CodeAct vs hermes-agent

Side-by-side comparison of two AI agent tools

Short answer

  • CodeAct has had no commit in 28 months; hermes-agent is actively maintained (33,428 commits in the last 90 days).
  • hermes-agent is growing faster: +5,710 GitHub stars in the last 30 days vs +11 for CodeAct.
  • Pick CodeAct for: official Repo for ICML 2024 paper "Executable Code Actions Elicit Better LLM Agents" by Xingyao Wang, Yangyi. Pick hermes-agent for: the agent that grows with you.

From GitHub data refreshed daily.

CodeActopen-source

Official Repo for ICML 2024 paper "Executable Code Actions Elicit Better LLM Agents" by Xingyao Wang, Yangyi Chen, Lifan Yuan, Yizhe Zhang, Yunzhu Li, Hao Peng, Heng Ji.

h
hermes-agentopen-source

The agent that grows with you

Metrics

CodeActhermes-agent
Stars1.7k250.9k
Star velocity /mo10.8947368421052645.7k
Commits (90d)033.4k
Releases (6m)010
Overall score0.19286531965040450.946551175635728

Pros

  • +统一动作空间设计显著提升了智能体在复杂任务上的成功率，相比传统Text/JSON方法提升高达20%
  • +集成Python解释器支持代码执行和动态修正，提供了强大的自我纠错和迭代改进能力
  • +提供完整的开源生态系统，包括训练数据集、预训练模型和部署工具，支持研究和生产应用

    Cons

    • -需要Python环境和代码执行权限，在受限环境下部署存在安全性考虑
    • -模型推理和代码执行的双重开销可能增加延迟和计算成本
    • -对代码生成质量依赖较高，错误的代码可能导致任务失败或系统异常

      Use Cases

      • •自动化API集成和数据处理任务，智能体可以动态调用各种API并处理响应数据
      • •复杂的多步骤问题解决，如数据分析、文件操作和系统管理任务
      • •教育和研究场景中的交互式编程助手，能够执行代码并根据结果调整解决方案
        View CodeAct DetailsView hermes-agent Details

        FAQ

        Which is more popular, CodeAct or hermes-agent?
        hermes-agent has more GitHub stars (250,877 vs 1,705).
        Which is more actively developed, CodeAct or hermes-agent?
        hermes-agent had more commits in the last 90 days (33,428 vs 0).
        Should I use CodeAct or hermes-agent?
        Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.