AutoAct vs DeepSeek Harness

Side-by-side comparison of two AI agent tools

Short answer

  • AutoAct has had no commit in 20 months; DeepSeek Harness is actively maintained (19,802 commits in the last 90 days).
  • DeepSeek Harness is growing faster: +16,130 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 DeepSeek Harness for: deepSeek Harness: Everything is a Plugin.

From GitHub data refreshed daily.

AutoActopen-source

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

D
DeepSeek Harnessopen-source

DeepSeek Harness: Everything is a Plugin.

Metrics

AutoActDeepSeek Harness
Stars239242.6k
Star velocity /mo0.473684210526315816.1k
Commits (90d)019.8k
Releases (6m)010
Overall score0.14409005672328220.9562973226855356

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

        FAQ

        Which is more popular, AutoAct or DeepSeek Harness?
        DeepSeek Harness has more GitHub stars (242,644 vs 239).
        Which is more actively developed, AutoAct or DeepSeek Harness?
        DeepSeek Harness had more commits in the last 90 days (19,802 vs 0).
        Should I use AutoAct or DeepSeek Harness?
        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.