AI导哈

设计与多媒体

measure

ghaida/intent

Defines and tracks UX success through metrics, measurement frameworks, and experimentation. Part of the Intent design strategy system. Connects design decisions to observable evidence — did the thing we built actually help? Guards against measurement becoming manipulation. Trigger when: defining success metrics, designing A/B tests, building measurement frameworks, analyzing funnels, reviewing metric dashboards, questioning whether the right things are being measured, or when someone says "how do we know if this worked," "what should we measure," "let's run a test," or "the numbers look good but something feels off." Also trigger for ethical measurement reviews and counter-metric definition.

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安装命令

npx skills add https://github.com/ghaida/intent --skill measure

SKILL.md

Measure — Define and Track Success

Overview

If you can't define success, you can't design for it. And if you measure the wrong thing, you'll optimize for the wrong outcome.

UX measurement connects design decisions to observable evidence — did the thing we built actually help? This skill defines what to measure, how to measure it, and how to make decisions from what you learn. It bridges the gap between "we shipped it" and "it worked."

But measurement is not neutral. Every metric you choose shapes what gets optimized. Measure time-on-site and you'll get infinite scroll. Measure clicks and you'll get clickbait. Measure conversion and you'll get dark patterns — unless you also measure what those metrics cost the user. This skill guards against measurement becoming manipulation, ensuring that metrics incentivize genuine value, not engineered engagement.

When to activate this skill: Defining success criteria for a new feature, designing experiments, building measurement frameworks, analyzing funnel performance, reviewing whether existing metrics are measuring the right things, or anytime "the numbers look good" but the experience feels wrong.

Skill family

Measure works alongside the full Intent skill system:

相关 Skills

storytellingghaida/intentDiscipline for giving design work narrative structure that makes people care. Provides four canonical patterns — protagonist-arc, choreography, situation/complication/resolution, what-is/what-could-be — each with a goal, shape, and named pathology. Use when design work needs narrative structure, when stakeholders need to see the user's experience as a story, when presenting design rationale to non-design audiences, or when a journey, blueprint, brief, or deck feels lifeless. Trigger phrases: "what's the story here?", "tell the story", "story mode", "narrative mode". Refuses to smooth user data into clean arcs, manufacture strategic tension, substitute emotional appeal for evidence, assume conflict arcs are universal, or engineer stakeholder assent by shortcut.设计与多媒体3193journeyghaida/intentDesign any user-facing experience end-to-end: task flows, multi-step workflows, navigation structures, onboarding, settings, search, content creation, collaboration, signup, checkout, dashboards, notifications, error recovery, and more. Handles cross-platform adaptation (mobile/web/TV/embedded), device-aware design, accessibility, interaction specifications, and multi-channel journey mapping. Trigger when designing user flows of any kind, mapping screen sequences, optimizing task completion, specifying interactions, designing navigation, or asking "how should the user experience X?" Use this skill broadly — any time someone is working through how a user moves through a product experience, this skill applies.设计与多媒体2877organizeghaida/intentStructure information so people can find what they need, understand where they are, and navigate confidently. Covers navigation pattern design, taxonomy, labeling systems, search and browse strategy, wayfinding, and IA research methods. Trigger when designing navigation structures, categorization schemes, site maps, taxonomies, labeling systems, search experiences, or asking "how should we organize this?" Also trigger for card sorting, tree testing, information findability problems, or when users report they can't find things. Use this skill any time the structural organization of information is the problem — not the flow through it, not the words in it, not the visual presentation of it.文档办公2863intentghaida/intentThe entry point for Intent, a UX and design strategy system. Sets project context, routes to specialized skills, and loads foundational UX knowledge. Activate when starting any UX or product design work, setting project context, routing to other skills, evaluating an existing product's UX, or when the user asks about design intent, user experience strategy, ethical design, dark patterns, or design systems thinking.设计与多媒体2862evaluateghaida/intentStructured UX evaluation that ranks specific issues by severity and states the change that fixes each. Part of the Intent design strategy system. Runs heuristic evaluations, cognitive walkthroughs, anti-pattern detection, and task success analysis. Rates every finding critical, major, minor or cosmetic, names the heuristic it violates, and states the fix in design terms; which skill makes the fix is said in the reply. Trigger on: UX review, design audit, heuristic evaluation, usability assessment, "review this design", "what's wrong with this", "evaluate the experience", "is this accessible", "check for dark patterns", "how good is this UX", "rate this design", "find the problems", or any request to systematically assess the quality of a user experience. This is the diagnostic entry point of the Intent system — the UX doctor that diagnoses issues and refers to specialists.设计与多媒体2836articulateghaida/intentDesign the words in a product — labels, instructions, errors, confirmations, empty states, onboarding copy, tooltips, voice and tone frameworks, and content models. UX writing and content strategy as a deep discipline. Trigger when writing or reviewing UI copy, error messages, empty states, onboarding text, CTAs, tooltips, confirmation dialogs, or any user-facing text in a product. Also trigger for voice and tone frameworks, content models, microcopy patterns, inclusive language guidance, or asking "what should this say?" and "how should we sound?" Use this skill any time the words in an interface are the problem — not the flow they live in, not the structure they navigate, not the visual presentation.营销与写作2813