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Multi-AI MCP Server for Claude Code

by RaiAnsar
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Python
MIT License
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Talk to Multiple AIs Through Claude Code

🚀 Make Claude Code even smarter by connecting it to Google Gemini, Grok-3, ChatGPT, and DeepSeek!

⚡ You can use any combination - just the ones you have API keys for!

Instead of switching between different AI websites, now you can simply ask Claude Code to get help from other AIs. Just say things like:

"Hey Claude, ask all the AIs to help debug this code"
"Claude, get Grok's opinion on this architecture"
"Have Gemini and ChatGPT debate this technical decision"

🤖 Which AIs Are Included?

  • 🧠 Gemini (Google) - Free API ✅

  • 🚀 Grok-3 (xAI) - Paid API ✅

  • 💬 ChatGPT (OpenAI) - Paid API ✅

  • 🔮 DeepSeek - Paid API ✅

💡 You don't need all of them! Start with just Gemini (it's free), then add others if you want.

🚀 5-Minute Setup

What You Need

  • Claude Code installed

  • At least one API key (Gemini is free!)

Installation (Copy & Paste These 3 Commands)

# 1. Download the code git clone https://github.com/RaiAnsar/claude_code-multi-AI-MCP.git cd claude_code-multi-AI-MCP # 2. Run the automatic setup chmod +x setup.sh ./setup.sh # 3. That's it! Start using it right away

During setup, you'll be asked for API keys:

💡 Pro tip: Start with just Gemini (it's free), then add others later if you want.

Test It Works

After setup, just ask Claude naturally:

"Hey Claude, ask Gemini what the capital of France is"

If you see a response from Gemini, you're all set! 🎉

💬 How to Use It (Super Simple!)

Once installed, you just talk to Claude Code normally and ask it to use the other AIs. Here are real examples:

Ask Claude to Get Multiple Opinions

You: "Hey Claude, ask all the AIs what they think about using microservices vs monolith architecture"

Claude: I'll ask all available AIs for their perspectives on this...

(Claude will use the

Get Help Debugging Code

You: "Claude, can you have Grok help debug this Python function that's running slowly?"

Claude: Let me ask Grok to analyze your code for performance issues...

(Claude will use the

Compare Different AI Opinions

You: "Have Gemini and ChatGPT debate whether to use React or Vue for my frontend"

Claude: I'll set up a debate between Gemini and ChatGPT on this topic...

(Claude will use the

Get Code Reviews from Multiple AIs

You: "Can you ask all the AIs to review this authentication function for security issues?"

Claude: I'll have all available AIs review your code...

(Claude will use multiple code_review tools)

Brainstorm Creative Solutions

You: "Ask Grok to brainstorm some creative features for my todo app"

Claude: Let me get Grok's creative input on your todo app...

(Claude will use the

Get Architecture Advice

You: "Claude, have Gemini help design the database schema for my e-commerce site"

Claude: I'll ask Gemini to provide architecture recommendations...

(Claude will use the

🎉 The beauty is you don't need to remember any commands - just ask Claude naturally!

🔧 Configuration

API Keys & Models

Edit ~/.claude-mcp-servers/multi-ai-collab/credentials.json:

{ "gemini": { "api_key": "your-gemini-key", "model": "gemini-2.0-flash", "enabled": true }, "grok": { "api_key": "your-grok-key", "model": "grok-3", "enabled": true }, "openai": { "api_key": "your-openai-key", "model": "gpt-4o", "enabled": true } }

💡 Pro Tip: You can mix and match any combination:

  • Only Gemini? Works perfectly!

  • Gemini + ChatGPT? Great for comparing Google vs OpenAI perspectives!

  • Any combination? Maximum AI collaboration power!

Getting API Keys

🌟 Why Have Multiple AIs?

Think of it like having a team of experts with different personalities:

  • 🧠 Gemini (Google): The technical expert

    • Great for detailed explanations and accuracy

    • Best for: Complex technical questions, code analysis

  • 🚀 Grok (xAI): The creative problem solver

    • Brings unique perspectives and humor

    • Best for: Creative solutions, brainstorming, alternative approaches

  • 💬 ChatGPT (OpenAI): The balanced advisor

    • Comprehensive analysis and practical examples

    • Best for: General advice, code examples, balanced perspectives

  • 🔮 DeepSeek: The reasoning specialist

    • Strong in math, coding, and logical reasoning

    • Best for: Complex algorithms, mathematical problems, code optimization

Real Benefits:

  • Better Decisions: Get 2-3 opinions before making important choices

  • Learn Faster: See how different AIs approach the same problem

  • Catch Mistakes: If one AI misses something, another might catch it

  • Save Time: Get multiple expert opinions without switching apps

🔧 Partial Configurations

Don't have all the API keys? No problem!

  • Only Gemini? You'll have access to Google's powerful free AI

  • Only Grok? Get xAI's unique perspective and humor

  • Only ChatGPT? Use OpenAI's well-established models

  • Only DeepSeek? Get specialized reasoning and coding help

  • Gemini + ChatGPT? Compare Google vs OpenAI approaches!

  • Grok + DeepSeek? Creative thinking meets logical reasoning!

  • Any 3 AIs? Excellent multi-perspective collaboration!

  • Have all 4? Ultimate AI collaboration with maximum diversity!

The server automatically adapts to your available AIs. Tools for unavailable AIs simply won't appear in Claude Code.

💰 Cost-Effective Options:

  • Start with free Gemini to test the system

  • Add ChatGPT for proven OpenAI capabilities

  • Include Grok for unique xAI insights

  • Add DeepSeek for specialized reasoning tasks

🔒 Security Notes

  • API keys stored locally: All credentials are in ~/.claude-mcp-servers/multi-ai-collab/credentials.json

  • Never committed to git: The .gitignore file excludes all credential files

  • Optional AIs: Only AIs with valid keys are loaded

  • Graceful failures: Failed AI connections don't break the server

  • Input validation: All requests are validated before processing

⚠️ Important: Never share your credentials.json file or commit it to version control!

🐛 Troubleshooting

MCP not showing up?

claude mcp list # Should show "multi-ai-collab"

AI not responding?

mcp__multi-ai-collab__server_status # Check which AIs are enabled and working

Connection errors?

  • Verify API keys in credentials.json

  • Check if the AI service is down

  • Ensure you have sufficient API credits

Reinstall:

claude mcp remove multi-ai-collab ./setup.sh

📁 File Structure

~/.claude-mcp-servers/multi-ai-collab/ ├── server.py # Main MCP server ├── credentials.json # API keys and configuration └── requirements.txt # Python dependencies

🚀 Advanced Usage

Temperature Control for All AIs

# Creative writing with high temperature mcp__multi-ai-collab__ask_gemini prompt: "Write a creative story about AI collaboration" temperature: 0.9 mcp__multi-ai-collab__ask_openai prompt: "Write a creative story about AI collaboration" temperature: 0.9 # Technical explanations with low temperature mcp__multi-ai-collab__ask_grok prompt: "Explain how TCP/IP works" temperature: 0.2

Specialized Code Reviews by AI

# Gemini: Technical accuracy focus mcp__multi-ai-collab__gemini_code_review code: "[your code]" focus: "technical accuracy" # ChatGPT: Best practices focus mcp__multi-ai-collab__openai_code_review code: "[your code]" focus: "best practices" # Grok: Creative solutions focus mcp__multi-ai-collab__grok_code_review code: "[your code]" focus: "alternative approaches"

Multi-AI Workflows

# Step 1: Get all perspectives mcp__multi-ai-collab__ask_all_ais prompt: "How should I structure a microservices architecture?" # Step 2: Have top AIs debate specifics mcp__multi-ai-collab__ai_debate topic: "Event-driven vs REST for microservices communication" ai1: "gemini" ai2: "openai" # Step 3: Get Grok's creative alternative mcp__multi-ai-collab__ask_grok prompt: "What's a creative alternative to traditional microservices?"

🤝 Contributing

This is designed to be simple and extensible. To add new AI providers:

  1. Add credentials to credentials.json

  2. Add client initialization in server.py

  3. Test with the existing tools

📜 License

MIT - Use freely!

🎉 Enjoy having multiple AI assistants working together with Claude Code!

This server cannot be installed

-
security - not tested
A
license - permissive license
-
quality - not tested

How are these scores calculated?

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

Connects Claude Code with multiple AI models (Gemini, Grok-3, ChatGPT, DeepSeek) simultaneously, allowing users to get diverse AI perspectives, conduct AI debates, and leverage each model's unique strengths.

  1. 🤖 Which AIs Are Included?
    1. 🚀 5-Minute Setup
      1. What You Need
      2. Installation (Copy & Paste These 3 Commands)
      3. Test It Works
    2. 💬 How to Use It (Super Simple!)
      1. Ask Claude to Get Multiple Opinions
      2. Get Help Debugging Code
      3. Compare Different AI Opinions
      4. Get Code Reviews from Multiple AIs
      5. Brainstorm Creative Solutions
      6. Get Architecture Advice
    3. 🔧 Configuration
      1. API Keys & Models
      2. Getting API Keys
    4. 🌟 Why Have Multiple AIs?
      1. 🔧 Partial Configurations
        1. 🔒 Security Notes
          1. 🐛 Troubleshooting
            1. 📁 File Structure
              1. 🚀 Advanced Usage
                1. Temperature Control for All AIs
                2. Specialized Code Reviews by AI
                3. Multi-AI Workflows
              2. 🤝 Contributing
                1. 📜 License

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