Awesome AI Agents › AI Agent Orchestration

mangopy/AutoTools

⭐ 180 Python added to this list on 2025-05-06 repository created 2024-12-06

AutoTools is a project that introduces an automatic framework to empower large language models (LLMs) as autonomous agents capable of using external tools effectively. The framework enables LLMs to automatically transform tool documentation into callable functions, verify their syntax and runtime correctness, and compose these functions into executable programs to solve practical tasks. The project supports integration with various LLMs, including GPT and open-source models, and provides a gateway for executing Python code. AutoTools also includes a learning component called AutoTools-Learning, which enhances the LLM's expertise through three learning tasks: tool understanding, relevance learning, and function learning. High-quality training datasets are provided to facilitate this learning process, and users can train their own models or reproduce experiments using the provided scripts. Additionally, the project offers a new benchmark called AutoTools-Eval to evaluate the framework's performance in complex scenarios involving multiple tools. The benchmark dataset and evaluation examples are included in the repository. The project is actively maintained, with plans to release more experimental details, evaluation datasets, and model checkpoints on Huggingface. AutoTools builds upon prior work such as CodeAct and Llama-Factory, incorporating their techniques and inspirations. Overall, AutoTools aims to advance the capabilities of LLMs by enabling them to autonomously learn and utilize external tools, thereby expanding their practical applications and effectiveness in real-world tasks.

https://github.com/mangopy/AutoTools

agentautonomous-agentsautotoolsautotools-evalautotools-learningbenchmarkcallable-functionscodeactevaluationexecutable-programsfunction-compositionfunction-learninggptlarge-language-modelsllama-factoryllmmodel-trainingopen-source-llmpractical-taskspython-code-executionrelevance-learningruntime-correctnesssyntax-verificationtool-documentationtool-learningtool-understandingtraining-datasets