Agentkits Memory vs MCP Memory Graph

In-depth architectural comparison of the Agentkits Memory and MCP Memory Graph MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

Which MCP Server Should You Choose?

Choose Agentkits Memory when:

• You need dedicated capabilities in the Knowledge & Memory domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).
• Primary tools included: SQLite-backed local persistence, FTS5 and vector semantic search, Automatic session and tool-usage capture.

Explore Agentkits Memory Details

Choose MCP Memory Graph when:

• You need dedicated capabilities in the Knowledge & Memory domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Freemium).
• Primary tools included: SQLite-based persistent local memory, Hybrid semantic and keyword search, Knowledge graph for linked entities and memories.

Feature & Specification Comparison

Specification	Agentkits Memory aitytech Knowledge & Memory	MCP Memory Graph Knowledge & Memory
Summary	Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.	Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
Category & Scope	Knowledge & Memory

Tools & Capabilities Breakdown

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

{
  "mcpServers": {
    "aitytech-agentkits-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@aitytech/agentkits-memory"
      ]
    }
  }
}

{
  "mcpServers": {
    "mcp-memory-graph-2": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph"
      ]
    }
  }
}

Related MCP Server Comparisons