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Show HN: TinyFish Web Agent (82% on hard tasks vs. Operator's 43%)

gargi_tinyfish Thursday, February 12, 2026

Enterprises need ~90% accuracy to deploy web agents. Until now, no agent has come close on real-world tasks. TinyFish is the first production-ready web agent. Here's the evidence.

Results of hard task scores on Online-Mind2Web (300 tasks, 136 live websites, human-correlated judge):

- TinyFish: 81.9% - OpenAI Operator: 43.2% - Claude Computer Use: 32.4% - Browser Use: 8.1%

Why not WebVoyager like everyone else?

Because it's broken. Easy tasks, Google Search shortcuts, and a judge that agrees with humans only 62% of the time. Browser Use self-reported 89% on WebVoyager — then scored 8.1% on hard tasks here.

We evaluated TinyFish against Online-Mind2Web instead — 300 real tasks, 136 live websites, three difficulty levels, and a judge that agrees with humans 85% of the time. No shortcuts. No easy mode.

The cookbook repo is open source: https://github.com/tinyfish-io/tinyfish-cookbook

You can see all failure task runs form here: https://tinyurl.com/tinyfish-mind2web

Happy to answer questions about the architecture, the benchmark methodology, or why we think WebVoyager scores are misleading.

Summary
The article discusses the potential of using artificial intelligence and language models to create websites automatically from text inputs. It explores the capabilities and limitations of this emerging technology, known as Mind2Web, and its implications for website development.
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