codex-claude-bridge vs ultimate_mcp_server

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

	codex-claude-bridge by abhishekgahlot2	ultimate_mcp_server by Dicklesworthstone
Stars	★ 38	★ 149
30d uses	—	—
Score	42	85
Official	—	—
Categories	AI / LLM ToolsDeveloper ToolsCommunication	AI / LLM ToolsBrowser AutomationFile System
Language	TypeScript	Python
Last commit	2 mo ago	2 mo ago

codex-claude-bridge · Summary

Bidirectional bridge between Claude Code and OpenAI Codex CLI using MCP and Claude Code Channels.

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.

codex-claude-bridge · Use cases

Enabling conversation between Claude Code and Codex CLI to combine their respective strengths
Creating a coding environment where two AI agents can collaborate on problems
Monitoring and potentially moderating a conversation between two AI coding assistants

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

codex-claude-bridge · Install

# Clone and install
git clone https://github.com/abhishekgahlot2/codex-claude-bridge.git
cd codex-claude-bridge
bun install

# Register with Claude Code
# Add to ~/.mcp.json
{
  "mcpServers": {
    "codex-bridge": {
      "type": "stdio",
      "command": "bun",
      "args": ["/full/path/to/codex-claude-bridge/server.ts"]
    }
  }
}

# Register with Codex CLI
# Add to ~/.codex/config.toml
[mcp_servers.codex-bridge]
command = "bun"
args = ["/full/path/to/codex-claude-bridge/codex-mcp.ts"]
tool_timeout_sec = 120

# Start Claude Code
claude --dangerously-load-development-channels server:codex-bridge

# Start Codex CLI
codex

Open http://localhost:8788 to view the conversation in the web UI.

ultimate_mcp_server · Install

Installation

Clone the repository:

git clone https://github.com/Dicklesworthstone/ultimate_mcp_server.git
cd ultimate_mcp_server

Install dependencies:

pip install -e .

For Claude Desktop integration, add to your claude_desktop_config.json:

{
  "mcpServers": {
    "ultimate-mcp": {
      "command": "python",
      "args": ["-m", "ultimate_mcp_server"],
      "env": {
        "PYTHONPATH": "."
      }
    }
  }
}

Run the server:

python -m ultimate_mcp_server

Comparison generated from public README + GitHub signals. Last updated automatically.