMA_DB_PATH=<CHROMA_DB_PATH> -- uvx a-mem==0.2.1
claude_desktop_config.json
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<LLM_BACKEND>",
        "LLM_MODEL": "<LLM_MODEL>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<CHROMA_DB_PATH>"
      }
    }
  }
}
~/.cursor/mcp.json
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<LLM_BACKEND>",
        "LLM_MODEL": "<LLM_MODEL>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<CHROMA_DB_PATH>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "a-mem-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<LLM_BACKEND>",
        "LLM_MODEL": "<LLM_MODEL>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<CHROMA_DB_PATH>"
      }
    }
  }
}

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools

This server runs locally, so its tools are listed by your MCP client once it starts.

Environment variables

NameDescription
LLM_BACKEND
Optional		LLM backend to use (openai, ollama, sglang, or openrouter)
LLM_MODEL
Optional		LLM model name (e.g., gpt-4o-mini, llama2, etc.)
OPENAI_API_KEY
Required, secret		OpenAI API key (required if LLM_BACKEND=openai)
EMBEDDING_MODEL
Optional		Sentence transformer model for embeddings
CHROMA_DB_PATH
Optional		ChromaDB storage directory path

Details

Package[email protected] (PYPI, stdio)
First published9 Jan 2026
Last updated9 Jan 2026
Registry nameio.github.DiaaAj/a-mem-mcp

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