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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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