# 🚀 AIForge - Intelligent Intent Adaptive Execution Engine
<div align="center">
[](https://www.python.org/) [](https://pywebview.flowrl.com/)
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[](https://badge.fury.io/py/aiforge-engine) [](https://pepy.tech/project/aiforge-engine) [](#) [](./LICENSE) [](https://github.com/iniwap/AIForge)
[](https://github.com/iniwap/AIForge) [](https://github.com/iniwap/AIForge)
**Transform natural language instructions into executable code with AI-powered automation**
[🚀 Quick Start](#basic-usage) • [🧠 Core Features](#-core-features) • [⚡ Installation](#installation) • [🌐 Ecosystem](#-connect--support)
</div>
---
## 🎯 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)
```bash
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)
```bash
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)
```python
# 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)
```python
# 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**
| Feature | Development Mode | Package Mode | Core Parameters |
|---------|------------------|--------------|-----------------|
| **Web Service** | `./aiforge-dev.sh web` | `aiforge web` | `--host 0.0.0.0 --port 8000 --reload --debug --api-key --provider` |
| **GUI Application** | `./aiforge-dev.sh gui` | `aiforge gui` | `--theme dark --remote-url --width 1200 --height 800 --debug --api-key --provider` |
| **GUI Remote** | `./aiforge-dev.sh gui --remote URL` | `aiforge gui --remote-url URL` | `--remote-url http://server:port` |
| **GUI Auto Remote** | `./aiforge-dev.sh gui --auto-remote` | - | `--auto-remote --api-key` (Development mode only) |
| **Docker Deployment** | `./aiforge-dev.sh deploy docker start` | `aiforge-deploy docker start` | `--dev --searxng --mode web --host --port --deep` |
| **K8S Deployment** | `./aiforge-dev.sh deploy k8s deploy` | `aiforge-deploy k8s deploy` | `--namespace aiforge --replicas 1` |
| **AWS Cloud Deploy** | `./aiforge-dev.sh deploy cloud aws deploy` | `aiforge-deploy cloud aws deploy` | `--region us-west-2 --instance-type t3.medium` |
| **Azure Cloud Deploy** | `./aiforge-dev.sh deploy cloud azure deploy` | `aiforge-deploy cloud azure deploy` | `--region eastus --instance-type` |
| **GCP Cloud Deploy** | `./aiforge-dev.sh deploy cloud gcp deploy` | `aiforge-deploy cloud gcp deploy` | `--region us-central1-a --instance-type` |
| **Aliyun Cloud Deploy** | `./aiforge-dev.sh deploy cloud aliyun deploy` | `aiforge-deploy cloud aliyun deploy` | `--region cn-hangzhou --instance-type` |
| **Direct Execution** | `python -m aiforge.cli.main "instruction"` | `aiforge "instruction"` | `--provider openrouter --config --api-key` |
| **CLI Mode** | `python -m aiforge.cli.main cli "instruction"` | `aiforge cli "instruction"` | `--provider --config --api-key` |
- **Common Parameters**
| Parameter Category | Parameter | Description | Default Value |
|-------------------|-----------|-------------|---------------|
| **Authentication** | `--api-key` | LLM provider API key | Environment variable |
| **Configuration** | `--provider` | LLM provider (openrouter/deepseek/ollama) | openrouter |
| **Configuration** | `--config` | Configuration file path | - |
| **Debug** | `--debug` | Enable debug mode | false |
| **Debug** | `--verbose, -v` | Verbose output | false |
- **Environment Variable Support**
| Environment Variable | Description | Example |
|---------------------|-------------|---------|
| `OPENROUTER_API_KEY` | OpenRouter API key | sk-or-v1-xxx |
| `DEEPSEEK_API_KEY` | DeepSeek API key | sk-xxx |
| `AIFORGE_API_KEY` | AIForge universal API key | - |
| `AIFORGE_LOCALE` | Interface language | zh/en |
| `AIFORGE_DOCKER_MODE` | Docker mode identifier | true |
### 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](https://iniwap.github.io/AIForge)
- 💬 **Community**: [Discord](https://discord.gg/Vp35uSBsrw)
- 📧 **Contact**: iniwaper@gmail.com
- 🐦 **Updates**: [@AIForge](https://twitter.com/iafun_tipixel)
- 📦 **PyPI**: [aiforge-engine](https://pypi.org/project/aiforge-engine/)
---
<div align="center">
**🌟 Redefining the Boundaries of Possibility 🌟**
*AIForge - Where Intelligence Meets Execution*
[Get Started](https://pypi.org/project/aiforge-engine/) | [View Documentation](https://iniwap.github.io/AIForge) | [Join Community](https://discord.gg/Vp35uSBsrw)
</div>
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"description": "# \ud83d\ude80 AIForge - Intelligent Intent Adaptive Execution Engine \n \n<div align=\"center\"> \n \n[](https://www.python.org/) [](https://pywebview.flowrl.com/)\n [](https://fastapi.tiangolo.com/) [](https://www.SBERT.net/) \n[](https://badge.fury.io/py/aiforge-engine) [](https://pepy.tech/project/aiforge-engine) [](#) [](./LICENSE) [](https://github.com/iniwap/AIForge) \n[](https://github.com/iniwap/AIForge) [](https://github.com/iniwap/AIForge) \n \n**Transform natural language instructions into executable code with AI-powered automation** \n \n[\ud83d\ude80 Quick Start](#basic-usage) \u2022 [\ud83e\udde0 Core Features](#-core-features) \u2022 [\u26a1 Installation](#installation) \u2022 [\ud83c\udf10 Ecosystem](#-connect--support) \n \n</div> \n \n--- \n \n## \ud83c\udfaf What is AIForge? \n> \ud83d\udea7 **Project Status**: We are currently in full development, with quite frequent version updates. Please stay tuned! \n\nAIForge 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: \n \n- \ud83e\udde0 **Deep Understanding** - Multi-dimensional instruction parsing with precise intent capture \n- \u26a1 **Instant Execution** - Rapid code generation with real-time environment interaction \n- \ud83d\udd2e **Smart Caching** - Semantic similarity-based intelligent code reuse \n- \ud83c\udf0a **Self-Evolution** - Continuous learning optimization with error self-healing \n- \ud83c\udfad **Multi-Provider** - OpenAI\u3001DeepSeek\u3001OpenRouter\u3001Ollama \n\n  \n \n## \u2728 Core Features \n \n### \ud83c\udfd7\ufe0f Multi-Interface Architecture \n- **CLI Interface** - Command-line tool for direct execution \n- **Python API** - Programmatic integration for applications \n- **Web API** - FastAPI-based REST interface \n- **Desktop GUI** - Desktop app gui \n \n### \ud83e\udd16 LLM Provider Support \n- **OpenAI** - GPT models integration \n- **DeepSeek** - Cost-effective AI provider \n- **OpenRouter** - Multi-model access platform \n- **Ollama** - Local model execution \n \n### \ud83d\udd27 Advanced Execution Management \n- **Docker Deployment** - Supports both deployment methods\n- **Template System** - Domain-specific execution templates \n- **Search Integration** - Multi-engine search capabilities (Baidu, Bing, 360, Sogou) \n- **Content Generation** - Specialized content creation workflows \n\n### \ud83c\udf0d Multi-Language Support \n- **Global Instruction Processing** - Natural language instruction recognition in 12 major languages \n- **Localized Keywords** - Chinese, English, Arabic, German, Spanish, French, Hindi, Japanese, Korean, Portuguese, Russian, Vietnamese \n- **Smart Language Detection** - Automatic language detection with corresponding keyword library matching \n- **Cross-Language Compatibility** - Maintains English keyword universality while providing localized experience\n\n### \ud83d\udee1\ufe0f Enterprise-Ready Features \n- **Progress Tracking** - Real-time execution status indicators \n- **Error Handling** - Comprehensive exception management and retry logic \n- **Configuration Management** - Flexible TOML-based configuration system \n\n## \ud83d\udd10 Enterprise Security Features \nAIForge provides multi-layer security for safe AI code execution: \n \n- **Sandbox Isolation**: Process-level isolation with resource limits \n- **Network Security**: Four-tier policy control with smart domain filtering \n- **Code Analysis**: Dangerous pattern detection and safe module imports \n- **Unified Middleware**: Extensible security validation framework\n\n## \ud83d\ude80 Quick Start\n \n### Installation & Deployment\n\n- Product(Package)\n```bash \npip install aiforge-engine \n \n# With optional dependencies \npip install \"aiforge-engine[all]\" # All features \npip install \"aiforge-engine[gui]\" # Terminal GUI support \npip install \"aiforge-engine[web]\" # Web API support \npip install \"aiforge-engine[deploy]\" # Deploy support \npip install \"aiforge-engine[web,deploy]\" # Web + deploy\n``` \n- Develop\uff08Source Code\uff09 \n```bash \ngit clone https://github.com/iniwap/AIForge.git \ncd AIForge\n\nuv venv --python 3.10 \nsource .venv/bin/activate # macOS/Linux \n# .venv\\Scripts\\activate # Windows\n\nuv sync --all-extras\n```\n\n### Basic Usage\n\n- Product(Package)\n```python\n# Direct\nfrom aiforge import AIForgeEngine \nprint(AIForgeEngine(api_key=\"your-openrouter-apikey\").(\"Search for the latest global stock market trends and write an investment analysis\"))\n\n# CLI \naiforge \"Search for the latest global stock market trends and write an investment analysis\" --api-key sk-or-v1-xxx\n \n# Web \naiforge web --api-key sk-or-v1-xxx # open http://localhost:8000 \n\n# Web Docker\nexport OPENROUTER_API_KEY=\"your-key-here\"\naiforge-deploy docker start --searxng\n\n# Desktop GUI\naiforge gui --api-key sk-or-v1-xxx\n\n``` \n- Develop\uff08Source Code\uff09\n```python\n# Direct\nfrom aiforge import AIForgeEngine \nprint(AIForgeEngine(api_key=\"your-openrouter-apikey\").(\"Search for the latest global stock market trends and write an investment analysis\"))\n\n# CLI\n./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\n \n# Web \n./aiforge-dev.sh web --api-key sk-or-v1-xxx # open http://localhost:8000 \n\n# Web Docker\nexport OPENROUTER_API_KEY=\"your-key-here\"\n./aiforge-dev.sh docker start --searxng --dev\n\n# Desktop GUI\n./aiforge-dev.sh gui # --api-key sk-or-v1-xxx --debug\n\n``` \n### Command List \n- **AIForge Command Usage Comparison Table** \n \n| Feature | Development Mode | Package Mode | Core Parameters | \n|---------|------------------|--------------|-----------------| \n| **Web Service** | `./aiforge-dev.sh web` | `aiforge web` | `--host 0.0.0.0 --port 8000 --reload --debug --api-key --provider` | \n| **GUI Application** | `./aiforge-dev.sh gui` | `aiforge gui` | `--theme dark --remote-url --width 1200 --height 800 --debug --api-key --provider` | \n| **GUI Remote** | `./aiforge-dev.sh gui --remote URL` | `aiforge gui --remote-url URL` | `--remote-url http://server:port` | \n| **GUI Auto Remote** | `./aiforge-dev.sh gui --auto-remote` | - | `--auto-remote --api-key` (Development mode only) | \n| **Docker Deployment** | `./aiforge-dev.sh deploy docker start` | `aiforge-deploy docker start` | `--dev --searxng --mode web --host --port --deep` | \n| **K8S Deployment** | `./aiforge-dev.sh deploy k8s deploy` | `aiforge-deploy k8s deploy` | `--namespace aiforge --replicas 1` | \n| **AWS Cloud Deploy** | `./aiforge-dev.sh deploy cloud aws deploy` | `aiforge-deploy cloud aws deploy` | `--region us-west-2 --instance-type t3.medium` | \n| **Azure Cloud Deploy** | `./aiforge-dev.sh deploy cloud azure deploy` | `aiforge-deploy cloud azure deploy` | `--region eastus --instance-type` | \n| **GCP Cloud Deploy** | `./aiforge-dev.sh deploy cloud gcp deploy` | `aiforge-deploy cloud gcp deploy` | `--region us-central1-a --instance-type` | \n| **Aliyun Cloud Deploy** | `./aiforge-dev.sh deploy cloud aliyun deploy` | `aiforge-deploy cloud aliyun deploy` | `--region cn-hangzhou --instance-type` | \n| **Direct Execution** | `python -m aiforge.cli.main \"instruction\"` | `aiforge \"instruction\"` | `--provider openrouter --config --api-key` | \n| **CLI Mode** | `python -m aiforge.cli.main cli \"instruction\"` | `aiforge cli \"instruction\"` | `--provider --config --api-key` | \n \n- **Common Parameters** \n \n| Parameter Category | Parameter | Description | Default Value | \n|-------------------|-----------|-------------|---------------| \n| **Authentication** | `--api-key` | LLM provider API key | Environment variable | \n| **Configuration** | `--provider` | LLM provider (openrouter/deepseek/ollama) | openrouter | \n| **Configuration** | `--config` | Configuration file path | - | \n| **Debug** | `--debug` | Enable debug mode | false | \n| **Debug** | `--verbose, -v` | Verbose output | false | \n \n- **Environment Variable Support** \n \n| Environment Variable | Description | Example | \n|---------------------|-------------|---------| \n| `OPENROUTER_API_KEY` | OpenRouter API key | sk-or-v1-xxx | \n| `DEEPSEEK_API_KEY` | DeepSeek API key | sk-xxx | \n| `AIFORGE_API_KEY` | AIForge universal API key | - | \n| `AIFORGE_LOCALE` | Interface language | zh/en | \n| `AIFORGE_DOCKER_MODE` | Docker mode identifier | true |\n\n### Advanced Configuration \n \n # Provider-specific configuration \n forge = AIForgeEngine( \n api_key=\"your-deepseek-key\", \n provider=\"deepseek\", \n locale=\"en\", # ar|de|en|es|fr|hi|ja|ko|pt|ru|vi|zh\n max_rounds=5,\n ) \n \n # Complex task execution \n result = forge.run( \n \"Build a real-time data monitoring system\", \n system_prompt=\"You are a senior software architect\" \n ) \n \n### Configuration File Setup \n \n # aiforge.toml \n max_tokens = 4096 \n max_rounds = 5 \n default_llm_provider = \"openrouter\" \n \n [llm.openrouter] \n type = \"openai\" \n model = \"deepseek/deepseek-chat-v3-0324:free\" \n api_key = \"your-key\" \n base_url = \"https://openrouter.ai/api/v1\" \n timeout = 30 \n max_tokens = 8192 \n \n # Load from configuration file \n forge = AIForgeEngine(config_file=\"aiforge.toml\") \n \n## \ud83c\udfad Use Cases \n \n### \ud83d\udcbc Business Intelligence \n- **Market Analysis** - Real-time data mining and trend prediction \n- **Risk Assessment** - Multi-dimensional risk model construction \n- **Decision Support** - Data-driven intelligent decision engines \n \n### \ud83d\udd2c Research & Development \n- **Data Science** - Automated experiment design and analysis \n- **Model Training** - Intelligent hyperparameter optimization \n- **Research Assistance** - Data visualization and presentation \n \n### \ud83d\udee0\ufe0f Development Acceleration \n- **Prototype Validation** - Rapid MVP construction \n- **API Integration** - Intelligent interface adaptation \n- **DevOps Automation** - System monitoring and maintenance \n \n### \ud83c\udfa8 Creative Implementation \n- **Content Generation** - Multimedia content intelligent creation \n- **Data Art** - Transform data into visual art \n- **Interactive Design** - Smart UI/UX prototype generation \n \n## \ud83e\udd1d Development & Contributing \n \n # Developer setup \n git clone https://github.com/iniwap/AIForge.git \n cd AIForge \n pip install -e \".[dev]\" \n \n # Run tests \n pytest tests/ \n \n## \ud83d\udcde Connect & Support \n \n- \ud83c\udf10 **Website**: [aiforge.dev](https://iniwap.github.io/AIForge) \n- \ud83d\udcac **Community**: [Discord](https://discord.gg/Vp35uSBsrw) \n- \ud83d\udce7 **Contact**: iniwaper@gmail.com \n- \ud83d\udc26 **Updates**: [@AIForge](https://twitter.com/iafun_tipixel) \n- \ud83d\udce6 **PyPI**: [aiforge-engine](https://pypi.org/project/aiforge-engine/) \n \n--- \n \n<div align=\"center\"> \n \n**\ud83c\udf1f Redefining the Boundaries of Possibility \ud83c\udf1f** \n \n*AIForge - Where Intelligence Meets Execution* \n \n[Get Started](https://pypi.org/project/aiforge-engine/) | [View Documentation](https://iniwap.github.io/AIForge) | [Join Community](https://discord.gg/Vp35uSBsrw) \n \n</div>",
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