Skip to content

AutoSkill is an innovative AI agent plugin designed to enhance AI systems with dynamic skill generation and management capabilities.

License

Notifications You must be signed in to change notification settings

dataanswer/autoskill

Repository files navigation

AutoSkill: AI Agent Self-Evolution Plugin

AutoSkill is an innovative AI agent plugin designed to enhance AI systems with dynamic skill generation and management capabilities.

Core Features:

  • Dynamic Skill Generation : Automatically creates complete skill code based on task descriptions using advanced LLMs
  • Skill Lifecycle Management : Seamless skill registration, execution, version control, and persistence
  • Self-Healing Capabilities : Built-in reflection engine analyzes execution errors and automatically fixes code
  • Model Bundling : Includes pre-downloaded sentence-transformers model to avoid download timeouts
  • LangChain Integration : Works seamlessly with LangChain agents for enhanced functionality
  • Environment Isolation : Supports multiple execution environment isolation levels for secure operation
  • Skill Fingerprinting : Uses text embedding to detect skill similarities and avoid duplicates
  • Code Quality Checking : Automatically detects and fixes code quality issues

Technical Highlights:

  • Modular Architecture : Clean, well-structured codebase with clear separation of concerns
  • Lazy Loading : Efficient resource usage with on-demand model loading
  • Optional Dependencies : Core functionality with optional extras for extended capabilities
  • Cross-Platform Compatibility : Works on Windows, macOS, and Linux
  • Python 3.11+ Support : Leverages modern Python features for optimal performance

Use Cases:

  • AI Agent Enhancement : Add specialized skills to existing AI agents
  • Automated Workflow Creation : Generate skills for repetitive tasks
  • Rapid Prototyping : Quickly create and test new AI capabilities
  • Skill Ecosystem : Build and share skills across different AI systems AutoSkill empowers AI agents with the ability to continuously evolve and adapt to new tasks, making it an essential tool for building next-generation intelligent systems.

About

AutoSkill is an innovative AI agent plugin designed to enhance AI systems with dynamic skill generation and management capabilities.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages