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Open Source First

Design Decisions Leave Traces.
This Helps You Read Them.

Heuristic based UX evaluation for real interface problems
Powered by local vision models and human centered principles

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Platform Dashboard

Every Interface Tells a Story.

Heuristic driven UX evaluation grounded in usability laws and human behavior
making it more user-friendly and adaptive to modern needs.

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Heuristic Evaluation

Analyzes interfaces using established usability heuristics and cognitive principles. Analyzes interfaces using established usability heuristics and cognitive principles.

Heuristics Cognitive Accessibility Signals
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Contextual Review

Adaptive evaluation based on intended user type and interaction context.

PDF Copyable
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A/B Interface Comparison

Compares two interface variants to highlight usability trade-offs and risks. Visual: simple split icon or comparison glyph.

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Structured Feedback

Returns strengths, issues, and improvements grounded in UX principles not opinions.

~32ms avg response
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Shareable Reports

Export evaluations for documentation, reviews, and collaboration.

PDF Copyable Offline-ready

How It Comes Together

Evaluate real interfaces using proven usability laws and cognitive principles.
Turn screenshots into clear UX signals you can act on with confidence.

Introduction Animation
1

Upload an Interface

Drop a screenshot or paste from clipboard Web mobile dashboard anything.

2

Set the Context

Choose who the interface is meant for This shapes how usability is evaluated .

3

Review the Design

Strengths issues and recommendations Each grounded in a usability principle.

Common Questions, Clear Answers

A quick overview of how the tool works, what it evaluates,
and how to use it responsibly within your design process.

The tool works with interface screenshots such as web pages, mobile screens, dashboards, and application layouts. Evaluation focuses on structure, interaction cues, hierarchy, and usability signals visible in the interface.

This tool is best used as a supporting evaluation aid. It can help surface usability patterns and risks early or between research cycles, but it does not model real user behavior or replace direct user research.

The tool is designed to run locally using vision language models. If you can run a supported model such as Qwen or a similar vision capable model on your machine, setup is straightforward and does not require cloud services.

The tool does not assess business logic, content correctness, numerical accuracy, or domain meaning. It focuses only on usability and interaction quality, independent of whether the content is real or complete.

Evaluations draw from established UX heuristics, accessibility guidelines, cognitive psychology concepts, and interaction design principles. Observations are framed around how users typically perceive and interact with interfaces.

Open by Design. Built to Be Examined.

Explore the codebase, understand the evaluation logic, and run the tool
locally using vision language models. Contributions, forks, and critical review are welcome.

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