ToolEmu — Agent Tool by ryoungj

by ryoungj · Agent Tool · ★ 190

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About ToolEmu

ToolEmu: Identifying the Risks of LM Agents with an LM-Emulated Sandbox [📃 Paper]     [🌐 Website]     [🎮 Demo]     [🐦 Twitter] Recent advances in Language Model (LM) agents and tool use, exemplified by applications like ChatGPT Plugins, enable a rich set of capabilities but also amplify potential risks—such as leaking private data or causing financial losses. Identifying these risks is labor-intensive, necessitating implementing the tools, manually setting up the environment for each test scenario, and finding risky cases. As tools and agents become more complex, the high cost of testing these agents will make it increasingly difficult to find high-stakes, long-tailed risks. ToolEmu is an LM-based emulation framework that enables identifying and assessing such risks at scale, facilitating the development of safter LM agents. This repo contains the code for: testing LM agents with specific test cases in emulation evaluating LM agents with our automatic evaluators and curated benchmark [

agentai-safetylanguage-agentlanguage-modellarge-language-modelsprompt-engineering

Quick Facts

Stars190
Forks20
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score46.35/100
Open Issues2
Last Updated2024-03-22
Created2023-09-26
Platformspython
Est. Tokens~275k

Compatible Skills

These tools work well together with ToolEmu for enhanced workflows:

  • agent-studio — semantic(0.27)+complementary+rare_topics+same_lang+similar_pop+shared_platform (59%)
  • mxcp — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (56%)
  • clientai — semantic(0.16)+complementary+rare_topics+same_lang+similar_pop+shared_platform (55%)
  • MLLM-Tool — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)
  • SimplerLLM — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (53%)

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Frequently Asked Questions

What is ToolEmu?

ToolEmu is [ICLR'24 Spotlight] A language model (LM)-based emulation framework for identifying the risks of LM agents with tool use. It is categorized as a Agent Tool with 190 GitHub stars.

What programming language is ToolEmu written in?

ToolEmu is primarily written in Python. It covers topics such as agent, ai-safety, language-agent.

How do I install or use ToolEmu?

You can find installation instructions and usage details in the ToolEmu GitHub repository at github.com/ryoungj/ToolEmu. The project has 190 stars and 20 forks, indicating an active community.

What license does ToolEmu use?

ToolEmu is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to ToolEmu?

The top alternatives to ToolEmu on Agent Skills Hub include anchoring-ai, chatgpt-cli, ToolOrchestra. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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