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Get Started Free →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".
.claude/skills/rshankras-product-agent/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-22 | ✗→✓ | ▲ Improved | 39% | 0% |
| case-04 | ✓→✗ | ▼ Worse | -31% | 0% |
| case-09 | ✓→✗ | ▼ Worse | 46% | 0% |
| case-10 | ✓→✗ | ▼ Worse | 66% | 0% |
| case-12 | ✓→✗ | ▼ Worse | -12% | 0% |
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.
Use this Skill when the user wants to:
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.
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:
For each idea, analyze and produce these fields:
One-sentence description of the core problem the app solves.
Who experiences this problem most acutely? Be specific about demographics, roles, and context.
List 4-8 specific, concrete pain points users experience today. Each should be observable and verifiable.
Rate how painful this problem is:
How often do target users encounter this problem? Daily problems are stronger than weekly ones.
Research existing alternatives using WebSearch. For each competitor:
Assess the opportunity using one of: WEAK, MODERATE, STRONG, EXCELLENT. Include reasoning about market saturation, differentiation potential, and timing.
The most important field. Provide an honest verdict:
Include:
Present results as structured JSON for easy consumption by other skills:
json{ "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.
recommendationThis is the most important field. It contains:
The analysis is brutally honest — if it says "don't build", there's usually a good reason.
Look for keywords:
User provides an idea. Run the full analysis and focus on the recommendation and severity_score.
Decision framework:
Run analysis on each idea, then compare:
If initial analysis says "don't build", explore pivots:
Re-run analysis for each pivot and look for improving severity and opportunity scores.
After running discovery, use these specialized Skills for deeper analysis:
When discovery shows potential and you need to understand competition in detail:
When discovery shows potential and you need to size the opportunity:
Workflow:
1. product-agent → Quick validation (problem discovery)
2. If promising, use deep-dive Skills:
- competitive-analysis → Understand players
- market-research → Size opportunity
3. Make go/no-go decision with full dataUser asks: "Should I build a password manager for the Apple ecosystem?"
You research and analyze, then present:
json{ "problem_statement": "Users need secure password management that seamlessly integrates across Apple devices without relying on third-party services.", "target_users": "Apple ecosystem loyalists who own multiple Apple devices and prioritize privacy and native integration.", "pain_points": [ "Existing password managers prioritize cross-platform over deep Apple integration", "Third-party managers don't fully integrate with iOS autofill and Face ID", "Subscription fatigue from cross-platform services they don't need", "UIs that don't follow Apple Human Interface Guidelines" ], "severity_score": "3/10", "frequency": "Daily, but existing solutions work adequately", "current_solutions": [ "iCloud Keychain - Free, deeply integrated, improving rapidly. Limited organization.", "1Password - Polished, $36-48/year, cross-platform focused", "Bitwarden - Open source, cheaper, generic UI" ], "opportunity": "WEAK - Highly saturated market with Apple's own iCloud Keychain as dominant free incumbent. Any differentiating feature risks being absorbed by Apple in the next OS update.", "recommendation": "DO NOT BUILD. Apple's iCloud Keychain is free, pre-installed, and continuously improving. The differentiation window is tiny, willingness to pay for marginal improvements is low, and one security breach would be catastrophic for an indie developer. Consider instead: tools that augment iCloud Keychain, niche password management (API keys for developers), or a different underserved problem in the Apple ecosystem." }
Summary: This is not recommended. iCloud Keychain dominates as a free, deeply-integrated solution. Unless you have a truly novel approach or serve a specific underserved niche, the market is too saturated.
Remember: This analysis is brutally honest. If it says "don't build", listen. It's saving you months of wasted effort on weak ideas.
Other measured skills in the registry, with their headline benchmark lift.