Mnemograph vs Ainative Memory MCP

In-depth architectural comparison of the Mnemograph and Ainative Memory MCP 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?

M

Choose Mnemograph 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: remember, recall, create_entities.

Explore Mnemograph Details

Choose Ainative Memory MCP 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: create_entities, create_relations, add_observations.

Explore Ainative Memory MCP Details

Feature & Specification Comparison

Specification	M Mnemograph Knowledge & Memory	Ainative Memory MCP Knowledge & Memory
Summary	Event-sourced knowledge graph memory for Claude Code with semantic search	Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
Category & Scope	Knowledge & Memory	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": {
    "mnemograph": {
      "command": "uvx",
      "args": [
        "mnemograph"
      ]
    }
  }
}

{
  "mcpServers": {
    "ainative-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "zerodb-cli"
      ]
    }
  }
}

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