Memory OS AI vs Neural Memory

In-depth architectural comparison of the Memory OS AI and Neural Memory 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 Memory OS AI 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).

Explore Memory OS AI Details

Choose Neural 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).

Explore Neural Memory Details

Feature & Specification Comparison

Specification	M Memory OS AI Knowledge & Memory	Neural Memory Knowledge & Memory
Summary	Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking	Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
Category & Scope	Knowledge & Memory	Knowledge & Memory
Quality signal

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": {
    "memory-os-ai": {
      "command": "uvx",
      "args": [
        "memory-os-ai"
      ]
    }
  }
}

{
  "mcpServers": {
    "neural-memory": {
      "command": "uvx",
      "args": [
        "neural-memory"
      ]
    }
  }
}

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