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Evaluations

Choose agents by workflow, not hype.

Decision guides, benchmark context, and comparison pages for open AI agents.

Start here

Benchmarks are useful. Workflow fit decides what you should test first.

Open decision matrix
Decision matrix Choose an open-source AI agent by workflow

Compare browser, coding, local, orchestration, and memory-heavy agent workflows before picking a project.

 Comparison guide OpenClaw vs browser-use vs OpenHands

A practical comparison for action agents, browser automation, and coding-agent workflows.

 Best-of guide Best open-source browser agents

A shortlist for builders evaluating agents that operate real websites.
Benchmark context

What each signal is good for

SWE-bench

Useful for repository-level coding agents, not browser task automation.

WebArena

Useful when the core task happens inside websites and web apps.

GAIA

Useful for broader assistant behavior, but it does not replace workflow fit.

Repo health

Stars, commits, license, and source quality still matter for open-source adoption.