Open-source tool ecosystem for LLMs, enabling tool use via natural language
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This project provides an open-source ecosystem for ChatGPT, enabling it to interact with various tools and execute commands via natural language. It aims to expand ChatGPT's capabilities beyond text generation, allowing users to automate tasks, access real-time information, and control their computer, thereby boosting productivity. The target audience includes developers and power users looking to integrate LLMs with external functionalities.
How It Works
The core mechanism is based on Chain-of-Thought (CoT) prompting. The system provides ChatGPT with a list of available tools and their descriptions. ChatGPT, guided by specific prompts and a defined communication protocol (Thought, Action, Action Input), determines which tool to use and its parameters. The engine parses ChatGPT's output, executes the corresponding Python functions (which wrap libraries like subprocess
, requests
, or the Python interpreter), and feeds the results back to ChatGPT for iterative reasoning or final output.
Quick Start & Requirements
pip3 install -r requirements.txt
.env
and config.json
.python3 terminal_io.py
Highlighted Details
pip install chatgpt-tool-hub
).Maintenance & Community
Licensing & Compatibility
Limitations & Caveats
Executing arbitrary code via tools like terminal
and python
grants ChatGPT significant control over the local machine, posing potential security risks. Users who do not trust ChatGPT's execution should avoid using these tools. The system's robustness against low-quality prompts or inappropriate tool inputs is handled, but not guaranteed to be 100%.
1 year ago
1 day