Visual Memory MCP vs AAI Gateway

In-depth architectural comparison of the Visual Memory MCP and AAI Gateway 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?

V

Choose Visual Memory MCP when:

• You need dedicated capabilities in the Finance & Fintech domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).

Explore Visual Memory MCP Details

Choose AAI Gateway when:

• You need dedicated capabilities in the Finance & Fintech domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).

Explore AAI Gateway Details

Feature & Specification Comparison

Specification	V Visual Memory MCP Finance & Fintech	AAI Gateway Finance & Fintech
Summary	Local visual UI cache for AI agents using perceptual hashing + CLIP to cut vision token use.	Unified MCP & Skill management gateway, shared across AI agents, 99% context token savings
Category & Scope	Finance & Fintech	Finance & Fintech

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": {
    "visual-memory-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "visual-memory-mcp"
      ]
    }
  }
}

{
  "mcpServers": {
    "aai-gateway": {
      "command": "npx",
      "args": [
        "-y",
        "aai-gateway"
      ]
    }
  }
}

Related MCP Server Comparisons