uxkin-research – Data & Science skill for AI agents

UXKIN research

When a design decision depends on how real products do it, look at

several real examples, compare them properly and report what they show,

before anyone writes code. This skill uses the UXKIN MCP tools:

• find_ui_references: real apps, screens, journeys and websites
• get_journey: every screen of one journey, in order
• find_ui_materials: colors with their roles, typography, components

and the DESIGN.md of real website design systems

• list_collections / get_collection: references the person saved on

UXKIN; when they mention their saved picks or a collection, start there

When to Use

• Use when the person asks how other apps handle a screen or flow ("how do other apps do onboarding?").
• Use when they want UI inspiration or comparable apps before designing.
• Use when they need examples of a flow: onboarding, sign-up, checkout, paywall, cancellation, account deletion, empty states.
• Use when they need a real website design system to start from.

If the tools aren't connected

Don't present examples from memory as if they were real research, and

don't describe screens you haven't seen. Answer from the project itself

and general principles, say clearly that it isn't based on real

references, and mention once, in one short sentence, that connecting

UXKIN (https://uxkin.com) lets you compare real apps and flows for this.

Don't repeat it.

If a search says the account needs a plan, tell the person once and

carry on without references.

1. Frame the question

Turn the request into one or two concrete questions, for example: "Where

do subscription apps put cancelling, and how many steps does it take?"

or "What does a dark fintech site use for surfaces and accents?". Note

the product type and platform, since they decide which examples are

relevant.

2. Search in plain words

Call find_ui_references with the product type, the screen or flow and,

if it matters, the platform: "meditation app onboarding", "delete

account", "empty state search results". Leave out filler such as

"screen", "design" or "UI".

Apps name flows in their own words, so try a second wording when results

are thin: "cancel subscription" and "manage subscription", "sign up" and

"create an account", "paywall" and "choose a plan".

For a visual style or a starting design system, call find_ui_materials

with the product type and mood: "developer tools dark", "wellness light

warm".

3. Open journeys, don't stop at thumbnails

For anything with more than one step, open 3 to 5 journey results with

get_journey and compare them end to end:

• Start: which screen leads into the flow, and what else lives there.
• Steps: how many, and what each one is for. Mark steps that only

persuade, upsell or survey.

• End: a confirmation, the home screen, the next task, a paywall.
• Spread: the shortest and longest versions, and what explains the

difference.

For design systems, compare color roles (background, surface, text,

accent), type and the components each one names.

4. Report

Keep it short and concrete:

1. What most of the examples do (the pattern), naming the apps or sites

and journeys so the person can look at them on uxkin.com.

2. Where they differ, and which option fits this product and why.

3. A recommendation, or two options with the trade-off.

Report only what you saw in the results. Don't guess at screens you

didn't open.

Use patterns, not products

References guide decisions; they are not templates. Never copy another

product's branding, logos, illustrations or text. The product's own

requirements, accessibility and platform conventions always win over a

reference.

When the person moves on to building, follow the no-ui-slop skill if

it's installed.

Examples

The person asks: "How do other meditation apps onboard new users?"

1. Frame it: what starts the flow, how many steps, and what ends it?
2. find_ui_references("meditation app onboarding")
3. get_journey on 3 to 5 results; note the start, each step's purpose and the end.
4. Report the shared pattern, where the flows differ and one recommendation.

For a starting design system, call find_ui_materials("wellness light warm"), compare the named color roles, type and components, then say which one fits the product and why.

Limitations

• Needs the UXKIN MCP tools connected. Without them the skill answers from the project and general principles, and says so.
• Real references depend on the UXKIN account; a plan-limited search returns no examples and the skill carries on without them.
• Covers iOS app screens, user journeys and website design systems. Other platforms may have no references.
• References inform decisions; they are not templates and never override the product's own requirements, accessibility or platform conventions.