/product-agent
Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Use when user asks to discover, validate, assess, scope, or analyze product ideas, market opportunities, or when they mention "product agent", "app idea
$ npx -y skills add rshankras/claude-code-apple-skills --skill product-agent --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/product-agent
Context preview
The summary Claude sees to decide when to auto-load this skill.
Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Use when user asks to discover, validate, assess, scope, or analyze product ideas, market opportunities, or when they mention "product agent", "app idea
SKILL.md
product-agent.SKILL.mdname: product-agent
description: Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Use when user asks to discover, validate, assess, scope, or analyze product ideas, market opportunities, or when they mention "product agent", "app idea validation", "should I build this", "MVP", "market analysis", or "ASO".
allowed-tools: [Read, Write, WebSearch, WebFetch, AskUserQuestion]
last_verified: 2026-07-16
review_by: 2027-06-22
Product Agent Skill
Product Agent validates iOS/macOS app ideas by analyzing problems, markets, and competition. It provides honest, structured assessments to help you decide whether to build.
When This Skill Activates
Use this Skill when the user wants to:
- Discover or validate product ideas
- Analyze market opportunities
- Check if an app idea is worth building
- Understand competitive landscape
- Assess problem severity
- Get honest feedback on app concepts
How It Works
This skill performs structured product analysis using reasoning and web research. No external tools required — Claude analyzes the idea directly and researches the market via WebSearch/WebFetch.
Quick Start
When the user provides an app idea, perform the **Problem Discovery Analysis** below and present the results.
If the user hasn't provided enough detail, ask: 1. What's the app idea? (required) 2. What platform? (iOS, macOS, or both — default: iOS/macOS) 3. Who's the target user? (optional but improves analysis)
Problem Discovery Analysis
For each idea, analyze and produce these fields:
1. Problem Statement
One-sentence description of the core problem the app solves.
2. Target Users
Who experiences this problem most acutely? Be specific about demographics, roles, and context.
3. Pain Points
List 4-8 specific, concrete pain points users experience today. Each should be observable and verifiable.
4. Severity Score (1-10)
Rate how painful this problem is:
- **1-3**: Weak problem, low urgency — users barely notice
- **4-6**: Moderate problem, decent opportunity — users work around it
- **7-8**: Strong problem, good opportunity — users actively seek solutions
- **9-10**: Critical problem, excellent opportunity — users are desperate (rare)
5. Frequency
How often do target users encounter this problem? Daily problems are stronger than weekly ones.
6. Current Solutions
Research existing alternatives using WebSearch. For each competitor:
- Name and brief description
- Key strengths
- Main limitations
- Pricing model
7. Market Opportunity
Assess the opportunity using one of: **WEAK**, **MODERATE**, **STRONG**, **EXCELLENT**. Include reasoning about market saturation, differentiation potential, and timing.
8. Recommendation
The most important field. Provide an honest verdict:
- **BUILD** — Clear opportunity, go for it
- **PROCEED WITH CAUTION** — Opportunity exists but significant risks
- **DO NOT BUILD** — Market saturated, weak problem, or better alternatives exist
Include:
- Specific reasons for the verdict
- Key risks
- What would need to be true for this to succeed
- Alternative approaches if "don't build"
Output Format
Present results as structured JSON for easy consumption by other skills:
{
"problem_statement": "One-sentence core problem",
"target_users": "Who experiences this problem",
"pain_points": ["List of specific pain points"],
"severity_score": "N/10",
"frequency": "How often users encounter this",
"current_solutions": ["Existing alternatives and their limitations"],
"opportunity": "WEAK|MODERATE|STRONG|EXCELLENT — reasoning",
"recommendation": "Honest verdict with detailed reasoning"
}Follow the JSON with a human-readable summary highlighting the key takeaway.
Research Process
1. **Analyze the idea** — Break down the problem, users, and value proposition 2. **Search for competitors** — Use WebSearch for "[category] apps iOS", "[competitor] features", "[competitor] pricing" 3. **Check App Store landscape** — Search for similar apps, ratings, reviews 4. **Assess market trends** — Search for "[category] market growth", "[category] trends 2026" 5. **Synthesize findings** — Combine analysis into structured output
Interpreting Results
Key Field: `recommendation`
This is the **most important field**. It contains:
- Honest assessment of whether to build
- Market reality check
- Competitive analysis
- Specific reasons for the verdict
**The analysis is brutally honest** — if it says "don't build", there's usually a good reason.
Severity Score
- **1-3**: Weak problem, low urgency
- **4-6**: Moderate problem, decent opportunity
- **7-8**: Strong problem, good opportunity
- **9-10**: Critical problem, excellent opportunity
Opportunity Assessment
Look for keywords:
- "WEAK" — Saturated market or marginal problem
- "MODERATE" — Some opportunity with differentiation
- "STRONG" — Clear gap in market
- "EXCELLENT" — Underserved need with high demand
Common Workflows
1. Quick Idea Validation
User provides an idea. Run the full analysis and focus on the `recommendation` and `severity_score`.
**Decision framework:**
- **Score 7+, STRONG opportunity, BUILD verdict** — Green light
- **Score 4-6, MODERATE opportunity, CAUTION verdict** — Needs differentiation strategy
- **Score <4, WEAK opportunity, DON'T BUILD verdict** — Red light
2. Comparing Multiple Ideas
Run analysis on each idea, then compare:
- Severity scores (higher = better)
- Opportunity assessments (STRONG > MODERATE > WEAK)
- Recommendation verdicts
- Current solutions (fewer/weaker competitors = better)
3. Iterative Refinement
If initial analysis says "don't build", explore pivots:
- Narrow the niche (e.g., "note-taking" -> "note-taking for academic researchers")
- Change the target user
- Add a unique angle (e.g., AI-powered, privacy-focused)
Re-run analysis for each pivot and look for improving severity and opportunity scores.
Read more
name: product-agent description: Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Use when user asks to discover, validate, assess, scope, or analyze product ideas, market opportunities, or when they mention "product agent", "app idea validation", "should I build this", "MVP", "market analysis", or "ASO". allowed-tools: [Read, Write, WebSearch, WebFetch, AskUserQuestion] last_verified: 2026-07-16 review_by: 2027-06-22
Product Agent Skill
Product Agent validates iOS/macOS app ideas by analyzing problems, markets, and competition. It provides honest, structured assessments to help you decide whether to build.
When This Skill Activates
Use this Skill when the user wants to:
- Discover or validate product ideas
- Analyze market opportunities
- Check if an app idea is worth building
- Understand competitive landscape
- Assess problem severity
- Get honest feedback on app concepts
How It Works
This skill performs structured product analysis using reasoning and web research. No external tools required — Claude analyzes the idea directly and researches the market via WebSearch/WebFetch.
Quick Start
When the user provides an app idea, perform the **Problem Discovery Analysis** below and present the results.
If the user hasn't provided enough detail, ask: 1. What's the app idea? (required) 2. What platform? (iOS, macOS, or both — default: iOS/macOS) 3. Who's the target user? (optional but improves analysis)
Problem Discovery Analysis
For each idea, analyze and produce these fields:
1. Problem Statement
One-sentence description of the core problem the app solves.
2. Target Users
Who experiences this problem most acutely? Be specific about demographics, roles, and context.
3. Pain Points
List 4-8 specific, concrete pain points users experience today. Each should be observable and verifiable.
4. Severity Score (1-10)
Rate how painful this problem is:
- **1-3**: Weak problem, low urgency — users barely notice
- **4-6**: Moderate problem, decent opportunity — users work around it
- **7-8**: Strong problem, good opportunity — users actively seek solutions
- **9-10**: Critical problem, excellent opportunity — users are desperate (rare)
5. Frequency
How often do target users encounter this problem? Daily problems are stronger than weekly ones.
6. Current Solutions
Research existing alternatives using WebSearch. For each competitor:
- Name and brief description
- Key strengths
- Main limitations
- Pricing model
7. Market Opportunity
Assess the opportunity using one of: **WEAK**, **MODERATE**, **STRONG**, **EXCELLENT**. Include reasoning about market saturation, differentiation potential, and timing.
8. Recommendation
The most important field. Provide an honest verdict:
- **BUILD** — Clear opportunity, go for it
- **PROCEED WITH CAUTION** — Opportunity exists but significant risks
- **DO NOT BUILD** — Market saturated, weak problem, or better alternatives exist
Include:
- Specific reasons for the verdict
- Key risks
- What would need to be true for this to succeed
- Alternative approaches if "don't build"
Output Format
Present results as structured JSON for easy consumption by other skills:
{
"problem_statement": "One-sentence core problem",
"target_users": "Who experiences this problem",
"pain_points": ["List of specific pain points"],
"severity_score": "N/10",
"frequency": "How often users encounter this",
"current_solutions": ["Existing alternatives and their limitations"],
"opportunity": "WEAK|MODERATE|STRONG|EXCELLENT — reasoning",
"recommendation": "Honest verdict with detailed reasoning"
}Follow the JSON with a human-readable summary highlighting the key takeaway.
Research Process
1. **Analyze the idea** — Break down the problem, users, and value proposition 2. **Search for competitors** — Use WebSearch for "[category] apps iOS", "[competitor] features", "[competitor] pricing" 3. **Check App Store landscape** — Search for similar apps, ratings, reviews 4. **Assess market trends** — Search for "[category] market growth", "[category] trends 2026" 5. **Synthesize findings** — Combine analysis into structured output
Interpreting Results
Key Field: `recommendation`
This is the **most important field**. It contains:
- Honest assessment of whether to build
- Market reality check
- Competitive analysis
- Specific reasons for the verdict
**The analysis is brutally honest** — if it says "don't build", there's usually a good reason.
Severity Score
- **1-3**: Weak problem, low urgency
- **4-6**: Moderate problem, decent opportunity
- **7-8**: Strong problem, good opportunity
- **9-10**: Critical problem, excellent opportunity
Opportunity Assessment
Look for keywords:
- "WEAK" — Saturated market or marginal problem
- "MODERATE" — Some opportunity with differentiation
- "STRONG" — Clear gap in market
- "EXCELLENT" — Underserved need with high demand
Common Workflows
1. Quick Idea Validation
User provides an idea. Run the full analysis and focus on the `recommendation` and `severity_score`.
**Decision framework:**
- **Score 7+, STRONG opportunity, BUILD verdict** — Green light
- **Score 4-6, MODERATE opportunity, CAUTION verdict** — Needs differentiation strategy
- **Score <4, WEAK opportunity, DON'T BUILD verdict** — Red light
2. Comparing Multiple Ideas
Run analysis on each idea, then compare:
- Severity scores (higher = better)
- Opportunity assessments (STRONG > MODERATE > WEAK)
- Recommendation verdicts
- Current solutions (fewer/weaker competitors = better)
3. Iterative Refinement
If initial analysis says "don't build", explore pivots:
- Narrow the niche (e.g., "note-taking" -> "note-taking for academic researchers")
- Change the target user
- Add a unique angle (e.g., AI-powered, privacy-focused)
Re-run analysis for each pivot and look for improving severity and opportunity scores.
A collection of Claude Code skills for iOS, macOS, watchOS, visionOS, and Apple platform development. These skills help you plan and build apps, maintain code quality, ensure HIG compliance, and guide you from idea to App Store.
Repo: rshankras/claude-code-apple-skills
Other skills on rshankras-apple-skills.
- /app-store
App Store optimization and marketing skills for descriptions, screenshots, keywords, review responses, and comprehensive promotional strategy. Use when user needs help with App Store presence, ASO, marketing, or customer communication.
Open skill - /ad-attribution
Privacy-preserving ad measurement with AdAttributionKit (SKAdNetwork's successor) — install and re-engagement attribution, conversion-value strategy under crowd anonymity, and end-to-end postback testing. Use when running paid acquisition beyond Apple Ads, measuring
Open skill - /app-description-writer
Generate compelling App Store descriptions that convert browsers into users. Use when writing initial descriptions, improving existing copy, or drafting promotional text and What's New for a major update.
Open skill - /apple-search-ads
Apple Search Ads campaign strategy for indie developers — paid acquisition, keyword bidding, budget planning, and ROAS optimization. Use when user asks about running ads, paid user acquisition, or Apple Search Ads campaigns.
Open skill - /iap-finalizer
Take a one-time in-app purchase from MISSING_METADATA to READY_TO_SUBMIT in App Store Connect — set its price schedule and localized display name/description (and optional review screenshot) via the ASC REST API. Use at Phase 6 (Pre-Release), after the IAP is built in-app (Phase
Open skill - /keyword-optimizer
Optimize app title, subtitle, and keywords for maximum App Store discoverability. Use when launching a new app, improving search rankings, entering new markets/languages, or safely optimizing ASO for an app with existing traffic.
Open skill

