aiforge-engine

🚀 AIForge - Intelligent Intent Adaptive Execution Engine

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🎯 What is AIForge?

🚧 Project Status: We are currently in full development, with quite frequent version updates. Please stay tuned!

AIForge is an intelligent execution engine that bridges the gap between natural language instructions and code execution. Through advanced instruction analysis and adaptive execution architecture, AIForge provides:

• 🧠 Deep Understanding - Multi-dimensional instruction parsing with precise intent capture
• ⚡ Instant Execution - Rapid code generation with real-time environment interaction
• 🔮 Smart Caching - Semantic similarity-based intelligent code reuse
• 🌊 Self-Evolution - Continuous learning optimization with error self-healing
• 🎭 Multi-Provider - OpenAI、DeepSeek、OpenRouter、Ollama

✨ Core Features

🏗️ Multi-Interface Architecture

• CLI Interface - Command-line tool for direct execution
• Python API - Programmatic integration for applications
• Web API - FastAPI-based REST interface
• Desktop GUI - Desktop app gui

🤖 LLM Provider Support

• OpenAI - GPT models integration
• DeepSeek - Cost-effective AI provider
• OpenRouter - Multi-model access platform
• Ollama - Local model execution

🔧 Advanced Execution Management

• Docker Deployment - Supports both deployment methods
• Template System - Domain-specific execution templates
• Search Integration - Multi-engine search capabilities (Baidu, Bing, 360, Sogou)
• Content Generation - Specialized content creation workflows

🌍 Multi-Language Support

• Global Instruction Processing - Natural language instruction recognition in 12 major languages
• Localized Keywords - Chinese, English, Arabic, German, Spanish, French, Hindi, Japanese, Korean, Portuguese, Russian, Vietnamese
• Smart Language Detection - Automatic language detection with corresponding keyword library matching
• Cross-Language Compatibility - Maintains English keyword universality while providing localized experience

🛡️ Enterprise-Ready Features

• Progress Tracking - Real-time execution status indicators
• Error Handling - Comprehensive exception management and retry logic
• Configuration Management - Flexible TOML-based configuration system

🔐 Enterprise Security Features

AIForge provides multi-layer security for safe AI code execution:

• Sandbox Isolation: Process-level isolation with resource limits
• Network Security: Four-tier policy control with smart domain filtering
• Code Analysis: Dangerous pattern detection and safe module imports
• Unified Middleware: Extensible security validation framework

🚀 Quick Start

Installation & Deployment

• Product(Package)

pip install aiforge-engine    
  
# With optional dependencies    
pip install "aiforge-engine[all]"  # All features    
pip install "aiforge-engine[gui]"  # Terminal GUI support    
pip install "aiforge-engine[web]"  # Web API support  
pip install "aiforge-engine[deploy]"  # Deploy support    
pip install "aiforge-engine[web,deploy]" # Web + deploy

• Develop（Source Code）

git clone https://github.com/iniwap/AIForge.git  
cd AIForge

uv venv --python 3.10  
source .venv/bin/activate  # macOS/Linux  
# .venv\Scripts\activate  # Windows

uv sync --all-extras

Basic Usage

• Product(Package)

# Direct
from aiforge import AIForgeEngine    
print(AIForgeEngine(api_key="your-openrouter-apikey").("Search for the latest global stock market trends and write an investment analysis"))

# CLI 
aiforge "Search for the latest global stock market trends and write an investment analysis" --api-key sk-or-v1-xxx
  
# Web 
aiforge web --api-key sk-or-v1-xxx  # open http://localhost:8000  

# Web Docker
export OPENROUTER_API_KEY="your-key-here"
aiforge-deploy docker start --searxng

# Desktop GUI
aiforge gui --api-key sk-or-v1-xxx

• Develop（Source Code）

# Direct
from aiforge import AIForgeEngine    
print(AIForgeEngine(api_key="your-openrouter-apikey").("Search for the latest global stock market trends and write an investment analysis"))

# CLI
./aiforge-dev.sh "Search for the latest global stock market trends and write an investment analysis" --api-key sk-or-v1-xxx # win:./aiforge-dev.bat
  
# Web 
./aiforge-dev.sh web --api-key sk-or-v1-xxx  # open http://localhost:8000  

# Web Docker
export OPENROUTER_API_KEY="your-key-here"
./aiforge-dev.sh docker start --searxng --dev

# Desktop GUI
./aiforge-dev.sh gui # --api-key sk-or-v1-xxx --debug

Command List

• AIForge Command Usage Comparison Table

• Common Parameters

• Environment Variable Support

Advanced Configuration

# Provider-specific configuration  
forge = AIForgeEngine(  
    api_key="your-deepseek-key",  
    provider="deepseek",  
    locale="en", # ar|de|en|es|fr|hi|ja|ko|pt|ru|vi|zh
    max_rounds=5,
)  

# Complex task execution  
result = forge.run(  
    "Build a real-time data monitoring system",  
    system_prompt="You are a senior software architect"  
)  

Configuration File Setup

# aiforge.toml  
max_tokens = 4096  
max_rounds = 5  
default_llm_provider = "openrouter"  

[llm.openrouter]  
type = "openai"  
model = "deepseek/deepseek-chat-v3-0324:free"  
api_key = "your-key"  
base_url = "https://openrouter.ai/api/v1"  
timeout = 30  
max_tokens = 8192  

# Load from configuration file  
forge = AIForgeEngine(config_file="aiforge.toml")  

🎭 Use Cases

💼 Business Intelligence

• Market Analysis - Real-time data mining and trend prediction
• Risk Assessment - Multi-dimensional risk model construction
• Decision Support - Data-driven intelligent decision engines

🔬 Research & Development

• Data Science - Automated experiment design and analysis
• Model Training - Intelligent hyperparameter optimization
• Research Assistance - Data visualization and presentation

🛠️ Development Acceleration

• Prototype Validation - Rapid MVP construction
• API Integration - Intelligent interface adaptation
• DevOps Automation - System monitoring and maintenance

🎨 Creative Implementation

• Content Generation - Multimedia content intelligent creation
• Data Art - Transform data into visual art
• Interactive Design - Smart UI/UX prototype generation

🤝 Development & Contributing

# Developer setup  
git clone https://github.com/iniwap/AIForge.git  
cd AIForge  
pip install -e ".[dev]"  

# Run tests  
pytest tests/  

📞 Connect & Support

• 🌐 Website: aiforge.dev
• 💬 Community: Discord
• 📧 Contact: iniwaper@gmail.com
• 🐦 Updates: @AIForge
• 📦 PyPI: aiforge-engine

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