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ultimate_mcp_server vs aai-gateway

Side-by-side comparison to help you pick between these two MCP servers.

ultimate_mcp_server
by Dicklesworthstone
aai-gateway
by gybob
Stars★ 149★ 104
30d uses
Score8547
Official
Categories
AI / LLM ToolsBrowser AutomationFile System
Developer ToolsAI / LLM ToolsProductivity
LanguagePythonTypeScript
Last commit2 mo ago1 mo ago

ultimate_mcp_server · Summary

Comprehensive MCP server providing dozens of capabilities for AI agents including LLM delegation, browser automation, document processing, and cognitive memory systems.

aai-gateway · Summary

AAI Gateway provides unified management of MCP servers and skills across multiple AI agents with 99% context token savings.

ultimate_mcp_server · Use cases

  • Complex document processing and analysis with OCR and structured data extraction
  • Web automation and research across multiple sites with browser control
  • Cost-optimized AI workflows through intelligent task delegation between models

aai-gateway · Use cases

  • Browser automation by searching for and installing Playwright MCP
  • PPT creation by importing PPT skill packages
  • Code development assistance through unified management of coding tools

ultimate_mcp_server · Install

Installation

  1. Clone the repository:
git clone https://github.com/Dicklesworthstone/ultimate_mcp_server.git
cd ultimate_mcp_server
  1. Install dependencies:
pip install -e .
  1. For Claude Desktop integration, add to your claude_desktop_config.json:
{
  "mcpServers": {
    "ultimate-mcp": {
      "command": "python",
      "args": ["-m", "ultimate_mcp_server"],
      "env": {
        "PYTHONPATH": "."
      }
    }
  }
}
  1. Run the server:
python -m ultimate_mcp_server

aai-gateway · Install

Installation

**Claude Code:**

claude mcp add --scope user --transport stdio aai-gateway -- npx -y aai-gateway

**Codex:**

codex mcp add aai-gateway -- npx -y aai-gateway

**OpenCode** — add to ~/.config/opencode/opencode.json:

{
  "mcp": {
    "aai-gateway": {
      "type": "local",
      "command": ["npx", "-y", "aai-gateway"],
      "enabled": true
    }
  }
}

**OpenClaw:**

openclaw plugins install openclaw-aai-gateway-plugin
Comparison generated from public README + GitHub signals. Last updated automatically.