A structured UI/UX audit skill that evaluates screens against Nielsen's 10 usability heuristics to provide prioritized, actionable feedback.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ui-review
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install ui-review using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Nielsen UI Review?
The Nielsen UI Review skill empowers AI agents to perform professional-grade usability audits on any user interface, from early-stage wireframes to polished product pages. By utilizing industry-standard heuristics, this skill helps teams identify friction points that hinder task success and user comprehension. Integrating this tool within the ecosystem of Openclaw Skills ensures that design critiques are objective, data-driven, and focused on usability rather than personal aesthetic preference.
This skill bridges the gap between visual design and functional efficiency. It systematically analyzes visibility of system status, error prevention, and user control, providing developers and designers with a clear roadmap for improving their digital products. Whether you are reviewing a mobile app or a complex SaaS dashboard, this skill provides the structure needed for high-quality UX evaluation.
Nielsen UI Review Use Cases
- Auditing mobile or web screenshots for usability bottlenecks before release.
- Reviewing design mockups and wireframes during the prototyping phase to catch errors early.
- Identifying friction points in complex user flows like checkouts, forms, or onboarding sequences.
- Generating professional heuristic evaluation reports for stakeholders or clients.
- Assessing the usability of internal tools and dashboards to improve employee productivity.
How Nielsen UI Review Works
- The user uploads a screenshot or provides a UI image for inspection.
- The skill identifies the screen type, platform, and primary user tasks.
- A brief clarification round is initiated to gather context on product goals and target users.
- The AI evaluates the interface against each of Nielsen's 10 usability heuristics.
- The skill categorizes issues by severity (High, Medium, Low) and provides concrete recommendations.
- A prioritized action plan is generated, focusing on the most critical fixes first.
Nielsen UI Review Setup
To get started with this UX audit tool using Openclaw Skills, ensure your AI environment is configured to handle image inputs. Use the following command to integrate the skill into your project:
# Install the Nielsen UI Review skill
openclaw install nielsen-ui-review
Once installed, you can trigger a review by providing a screenshot and asking the agent to evaluate the interface.
Nielsen UI Review Data Schema & Taxonomy
The skill organizes its findings into a structured format to ensure clarity and actionability. The following table describes the data output components:
| Component | Description |
|---|---|
| Context Summary | Summarizes the platform, screen type, and confirmed user goals. |
| Assumptions | Lists inferences made by the AI when specific context is unavailable. |
| Top Findings | A curated list of the 3-5 most critical usability issues discovered. |
| Heuristic Review | A comprehensive breakdown of all 10 Nielsen principles for the screen. |
| Priority Actions | A categorized list of concrete tasks: Fix first, Improve next, and Nice-to-have. |
| Open Questions | Remaining uncertainties that could impact the review accuracy. |
Nielsen UI Review Advanced Features
- Smart Clarification Rounds: Uses multiple-choice options to minimize user effort while gathering critical context.
- Severity & Confidence Scoring: Assigns impact levels and confidence ratings to findings based on visual evidence.
- Multi-Platform Logic: Adapts its analysis based on whether the UI is for web, mobile, desktop, or internal tools.
- Objective Analysis Framework: Specifically designed to ignore visual taste and focus on functional usability and task success.
- Integration Ready: Can be combined with other Openclaw Skills to automate the design-to-development feedback loop.
SKILL.md
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