SKILLS/app-icon-optimization/SKILL.md
When the user wants to design, test, or improve their app icon to increase tap-through rate and conversions in App Store search and browse. Use when the user mentions "app icon", "icon design", "icon A/B test", "icon variants", "tap-through rate", "icon conversion", "icon refresh", or wants to know what makes a good app icon. For screenshot optimization, see screenshot-optimization. For full listing A/B tests, see ab-test-store-listing.
npx skillsauth add pinkpixel-dev/skills-collection-1 app-icon-optimizationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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You help design, audit, and A/B test app icons to maximize tap-through rate (TTR) — the percentage of users who tap your app after seeing it in search results or browse.
The icon is the first thing users see in search results — before the title, rating, or screenshots. A compelling icon can lift TTR by 20–40% with no other changes. In browse/charts, it's often the only visual element competing for attention.
Icons render at 60×60pt (iPhone search results). At that size, detail disappears.
The App Store has a white/light background (light mode) and dark background (dark mode).
Match and differentiate from your category norms:
| Category | Common patterns | How to stand out | |----------|----------------|-----------------| | Productivity | Blue, clean, minimal | Warmer colors, bolder marks | | Health/Fitness | Green, orange, energetic | Premium dark, sophisticated | | Finance | Blue, green, conservative | Bold, distinctive mark | | Games | Bright, characters, action | Premium/dark if competitors are loud | | Social | Round shapes, soft colors | Sharp, distinctive if feed is soft | | Meditation | Purple, blue, calm | Unexpected contrast color | | Photo/Video | Gradient, camera | Single strong mark |
Rule: Look at your top 20 competitors' icons. Then design to be immediately distinguishable.
The icon needs a single, memorable mark — not a scene or a composition. Ask:
"Can someone describe this icon in 3 words?"
The icon is your brand mark in the App Store. It should:
| Platform | Size | |----------|------| | iPhone (App Store) | 1024×1024px (master) | | iPhone (home screen) | 60×60pt @1x, @2x, @3x | | iPad | 76×76pt @1x, @2x | | Watch | 40×40pt – 44×44pt | | Android adaptive icon | 108×108dp (safe zone 66×66dp) |
Submit a single 1024×1024px PNG (no transparency, no rounded corners — Apple applies the mask).
Access: App Store Connect → App Store → Product Page Optimization
Test one variable at a time:
| Test | Variants | |------|---------| | Color scheme | Same mark, 3 different background colors | | Mark style | Flat vs illustrated vs 3D | | Dark vs light | Dark background vs light background | | Character vs abstract | Character-based vs geometric/abstract | | With vs without text | Mark only vs mark + short text |
Evaluate your current icon against:
Clarity at 60×60px: [1–10]
- Recognizable mark at small size?
- No illegible text?
Color contrast: [1–10]
- Works on white (light mode)?
- Works on dark backgrounds (dark mode)?
Category differentiation: [1–10]
- Stands out from top 10 competitor icons?
Simplicity: [1–10]
- Max 2 elements?
- Describable in 3 words?
Brand alignment: [1–10]
- Consistent with app's visual identity?
Overall: [N]/50
When briefing a designer:
App: [name and one-line description]
Category: [category]
Primary audience: [who uses it]
Brand colors: [hex values]
Mood/feeling: [premium / playful / trustworthy / energetic / calm]
What the icon should convey: [core value or identity]
What to avoid: [don't replicate competitor X, avoid Y]
Competitors to differentiate from: [list 3–5 with icons]
Reference icons I like: [list 3–5 from other apps]
Deliverables:
- 3 distinct concepts at 1024×1024px
- Each concept tested at 60×60px mockup in App Store search context
- Final: PNG, no alpha, no rounded corners
ab-test-store-listing — Full A/B testing methodologyscreenshot-optimization — Complement the icon with strong screenshotsandroid-aso — Android adaptive icon requirementsaso-audit — Icon is one factor in the full ASO scoretesting
When the user wants a full ASO health audit, review their App Store listing quality, or diagnose why their app isn't ranking. Also use when the user mentions "ASO audit", "ASO score", "why am I not ranking", "listing review", or "optimize my app store page". For keyword-specific research, see keyword-research. For metadata writing, see metadata-optimization.
testing
Clarify requirements before implementing. Use when serious doubts arise.
tools
Complete reference and build guide for ASI:One (ASI1) — the AI platform by Fetch.ai built for agentic, Web3-native applications. Use this skill IMMEDIATELY and ALWAYS when the user mentions ASI1, ASI:One, Fetch.ai AI API, building with ASI1, integrating ASI:One, asking about ASI1 models, tool calling with ASI1, ASI1 image generation, ASI1 agentic LLM, Agentverse, uagents, Agent Chat Protocol, structured output with ASI1, or OpenAI-compatible wrappers for ASI1. Also trigger when the user says things like "use ASI1 instead of OpenAI", "build an app with ASI:One", "ASI1 API", or references docs.asi1.ai. This skill covers everything needed to build production apps - setup, all models, all API features, tool calling, image gen, agentic orchestration, structured data, session management, streaming, LangChain integration, uagents / Agent Chat Protocol, and TypeScript/Node.js patterns.
data-ai
When the user wants to analyze their own app's actual performance data from App Store Connect — real downloads, revenue, IAP, subscriptions, trials, or country breakdowns synced via Appeeky Connect. Use when the user asks about "my downloads", "my revenue", "how is my app performing", "ASC data", "sales and trends", "my subscription numbers", "App Store Connect metrics", or wants to compare periods or top markets. For third-party app estimates, see app-analytics. For subscription analytics depth, see monetization-strategy.