---
title: LLM Council
emoji: 🏢
colorFrom: pink
colorTo: green
sdk: gradio
sdk_version: 6.0.0
app_file: app.py
pinned: false
---

# 🏢 LLM Council - Multi-Model AI Deliberation System

A sophisticated system where multiple LLMs collaboratively answer questions through a 3-stage deliberation process.

## 🎯 How It Works

1. **Stage 1 - Individual Responses**: 5 different AI models independently answer your question
2. **Stage 2 - Peer Review**: Each model ranks the anonymized responses from others
3. **Stage 3 - Synthesis**: A chairman model synthesizes the final answer based on all inputs

## 💰 Cost: Mostly FREE!

This version uses **FREE HuggingFace Inference API** models:
- ✅ Meta Llama 3.3 70B (FREE)
- ✅ Qwen 2.5 72B (FREE)
- ✅ Mixtral 8x7B (FREE)
- 💵 OpenAI GPT-4o-mini (low cost)
- 💵 OpenAI GPT-3.5-turbo (low cost)

**Cost per query**: ~$0.01-0.03 (mostly OpenAI, HF is free!)

## ⚡ Quick Start

### 🚀 Deploy to Hugging Face (Recommended)

1. **Fork/Duplicate this Space**
2. **Add your API keys** in Settings → Repository secrets:
   - `OPENAI_API_KEY` - Get from [OpenAI](https://platform.openai.com/api-keys)
   - `HUGGINGFACE_API_KEY` - Get from [HuggingFace](https://huggingface.co/settings/tokens)
3. **Done!** Your space will auto-deploy

### 💻 Run Locally

```bash
# Clone repository
git clone https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
cd YOUR_SPACE_NAME

# Install dependencies
pip install -r requirements.txt

# Create .env file with your API keys
cp .env.example .env
# Edit .env and add:
#   OPENAI_API_KEY=your_openai_key
#   HUGGINGFACE_API_KEY=your_hf_token

# Run the app
python app.py
```

Visit `http://localhost:7860`

## 🔑 Getting API Keys

### OpenAI API Key (Required)
1. Go to https://platform.openai.com/api-keys
2. Create new secret key
3. Copy and save it (costs ~$0.01-0.03 per query)

### HuggingFace Token (Required for FREE models)
1. Go to https://huggingface.co/settings/tokens
2. Create new token (read access is enough)
3. Copy and save it (100% FREE to use!)

## 🤖 Council Models

### Current Configuration
- **Meta Llama 3.3 70B** - Excellent reasoning, FREE
- **Qwen 2.5 72B** - Strong performance, FREE
- **Mixtral 8x7B** - Mixture of experts, FREE  
- **OpenAI GPT-4o-mini** - Fast & capable, low cost
- **OpenAI GPT-3.5-turbo** - Reliable, low cost

### Chairman
- **OpenAI GPT-4o-mini** - Excellent synthesis capabilities

Want to customize? Edit `backend/config_free.py`!

## 📊 Performance

- **Response Time**: 60-120 seconds (3 stages, parallel processing)
- **Quality**: Better than single-model responses
- **Cost**: ~$0.01-0.03 per query (mostly FREE!)
- **Reliability**: Automatic retries & error handling

## 🛠️ Tech Stack

- **Frontend**: Gradio 6.0+ (with MCP server support)
- **Backend**: Python async/await
- **APIs**: 
  - HuggingFace Inference API (FREE models)
  - OpenAI API (paid models)
- **Storage**: JSON-based conversation persistence

## 📁 Project Structure

```
llm_council/
├── app.py                     # Main Gradio interface
├── requirements.txt           # Python dependencies
├── .env.example              # Environment template
├── backend/
│   ├── config_free.py        # FREE model configuration
│   ├── api_client.py         # HF + OpenAI API client
│   ├── council_free.py       # 3-stage orchestration
│   ├── storage.py            # Conversation storage
│   └── main.py               # FastAPI backend (optional)
└── docs/
    ├── QUICKSTART.md
    ├── DEPLOYMENT_GUIDE.md
    └── CODE_ANALYSIS.md
```

## 🔧 Configuration

Want different models? Edit `backend/config_free.py`:

```python
# Use ALL FREE models (no OpenAI cost):
COUNCIL_MODELS = [
    {"id": "meta-llama/Llama-3.3-70B-Instruct", "provider": "huggingface"},
    {"id": "Qwen/Qwen2.5-72B-Instruct", "provider": "huggingface"},
    {"id": "mistralai/Mixtral-8x7B-Instruct-v0.1", "provider": "huggingface"},
    {"id": "google/gemma-2-27b-it", "provider": "huggingface"},
]
```

## 🤝 Contributing

Improvements welcome! See `CODE_ANALYSIS.md` for refactoring suggestions.

## 📝 Credits

- Implementation: Community contributions
- FREE models: Meta, Qwen, Mistral via HuggingFace

## 📄 License

See original repository for license information.

---

**Need Help?** Check the docs folder for detailed guides!