A foundational Python library providing core capabilities for building LLM-driven applications using an event-based agent structure.
Project description
fabricatio-capabilities
A foundational Python library providing core capabilities for building LLM-driven applications using an event-based agent structure.
📦 Installation
This package is part of the fabricatio monorepo and can be installed as an optional dependency:
pip install fabricatio[capabilities]
Or install all components:
pip install fabricatio[full]
🔍 Overview
Provides essential tools for:
- Content extraction and information gathering
- Proposal generation and evaluation
- Task execution and management
- Rating and quality assessment
- Structured data modeling for capabilities
Built on top of Fabricatio's core framework with support for asynchronous execution and Rust extensions.
🧩 Key Features
- Extract Capability: Extract structured information from unstructured text
- Propose Capability: Generate proposals and suggestions based on context
- Task Management: Execute and manage complex workflows
- Rating System: Evaluate content quality and effectiveness
- Type Models: Pydantic-based models for consistent data structures
📁 Structure
fabricatio-capabilities/
├── capabilities/ - Core capability implementations
│ ├── extract.py - Content extraction capabilities
│ ├── propose.py - Proposal generation capabilities
│ ├── rating.py - Content rating capabilities
│ └── task.py - Task execution capabilities
└── models/ - Data models for capabilities
├── generic.py - Base models and common definitions
└── kwargs_types.py - Validation argument types
🔗 Dependencies
Core dependencies:
fabricatio-core- Core interfaces and utilities
📄 License
MIT – see LICENSE
GitHub: github.com/Whth/fabricatio
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