App Icon Optimization logo

App Icon Optimization

CommunityPopular
Eronred
app-icon-optimization

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.

Overview

PublisherEronred
Repositoryaso-skills
Skill nameapp-icon-optimization
Stars
1.9K
Forks
116
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by Eronred on GitHub. Read the source before you install it.

Installation

Install the App Icon Optimization AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/Eronred/aso-skills.git /tmp/aso-skills
mkdir -p .claude/skills
cp -r /tmp/aso-skills/skills/app-icon-optimization .claude/skills/app-icon-optimization
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable App Icon Optimization in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads App Icon Optimization on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so App Icon Optimization is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

App Icon Optimization

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.

Why the Icon Is Your Most Impactful Asset

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.

Icon Design Principles

1. Simplicity at Small Size

Icons render at 60×60pt (iPhone search results). At that size, detail disappears.

  • Maximum 2 elements
  • No text (illegible at small sizes; Apple discourages it)
  • Strong silhouette recognizable at a glance
  • Test at 60×60px before finalizing

2. Color Contrast Against the App Store Background

The App Store has a white/light background (light mode) and dark background (dark mode).

  • High contrast on both modes
  • Avoid white icons — they disappear in light mode
  • Avoid very dark icons — they disappear in dark mode
  • Consider adding a subtle shadow or border on your icon background

3. Category Visual Language

Match and differentiate from your category norms:

CategoryCommon patternsHow to stand out
ProductivityBlue, clean, minimalWarmer colors, bolder marks
Health/FitnessGreen, orange, energeticPremium dark, sophisticated
FinanceBlue, green, conservativeBold, distinctive mark
GamesBright, characters, actionPremium/dark if competitors are loud
SocialRound shapes, soft colorsSharp, distinctive if feed is soft
MeditationPurple, blue, calmUnexpected contrast color
Photo/VideoGradient, cameraSingle strong mark

Rule: Look at your top 20 competitors' icons. Then design to be immediately distinguishable.

4. Recognizable Mark

The icon needs a single, memorable mark — not a scene or a composition. Ask:

"Can someone describe this icon in 3 words?"

  • ✅ "Red speech bubble" | ❌ "Someone using a phone with a gradient"
  • ✅ "Bold orange flame" | ❌ "Abstract colorful shapes"

5. Brand Consistency

The icon is your brand mark in the App Store. It should:

  • Match your app's primary color palette
  • Be consistent with your splash screen, push notifications, and marketing
  • Work as a favicon, social media avatar, and press kit asset

Icon Sizes Required

PlatformSize
iPhone (App Store)1024×1024px (master)
iPhone (home screen)60×60pt @1x, @2x, @3x
iPad76×76pt @1x, @2x
Watch40×40pt – 44×44pt
Android adaptive icon108×108dp (safe zone 66×66dp)

Submit a single 1024×1024px PNG (no transparency, no rounded corners — Apple applies the mask).

A/B Testing Icons

iOS — Product Page Optimization

  1. App Store Connect → Your App → Product Page Optimization → Create Test
  2. Create up to 3 icon variants
  3. Set traffic allocation (20–33% per variant)
  4. Run for minimum 7 days or until statistical significance

Access: App Store Connect → App Store → Product Page Optimization

Android — Play Store Experiments

  1. Play Console → Store listing experiments → New experiment
  2. Upload up to 3 icon variants
  3. Set traffic split
  4. Google reports install conversion rate per variant

What to Test

Test one variable at a time:

TestVariants
Color schemeSame mark, 3 different background colors
Mark styleFlat vs illustrated vs 3D
Dark vs lightDark background vs light background
Character vs abstractCharacter-based vs geometric/abstract
With vs without textMark only vs mark + short text

Reading Results

  • Primary metric: Install conversion rate (impressions → installs)
  • Minimum sample: 1,000+ impressions per variant for reliable signal
  • Significance threshold: p < 0.05 or Appeeky/Play Console confidence indicator

Icon Audit

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

Brief for Icon Designer

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

Related Skills

  • ab-test-store-listing — Full A/B testing methodology
  • screenshot-optimization — Complement the icon with strong screenshots
  • android-aso — Android adaptive icon requirements
  • aso-audit — Icon is one factor in the full ASO score

Frequently asked questions

What does the App Icon Optimization AI skill do?

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.

Why use App Icon Optimization on TypingMind?

Because you install it once and use it with any model. App Icon Optimization is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install App Icon Optimization in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Eronred/aso-skills/tree/main/skills/app-icon-optimization. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use App Icon Optimization?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with App Icon Optimization?

As many as you like. As long as a model supports skills, you can use App Icon Optimization with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the App Icon Optimization AI skill free?

Yes. It is published on GitHub by Eronred under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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