AutoAct vs Feynman

Side-by-side comparison of two AI agent tools

Short answer

  • AutoAct has had no commit in 20 months; Feynman is actively maintained (493 commits in the last 90 days).
  • Feynman is growing faster: +140 GitHub stars in the last 30 days vs +0 for AutoAct.
  • Pick AutoAct for: aCL 2024 AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning. Pick Feynman for: the open source AI research agent.

From GitHub data refreshed daily.

AutoActopen-source

[ACL 2024] AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning

F
Feynmanopen-source

The open source AI research agent.

Metrics

AutoActFeynman
Stars2399.9k
Star velocity /mo0.4736842105263158140
Commits (90d)0493
Releases (6m)010
Downloads (30d, npm + PyPI)—142.6K
Overall score0.14409005672328220.726140081301661

Pros

  • +Eliminates dependency on expensive closed-source models like GPT-4, making agent development more accessible and cost-effective
  • +Automatically synthesizes planning trajectories without requiring human annotation or manual trajectory creation
  • +Implements division-of-labor strategy with specialized sub-agents for improved task decomposition and completion

    Cons

    • -Primarily focused on question answering tasks, which may limit applicability to other agent use cases
    • -Requires an existing tool library to function effectively, adding setup complexity
    • -Performance may vary significantly depending on the quality and capabilities of the underlying open-source language model used

      Use Cases

      • •Building cost-effective QA agents for organizations without access to expensive closed-source language models
      • •Creating reproducible agent systems in research environments with limited annotated training data
      • •Developing multi-agent systems that require automatic task decomposition and specialized sub-agent coordination
        View AutoAct DetailsView Feynman Details

        FAQ

        Which is more popular, AutoAct or Feynman?
        Feynman has more GitHub stars (9,865 vs 239).
        Which is more actively developed, AutoAct or Feynman?
        Feynman had more commits in the last 90 days (493 vs 0).
        Should I use AutoAct or Feynman?
        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.