Koskamo

A-MEM MCP

A-MEM provides a self-evolving memory system for coding agents, organizing knowledge into a Zettelkasten-style graph with dynamic relationships. It automatically extracts keywords, finds semantic neighbors, and evolves connections over time, storing data in ChromaDB. It exposes tools for adding, searching, updating, and deleting memories, supporting both semantic and structural search to help agents maintain context across sessions.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

A-MEM MCP logo, by DiaaAjCommunity listingLocal stdioSource reviewed; not executedPublished by DiaaAj
Vendor documentation

What you can do with it

  • Store new knowledge notes asynchronously
  • Search memories using semantic queries
  • Explore memory connections via graph traversal
  • Update or delete existing memory entries

Source and maintenance

Community listingRegistry 0.2.1
mcp-registry: io.github.DiaaAj/a-mem-mcp@0.2.1Source repository
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

a-mem 0.2.1

pypi
a-mem package definition
{
  "version": "0.2.1",
  "transport": "stdio",
  "identifier": "a-mem",
  "registryType": "pypi",
  "environmentVariables": [
    {
      "name": "LLM_BACKEND",
      "format": "string",
      "default": "openai",
      "description": "LLM backend to use (openai, ollama, sglang, or openrouter)"
    },
    {
      "name": "LLM_MODEL",
      "format": "string",
      "default": "gpt-4o-mini",
      "description": "LLM model name (e.g., gpt-4o-mini, llama2, etc.)"
    },
    {
      "name": "OPENAI_API_KEY",
      "format": "string",
      "isRequired": true,
      "description": "OpenAI API key (required if LLM_BACKEND=openai)"
    },
    {
      "name": "EMBEDDING_MODEL",
      "format": "string",
      "default": "all-MiniLM-L6-v2",
      "description": "Sentence transformer model for embeddings"
    },
    {
      "name": "CHROMA_DB_PATH",
      "format": "string",
      "default": "./chroma_db",
      "description": "ChromaDB storage directory path"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<YOUR_LLM_BACKEND>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<YOUR_CHROMA_DB_PATH>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<YOUR_LLM_BACKEND>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<YOUR_CHROMA_DB_PATH>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "a-mem-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<YOUR_LLM_BACKEND>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<YOUR_CHROMA_DB_PATH>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "a-mem-mcp": {
      "command": "uvx",
      "args": [
        "a-mem==0.2.1"
      ],
      "env": {
        "LLM_BACKEND": "<YOUR_LLM_BACKEND>",
        "LLM_MODEL": "<YOUR_LLM_MODEL>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "CHROMA_DB_PATH": "<YOUR_CHROMA_DB_PATH>"
      }
    }
  }
}

Let your agent find its tools

Find servers like A-MEM MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.

Connect Koskamo Explore workflows
See all 7,506