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app-store-optimization【数据与研究】App Store Optimization toolkit for researching keywords, optimizing metadata, and tracking mobile app performance on Apple App Store and Google Play Store.
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ASO tools for researching keywords, optimizing metadata, analyzing competitors, and improving app store visibility on Apple App Store and Google Play Store.
Use this skill when the user wants to:
Recommended flow:
understand app and audience
-> research keywords and competitors
-> optimize metadata and visuals
-> plan launch or A/B test
-> track learnings and iterate
Discover and evaluate keywords that drive app store visibility.
| Factor | Weight | High Score Indicators |
|---|---|---|
| Relevance | 35% | Describes core app function |
| Volume | 25% | 10,000+ monthly searches |
| Competition | 25% | Top 10 apps have <4.5 avg rating |
| Conversion | 15% | Transactional intent ("best X app") |
| Location | Search Weight | Character Limit |
|---|---|---|
| App Title | Highest | 30 (iOS) / 50 (Android) |
| Subtitle (iOS) | High | 30 |
| Keyword Field (iOS) | High | 100 |
| Short Description (Android) | High | 80 |
| Full Description | Medium | 4,000 |
See: references/keyword-research-guide.md
Optimize app store listing elements for search ranking and conversion.
[Brand Name] - [Primary Keyword] [Secondary Keyword]
| Field | Apple App Store | Google Play Store |
|---|---|---|
| Title | 30 characters | 50 characters |
| Subtitle | 30 characters | N/A |
| Short Description | N/A | 80 characters |
| Keywords | 100 characters | N/A |
| Promotional Text | 170 characters | N/A |
| Full Description | 4,000 characters | 4,000 characters |
| What's New | 4,000 characters | 500 characters |
PARAGRAPH 1: Hook (50-100 words)
├── Address user pain point
├── State main value proposition
└── Include primary keyword
PARAGRAPH 2-3: Features (100-150 words)
├── Top 5 features with benefits
├── Bullet points for scanability
└── Secondary keywords naturally integrated
PARAGRAPH 4: Social Proof (50-75 words)
├── Download count or rating
├── Press mentions or awards
└── Summary of user testimonials
PARAGRAPH 5: Call to Action (25-50 words)
├── Clear next step
└── Reassurance (free trial, no signup)
See: references/platform-requirements.md
Analyze top competitors to identify keyword gaps and positioning opportunities.
| Analysis Area | Data Points |
|---|---|
| Keywords | Title keywords, description frequency |
| Metadata | Character utilization, keyword density |
| Visuals | Icon style, screenshot count/style |
| Ratings | Average rating, total count, velocity |
| Reviews | Top praise, top complaints |
| Opportunity Type | Example | Action |
|---|---|---|
| Keyword gap | "habit tracker" (40% coverage) | Add to keyword field |
| Feature gap | Competitor lacks widget | Highlight in screenshots |
| Visual gap | No videos in top 5 | Create app preview |
| Messaging gap | None mention "free" | Test free positioning |
Execute a structured launch for maximum initial visibility.
| Category | Items |
|---|---|
| Metadata | Title, subtitle, description, keywords |
| Visual Assets | Icon, screenshots (all sizes), video |
| Compliance | Age rating, privacy policy, content rights |
| Technical | App binary, signing certificates |
| Analytics | SDK integration, event tracking |
| Marketing | Press kit, social content, email ready |
| Factor | Recommendation |
|---|---|
| Day of week | Tuesday-Wednesday (avoid weekends) |
| Time of day | Morning in target market timezone |
| Seasonal | Align with relevant category seasons |
| Competition | Avoid major competitor launch dates |
See: references/aso-best-practices.md
Test metadata and visual elements to improve conversion rates.
Read the detailed procedure and examples when working on this part of the task.
| Element | Conversion Impact | Test Complexity |
|---|---|---|
| App Icon | 10-25% lift possible | Medium (design needed) |
| Screenshot 1 | 15-35% lift possible | Medium |
| Title | 5-15% lift possible | Low |
| Short Description | 5-10% lift possible | Low |
| Video | 10-20% lift possible | High |
| Baseline CVR | Impressions Needed (per variant) |
|---|---|
| 1% | 31,000 |
| 2% | 15,500 |
| 5% | 6,200 |
| 10% | 3,100 |
TEST ID: ASO-2025-001
ELEMENT: App Icon
HYPOTHESIS: A bolder color icon will increase conversion by 10%
START DATE: [Date]
END DATE: [Date]
RESULTS:
├── Control CVR: 4.2%
├── Treatment CVR: 4.8%
├── Lift: +14.3%
├── Significance: 97%
└── Decision: Implement treatment
LEARNINGS:
- Bold colors outperform muted tones in this category
- Apply to screenshot backgrounds for next test
Productivity App:
| Version | Title | Analysis |
|---|---|---|
| Before | "MyTasks" | No keywords, brand only (8 chars) |
| After | "MyTasks - Todo List & Planner" | Primary + secondary keywords (29 chars) |
Fitness App:
| Version | Title | Analysis |
|---|---|---|
| Before | "FitTrack Pro" | Generic modifier (12 chars) |
| After | "FitTrack: Workout Log & Gym" | Category keywords (27 chars) |
| Version | Subtitle | Analysis |
|---|---|---|
| Before | "Get Things Done" | Vague, no keywords |
| After | "Daily Task Manager & Planner" | Two keywords, benefit clear |
Before (Inefficient - 89 chars, 8 keywords):
task manager, todo list, productivity app, daily planner, reminder app
After (Optimized - 97 chars, 14 keywords):
task,todo,checklist,reminder,organize,daily,planner,schedule,deadline,goals,habit,widget,sync,team
Improvements:
Before:
MyTasks is a comprehensive task management solution designed
to help busy professionals organize their daily activities
and boost productivity.
After:
Forget missed deadlines. MyTasks keeps every task, reminder,
and project in one place—so you focus on doing, not remembering.
Trusted by 500,000+ professionals.
Improvements:
| Version | Caption | Issue |
|---|---|---|
| Before | "Task List Feature" | Feature-focused, passive |
| Better | "Create Task Lists" | Action verb, but still feature |
| Best | "Never Miss a Deadline" | Benefit-focused, emotional |
| Script | Purpose | Usage |
|---|---|---|
| keyword_analyzer.py | Analyze keywords for volume and competition | python keyword_analyzer.py --keywords "todo,task,planner" |
| metadata_optimizer.py | Validate metadata character limits and density | python metadata_optimizer.py --platform ios --title "App Title" |
| competitor_analyzer.py | Extract and compare competitor keywords | python competitor_analyzer.py --competitors "App1,App2,App3" |
| aso_scorer.py | Calculate overall ASO health score | python aso_scorer.py --app-id com.example.app |
| ab_test_planner.py | Plan tests and calculate sample sizes | python ab_test_planner.py --cvr 0.05 --lift 0.10 |
| review_analyzer.py | Analyze review sentiment and themes | python review_analyzer.py --app-id com.example.app |
| launch_checklist.py | Generate platform-specific launch checklists | python launch_checklist.py --platform ios |
| localization_helper.py | Manage multi-language metadata | python localization_helper.py --locales "en,es,de,ja" |
| Document | Content |
|---|---|
| platform-requirements.md | iOS and Android metadata specs, visual asset requirements |
| aso-best-practices.md | Optimization strategies, rating management, launch tactics |
| keyword-research-guide.md | Research methodology, evaluation framework, tracking |
| Template | Purpose |
|---|---|
| aso-audit-template.md | Structured audit checklist for app store listings |
| Constraint | Impact |
|---|---|
| No official keyword volume data | Estimates based on third-party tools |
| Competitor data limited to public info | Cannot see internal metrics |
| Review access limited to public reviews | No access to private feedback |
| Historical data unavailable for new apps | Cannot compare to past performance |
| Platform | Behavior |
|---|---|
| iOS | Keyword changes require app submission |
| iOS | Promotional text editable without update |
| Android | Metadata changes index in 1-2 hours |
| Android | No separate keyword field (use description) |
| Both | Algorithm changes without notice |
| Scenario | Alternative |
|---|---|
| Web apps | Use web SEO skills |
| Enterprise apps (not public) | Internal distribution tools |
| Beta/TestFlight only | Focus on feedback, not ASO |
| Paid advertising strategy | Use paid acquisition skills |
| Skill | Integration Point |
|---|---|
| growth | App description copywriting and launch promotion workflows |
| marketing-strategy-pmm | Go-to-market planning |