fabricatio-capabilities 0.3.8.dev0

A foundational Python library providing core capabilities for building LLM-driven applications using an event-based agent structure.

fabricatio-capabilities

MIT

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 using either pip or uv:

pip install fabricatio[capabilities]
# or
uv pip install fabricatio[capabilities]

For a full installation that includes this package and all other components of fabricatio:

pip install fabricatio[full]
# or
uv pip install fabricatio[full]

🔍 Overview

Provides core capabilities for content extraction, proposal generation, task execution, and quality assessment in LLM-driven applications. The package enables structured information gathering, intelligent decision-making, and comprehensive workflow management with built-in evaluation systems.

🧩 Key Features

• Extract Capability: Extract structured information from unstructured text using advanced NLP techniques
• Propose Capability: Generate proposals and suggestions based on context and available data
• Task Management: Execute and manage complex workflows with dependencies and status tracking
• Rating System: Evaluate content quality and effectiveness using predefined metrics
• Type Models: Pydantic-based models for consistent data structures and validation
• Async Support: Built-in asynchronous execution with Rust extensions for performance

📁 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