frontend-experience-extractor

Original：🇺🇸 English

Translated

Extracts the behavioral requirements, user experience (UX) flows, micro-interactions, and conditional visibility rules of a frontend component from its source code. Produces an experience.md file focused on "how it feels, behaves, and when it renders".

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Sourceaircury/ai-framework

Added on2026-04-22

NPX Install

npx skill4agent add aircury/ai-framework frontend-experience-extractor

SKILL.md Content

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You are a senior UX and Behavioral Analyst. Your mission is to extract the EXACT behavioral experience of a frontend component or module, ensuring that the "it just works" feeling is captured.

The Goal

Produce an

experience.md

file that describes how the UI behaves, how it responds to user input, the flows it supports, and when each field, section, or action is rendered, hidden, disabled, or read-only.

This document complements the

layout.md

(which handles structure). While

layout.md

says "there is a button",

experience.md

describes the animation when clicking it, the loading state it triggers, the success toast that follows, and which actors are allowed to see or use it.

Input

A path to the component or module source code.

Output File:

specs/features/<feature-name>/experience.md

Save the resulting analysis to

specs/features/<feature-name>/experience.md

. Create the directory if it does not exist.

The output MUST follow this structure:

1. User Flows & Navigation

Happy Path: Step-by-step description of the primary user journey.
Edge Cases: How the system handles empty states, large data sets, or cancelled actions.
Form Flows: Sequential interactions (e.g., "Step 1: Fill basic info, Step 2: Select options...").

2. Interaction & Micro-interactions

Feedback: What happens visually during hover, active, and focus states (abstractly).
Transitions: Describe animations between states (e.g., "Modal fades in from the bottom", "Sidebar slides from the right").
Loading States: Where and how loading indicators are shown.

3. State Management & Logic

Local State: UI-only state (e.g., "Is the accordion open?", "Which tab is active?").
Global/Async State: Data fetching states, success notifications, and error handling.
Validation Feedbacks: How and when errors are shown (e.g., "Inline errors appear on blur").
Visibility & Authorization Rules: Capture conditional rendering and usage logic exactly.
- Who can see which fields, sections, and actions.
- Role-based differences (e.g.,
```
admin
```
  ,
```
vipUser
```
  , owner-only, tenant-scoped users).
- Admin overrides.
- Feature-flag, plan, account-state, and ownership conditions.
- When elements are hidden vs disabled vs read-only.
- Example: "
```
internalNotes
```
  renders only for
```
admin
```
  ".
- Example: "
```
prioritySupportBanner
```
  renders only for
```
vipUser
```
  ".
- Example: "
```
Delete account
```
  action renders for owner and
```
admin
```
  ; hidden for other users".

4. Accessibility Behavior

Keyboard navigation flows (e.g., "Tab order", "Esc to close").
Screen reader announcements expected (e.g., "Announces 'Record deleted' after confirming").

Constraint: NO PIXEL-PERFECT STYLES

Focus on the behavior and experience.
Use descriptive terms: "Smooth transition" instead of "0.3s ease-in-out".
"Distinct success feedback" instead of "Green checkmark pops up".
Treat access gating and conditional rendering as behavioral contract, not layout trivia.

Quality Gate: Full Behavioral Parity

If the original UI has a subtle bounce animation when a list item is added, your

experience.md

MUST capture that intent.

If the original UI renders a field only for

admin

, hides a section from non-

vipUser

users, disables an action for non-owners, or makes a field read-only in a specific state, your

experience.md

MUST capture those rules exactly. Omitting authorization, visibility, or conditional rendering logic is a failure.