Metadata-Version: 2.4
Name: multimind-sdk
Version: 0.2.1
Summary: The Future of AI Development - 60+ Vector Databases • 100+ AI Models • Quantum Memory • Hybrid RAG • Enterprise Compliance
Home-page: https://github.com/multimind-dev/multimind-sdk
Author: AI2Innovate Team
Author-email: contact@multimind.dev
Project-URL: Bug Tracker, https://github.com/multimind-dev/multimind-sdk/issues
Project-URL: Website, https://multimind.dev
Project-URL: Source Code, https://github.com/multimind-dev/multimind-sdk
Project-URL: Discord, https://discord.gg/K64U65je7h
Project-URL: OpenCollective, https://opencollective.com/multimind-sdk
Keywords: ai,artificial-intelligence,llm,machine-learning,rag,vector-database,agents,fine-tuning,quantum-memory,hybrid-rag,enterprise-ai,compliance,multi-modal,federated-learning,self-evolving-agents,mcp,workflow-automation
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
Classifier: Topic :: Text Processing :: Linguistic
Classifier: Topic :: Database :: Database Engines/Servers
Classifier: Topic :: Internet :: WWW/HTTP :: Dynamic Content
Classifier: Topic :: System :: Distributed Computing
Classifier: Topic :: System :: Systems Administration
Classifier: Topic :: Utilities
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Dynamic: author
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<!--
  MultiMind SDK - Unified AI Development Toolkit
  Description: A powerful Python SDK for fine-tuning, RAG systems, and AI agent development with enterprise-grade compliance
  Keywords: AI development, fine-tuning, RAG, LLM, machine learning, Python SDK, LangChain, CrewAI, LiteLLM, SuperAGI, AI compliance, healthcare compliance, GDPR, HIPAA
  Author: MultimindLAB Team
  Version: 0.1.0
-->

<!-- Logo -->
![MultiMind SDK Logo](https://raw.githubusercontent.com/multimindlab/multimind-sdk/develop/assets/Logo-with-name-final2.png)

<h1 align="center">MultiMind SDK: The Future of AI Development</h1>

<p align="center">
  <strong>🚀 60+ Vector Databases • 100+ AI Models • Quantum Memory • Hybrid RAG • Multimodel Transformers & Non transformer • Next-Gen Fine-tuning • Agent Framework • Enterprise Compliance </strong>
</p>

<p align="center">
  <a href="https://github.com/multimind-dev/multimind-sdk/blob/main/LICENSE"><img src="https://img.shields.io/github/license/multimind-dev/multimind-sdk.svg" alt="MultiMind SDK License"></a>
  <a href="https://github.com/multimind-dev/multimind-sdk/stargazers"><img src="https://img.shields.io/github/stars/multimind-dev/multimind-sdk.svg" alt="MultiMind SDK GitHub Stars"></a>
  <a href="https://github.com/multimind-dev/multimind-sdk/actions"><img src="https://img.shields.io/github/actions/workflow/status/multimind-dev/multimind-sdk/ci.yml" alt="CI Status"></a>
</p>

<div align="center">
  <h2>🚧 Project Status: In Active Development 🚧</h2>
  <p>Join the future of AI development! We're actively building MultiMind SDK and looking for contributors. Check our <a href="docs/TODO.md">TODO list</a> to see what's implemented and what's coming next. Connect with our growing community on <a href="https://discord.gg/K64U65je7h" aria-label="Join MultiMind SDK Discord Community">Discord</a> to discuss ideas, get help, and contribute to the project.</p>
</div>

<p align="center">
  <a href="#what-is-multimind-sdk">What is MultiMind SDK?</a> •
  <a href="#key-features">Key Features</a> •
  <a href="#compliance">Compliance</a> •
  <a href="#quick-start">Quick Start</a> •
  <a href="#documentation">Documentation</a> •
  <a href="#examples">Examples</a> •
  <a href="#contributing">Contributing</a>
</p>

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## 🤖 What is MultiMind SDK?

**MultiMind SDK is the world's most advanced AI development framework** - a revolutionary toolkit that combines cutting-edge AI research with practical development tools. We're not just another AI library; we're building the future of intelligent systems.

### 🌟 **Why MultiMind SDK is Revolutionary**

- **🧠 Quantum Memory Systems**: First-ever quantum-classical hybrid memory for AI agents
- **🔗 Hybrid RAG Architecture**: Combines vector search + knowledge graphs + symbolic reasoning
- **🤖 Self-Evolving Agents**: Agents that learn, adapt, and improve themselves
- **⚡ 60+ Vector Databases**: Universal interface across all major vector databases
- **🎯 100+ AI Models**: From GPT-4 to Mamba, Claude to Mistral - all unified
- **🔐 Enterprise-Grade Security**: Zero-knowledge proofs, differential privacy, federated learning

### 🎯 **For Beginners**
- **No AI Experience Required**: Start building AI applications with simple Python code
- **Pre-built Components**: Use ready-made AI tools without understanding complex algorithms
- **Step-by-step Examples**: Learn AI development through practical examples
- **Visual Interface**: Use our web-based playground to experiment with AI

### 🚀 **For Developers**
- **Unified Framework**: One toolkit for all AI development needs
- **Production Ready**: Built-in monitoring, logging, and deployment tools
- **Extensible**: Add your own custom AI components easily
- **Type Safe**: Modern Python with full error checking and validation

### 🏢 **For Enterprises**
- **Enterprise Compliance**: Built-in support for HIPAA, GDPR, and other regulations
- **Scalable Architecture**: Handle millions of users and requests
- **Cost Optimization**: Intelligent resource management and cost tracking
- **Security First**: Authentication, encryption, and audit trails

---

## ✨ Key Features

### 🧠 **Advanced AI Model Management**
- **100+ Model Support**: GPT-4, Claude-3, Mistral, Mamba, RWKV, Hyena, State Space Models
- **Intelligent Model Routing**: AI-powered model selection based on task complexity and cost
- **Mixture-of-Experts (MoE)**: Dynamic expert selection for optimal performance
- **Multi-Modal Fusion**: Seamlessly combine text, image, audio, and video models
- **Federated Learning**: Train models across distributed systems with privacy preservation
- **Model Compression**: Automatic quantization, pruning, and distillation

### 📚 **Revolutionary Document AI & Search**
- **60+ Vector Database Support**: Pinecone, Chroma, FAISS, Weaviate, Qdrant, Milvus, and 50+ more
- **Hybrid RAG Architecture**: Vector search + Knowledge Graphs + Symbolic Reasoning
- **Quantum-Enhanced Search**: Quantum algorithms for ultra-fast similarity search
- **Multi-Modal Document Processing**: Text, images, audio, video, and structured data
- **Intelligent Chunking**: Context-aware document splitting with semantic boundaries
- **Real-time Indexing**: Stream processing for live document updates

### 🤖 **Next-Generation AI Agents**
- **Self-Evolving Agents**: Agents that learn from interactions and improve themselves
- **Quantum Memory Systems**: Quantum-classical hybrid memory for enhanced cognition
- **Multi-Agent Orchestration**: Coordinate hundreds of specialized agents
- **Cognitive Scratchpad**: Step-by-step reasoning with dependency tracking
- **Active Learning**: Continuous improvement through user feedback
- **Tool Integration**: 100+ built-in tools + custom tool development

### 🔄 **Advanced Workflow Automation**
- **Visual Workflow Builder**: Drag-and-drop AI workflow creation
- **MCP (Model Context Protocol)**: Standardized AI workflow communication
- **Event-Driven Architecture**: Reactive workflows with real-time triggers
- **Conditional Logic**: Complex decision trees and branching workflows
- **Error Recovery**: Automatic retry, fallback, and self-healing mechanisms
- **Performance Optimization**: Intelligent resource allocation and caching

### 🛡️ **Enterprise Security & Compliance**
- **Zero-Knowledge Proofs**: Prove compliance without revealing sensitive data
- **Differential Privacy**: Mathematical guarantees for data privacy
- **Federated Compliance**: Distributed compliance checking across organizations
- **Quantum-Safe Encryption**: Post-quantum cryptography for future-proof security
- **Real-time Auditing**: Continuous compliance monitoring with instant alerts
- **Regulatory Automation**: Automatic compliance report generation

### 📊 **Advanced Monitoring & Analytics**
- **Real-time Performance Tracking**: Microsecond-level latency monitoring
- **AI-Powered Anomaly Detection**: Machine learning for system health monitoring
- **Cost Optimization Engine**: Intelligent resource allocation and cost prediction
- **Performance Benchmarking**: Automated model comparison and optimization
- **Usage Analytics**: Deep insights into AI system utilization patterns
- **Predictive Maintenance**: Proactive system health monitoring

---

## 🔒 Compliance Features

MultiMind SDK provides comprehensive compliance support for enterprise AI applications:

### Core Compliance Features
- Real-time compliance monitoring
- Healthcare-specific compliance checks
- Interactive compliance dashboard
- Alert management system
- Compliance trend analysis

### Advanced Compliance Mechanisms
- Federated compliance shards
- Zero-knowledge proofs
- Differential privacy feedback loops
- Self-healing patches
- Model watermarking and fingerprint tracking
- Dynamic regulatory change detection

[Learn more about our compliance features →](docs/compliance.md)

## 🚀 Quick Start

### Installation

```bash
# Basic installation
pip install multimind-sdk

# With compliance support
pip install multimind-sdk[compliance]

# With development dependencies
pip install multimind-sdk[dev]

# With gateway support
pip install multimind-sdk[gateway]

# Full installation with all features
pip install multimind-sdk[all]
```

### Environment Setup

Copy the example environment file and add your API keys and configuration values:

```bash
cp examples/multi-model-wrapper/.env.example examples/multi-model-wrapper/.env
```

> **Note:** Never commit your `.env` file to version control. Only `.env.example` should be tracked in git.

### 🎯 **Simple Examples for Everyone**

#### **For Beginners: Multi-Model AI Chat**
```python
from multimind import MultiMind
from multimind.models import OpenAIModel, ClaudeModel, MistralModel

# Create a multi-model AI system
models = {
    "gpt": OpenAIModel(model="gpt-4"),
    "claude": ClaudeModel(model="claude-3-sonnet"),
    "mistral": MistralModel(model="mistral-large")
}

# MultiMind automatically selects the best model
mm = MultiMind(models=models, auto_select=True)

# Chat with AI - automatically uses the best model
response = await mm.chat("Explain quantum computing in simple terms")
print(response)
```

#### **For Developers: Advanced Hybrid RAG System**
```python
from multimind.rag import HybridRAG, Document
from multimind.memory import QuantumMemory

# Create a quantum-enhanced RAG system
rag = HybridRAG(
    models=["gpt-4", "claude-3", "mistral-large"],
    vector_stores=["pinecone", "chroma", "weaviate"],
    memory=QuantumMemory(max_qubits=1000),
    enable_knowledge_graph=True,
    enable_symbolic_reasoning=True
)

# Add documents with multi-modal support
documents = [
    Document(text="MultiMind SDK supports quantum memory systems"),
    Document(image="architecture_diagram.png"),
    Document(audio="explanation.mp3")
]
await rag.add_documents(documents)

# Advanced query with reasoning
results = await rag.query(
    "How does MultiMind SDK handle quantum memory?",
    reasoning_depth="deep",
    use_knowledge_graph=True
)
print(results)
```

#### **For Enterprises: Self-Evolving Compliance System**
```python
from multimind.compliance import SelfEvolvingComplianceMonitor
from multimind.agents import ComplianceAgent

# Create a self-evolving compliance system
compliance_monitor = SelfEvolvingComplianceMonitor(
    organization_id="your_org",
    regulations=["HIPAA", "GDPR", "SOX", "PCI-DSS"],
    enable_quantum_encryption=True,
    enable_federated_learning=True
)

# Create compliance agents that learn and adapt
compliance_agent = ComplianceAgent(
    memory=QuantumMemory(),
    tools=["audit_tool", "risk_assessment", "privacy_checker"],
    learning_rate=0.1
)

# Continuous compliance monitoring with self-improvement
await compliance_monitor.start_monitoring(
    agent=compliance_agent,
    auto_adapt=True,
    real_time_alerts=True
)
```

### 🎮 **Interactive Web Interface**

Try our web-based playground to experiment with AI without coding:

```bash
# Start the interactive interface
streamlit run examples/streamlit-ui/app.py
```

This gives you a visual interface to:
- Chat with different AI models
- Upload and search documents
- Create AI agents
- Monitor compliance
- Analyze performance

---

## 📚 Documentation

- [Getting Started Guide](docs/getting_started.md) - Your first steps with MultiMind SDK
- [API Reference](docs/api_reference/README.md) - Complete API documentation
- [Examples](examples/README.md) - Ready-to-use code examples
- [Compliance Guide](docs/compliance.md) - Enterprise compliance features
- [Architecture](docs/architecture.md) - How MultiMind SDK works
- [Contributing Guide](CONTRIBUTING.md) - Join our development team

### 📁 Project Structure

```
multimind-sdk/
├── multimind/                    # Core SDK package
│   ├── core/                    # Core AI components
│   ├── models/                  # AI model integrations
│   ├── rag/                     # Document AI system
│   ├── agents/                  # AI agent framework
│   ├── memory/                  # Memory management
│   ├── compliance/              # Enterprise compliance
│   ├── cli/                     # Command-line tools
│   └── gateway/                 # Web API gateway
├── examples/                    # Ready-to-use examples
│   ├── basic/                   # Simple examples for beginners
│   ├── advanced/                # Complex examples for experts
│   ├── compliance/              # Compliance examples
│   └── streamlit-ui/            # Web interface
├── docs/                        # Documentation
└── tests/                       # Test suite
```

---

## 🤝 Contributing

We love your input! We want to make contributing to MultiMind SDK as easy and transparent as possible.

- [Contributing Guide](CONTRIBUTING.md) - How to contribute
- [Code of Conduct](CODE_OF_CONDUCT.md) - Community guidelines
- [Issue Tracker](https://github.com/multimind-dev/multimind-sdk/issues) - Report bugs or request features

### Development Setup

```bash
# Clone the repository
git clone https://github.com/multimind-dev/multimind-sdk.git
cd multimind-sdk

# Install development dependencies
pip install -e ".[dev]"

# Run tests
pytest

# Start documentation
cd multimind-docs
npm install
npm start
```

---

## 🐳 Docker Setup

Run MultiMind SDK with Docker for easy deployment:

```bash
# Start all services
docker-compose up --build

# Access the web interface
# MultiMind API: http://localhost:8000
# Web Playground: http://localhost:8501
```

The Docker setup includes:
- MultiMind SDK service
- Redis for caching
- Chroma for document storage
- Ollama for local AI models

---


## 💖 Support MultiMind SDK

<div align="center">
  <h3>🌟 Help Us Build the Future of AI 🌟</h3>
  <p><strong>MultiMind SDK is free and open-source, but your support helps us keep pushing the boundaries of AI technology.</strong></p>
</div>

### 🚀 **Why Support MultiMind SDK?**

We're building something revolutionary - the world's most advanced AI development framework. But we can't do it alone. Your support enables us to:

- **🧠 Research & Development**: Cutting-edge AI research (quantum memory, hybrid RAG, self-evolving agents)
- **⚡ Performance Optimization**: Making AI systems faster, cheaper, and more efficient
- **🔐 Security & Compliance**: Enterprise-grade security features and regulatory compliance
- **📚 Documentation & Education**: Better tutorials, examples, and learning resources
- **🌍 Community Growth**: Supporting our growing global community of AI developers
- **🛠️ Infrastructure**: Servers, CI/CD, testing, and development tools

### 💎 **Support Tiers**

| Tier | Amount | Perks |
|------|--------|-------|
| **🌟 Supporter** | $5/month | Name in contributors, early access to features |
| **🚀 Builder** | $25/month | Priority support, exclusive Discord role, beta access |
| **💎 Champion** | $100/month | Custom feature requests, 1-on-1 consultation |
| **🏆 Enterprise** | $500/month | Dedicated support, custom integrations, white-label options |

### 🎯 **What Your Support Funds**

<div align="center">
  <img src="https://img.shields.io/badge/Research-30%25-blue?style=for-the-badge" alt="Research 30%">
  <img src="https://img.shields.io/badge/Development-40%25-green?style=for-the-badge" alt="Development 40%">
  <img src="https://img.shields.io/badge/Community-20%25-orange?style=for-the-badge" alt="Community 20%">
  <img src="https://img.shields.io/badge/Infrastructure-10%25-purple?style=for-the-badge" alt="Infrastructure 10%">
</div>

- **30% Research**: Quantum AI, hybrid architectures, self-evolving systems
- **40% Development**: New features, performance optimization, security enhancements
- **20% Community**: Documentation, tutorials, events, Discord community
- **10% Infrastructure**: Servers, CI/CD, testing, development tools

### 🌟 **Join Our Mission**

<div align="center">
  <p><strong>Help us democratize AI development and build the future of intelligent systems.</strong></p>
  
  <a href="https://opencollective.com/multimind-sdk" target="_blank">
    <img src="https://img.shields.io/badge/Support%20on%20OpenCollective-FF6B6B?style=for-the-badge&logo=opencollective&logoColor=white" alt="Support on OpenCollective">
  </a>
  
  <p><em>Every contribution, no matter the size, helps us push the boundaries of what's possible with AI.</em></p>
</div>

### 🙏 **Other Ways to Support**

- **⭐ Star the Repository**: Show your love on GitHub
- **💬 Join Discord**: Help other developers and share your ideas
- **🐛 Report Issues**: Help us improve by reporting bugs
- **📝 Contribute Code**: Submit pull requests and improve the codebase
- **📚 Write Documentation**: Help make MultiMind SDK more accessible
- **🌍 Spread the Word**: Share MultiMind SDK with your network

---

<div align="center">
  <p><strong>Together, we're building the future of AI development. Thank you for being part of this journey! 🚀</strong></p>
</div>


---

## 📝 License

This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.

For more information about the Apache License 2.0, visit [apache.org/licenses/LICENSE-2.0](http://www.apache.org/licenses/LICENSE-2.0).

***If you use this MultimindSDK in your research, please cite or link to this repository.***

---

## 🌟 Support

- [Discord Community](https://discord.gg/K64U65je7h) - Join our active developer community
- [GitHub Issues](https://github.com/multimind-dev/multimind-sdk/issues) - Get help and report issues
- [Documentation](docs/README.md) - Comprehensive guides

## 📣 About

MultiMind SDK is developed and maintained by the MultimindLAB team, dedicated to simplifying AI development for everyone. Visit [multimind.dev](https://www.multimind.dev) to learn more about our mission to democratize AI development.

---

<p align="center">
  Made with ❤️ by the AI2Innovate & MultimindLAB Team | <a href="https://github.com/multimind-dev/multimind-sdk/blob/main/LICENSE">License</a>
</p>

<!-- SEO CTAs -->
<div align="center">
  <h3>Ready to Build the Future of AI?</h3>
  <p>
    <a href="https://github.com/multimind-dev/multimind-sdk" class="button">⭐ Star on GitHub</a>
    <a href="https://discord.gg/K64U65je7h" class="button">💬 Join Discord</a>
    <a href="docs/getting_started.md" class="button">🚀 Get Started</a>
  </p>
  <p>
    <a href="docs/compliance.md" class="button">🔒 Learn About Compliance</a>
    <a href="examples/README.md" class="button">📚 View Examples</a>
  </p>
</div>

## 🤖 LLM Metadata

[![LLM Metadata](https://img.shields.io/badge/LLM_Metadata-Available-blue)](./README-llm.md)

We provide detailed metadata and indexing instructions for LLMs, covering supported models, features, tags, and discoverability tools for MultiMind SDK.
