product-lens
Helps your agent validate product ideas before building. It analyzes market fit and user experience to decide if a product should proceed.
What it does
Helps you think if a product idea or feature is worthwhile before you start building. It asks questions to validate the idea and suggests whether you should proceed or not.
When to use it
- ✓Before starting a new feature.
- ✓When choosing between multiple feature ideas.
- ✓To sanity-check a product launch.
Example of what to ask your AI
“I need to validate an app idea to help small businesses manage their finances. What do you suggest?”
Want more? Open the sections below.
How to use
The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.
Skill link
Ready-to-paste message
How it works
It works by asking key questions about the audience, the problem, the solution, and how to measure success. Then, it organizes the answers into a document with a final recommendation.
Installation
Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.
In the terminal (Claude Code, Codex, Cursor), in your project folder:
npx skills add affaan-m/ECC --skill product-lensOr download just the file:
curl -L https://raw.githubusercontent.com/affaan-m/ECC/main/pi/core/skills/product-lens/SKILL.md -o SKILL.mdTechnical content (original SKILL.md)
Original text by the author, straight from GitHub.
Product Lens — Think Before You Build
This lane owns product diagnosis, not implementation-ready specification writing.
If the user needs a durable PRD-to-SRS or capability-contract artifact, hand off to product-capability.
When to Use
- Before starting any feature — validate the "why"
- Weekly product review — are we building the right thing?
- When stuck choosing between features
- Before a launch — sanity check the user journey
- When converting a vague idea into a product brief before engineering planning starts
How It Works
Mode 1: Product Diagnostic
Like YC office hours but automated. Asks the hard questions:
1. Who is this for? (specific person, not "developers")
2. What's the pain? (quantify: how often, how bad, what do they do today?)
3. Why now? (what changed that makes this possible/necessary?)
4. What's the 10-star version? (if money/time were unlimited)
5. What's the MVP? (smallest thing that proves the thesis)
6. What's the anti-goal? (what are you explicitly NOT building?)
7. How do you know it's working? (metric, not vibes)
Output: a PRODUCT-BRIEF.md with answers, risks, and a go/no-go recommendation.
If the result is "yes, build this," the next lane is product-capability, not more founder-theater.
Mode 2: Founder Review
Reviews your current project through a founder lens:
1. Read README, CLAUDE.md, package.json, recent commits
2. Infer: what is this trying to be?
3. Score: product-market fit signals (0-10)
- Usage growth trajectory
- Retention indicators (repeat contributors, return users)
- Revenue signals (pricing page, billing code, Stripe integration)
- Competitive moat (what's hard to copy?)
4. Identify: the one thing that would 10x this
5. Flag: things you're building that don't matter
Mode 3: User Journey Audit
Maps the actual user experience:
1. Clone/install the product as a new user
2. Document every friction point (confusing steps, errors, missing docs)
3. Time each step
4. Compare to competitor onboarding
5. Score: time-to-value (how long until the user gets their first win?)
6. Recommend: top 3 fixes for onboarding
Mode 4: Feature Prioritization
When you have 10 ideas and need to pick 2:
1. List all candidate features
2. Score each on: impact (1-5) × confidence (1-5) ÷ effort (1-5)
3. Rank by ICE score
4. Apply constraints: runway, team size, dependencies
5. Output: prioritized roadmap with rationale
Output
All modes output actionable docs, not essays. Every recommendation has a specific next step.
Integration
Pair with:
/browser-qato verify the user journey audit findings/design-system auditfor visual polish assessment/canary-watchfor post-launch monitoringproduct-capabilitywhen the product brief needs to become an implementation-ready capability plan
FAQ
What is a 'PRODUCT-BRIEF.md'?
It's a short document summarizing the product idea, risks, and a go/no-go decision for development.
What does 'product-market fit' mean?
It's when a product well meets a specific market's need, showing signs of user growth and retention.
What is 'time-to-value'?
It's the time it takes for a new user to experience the product's core benefit after they start using it.
Details
Original description by the author
Validate the why before building through four product diagnostics — a YC-style product diagnostic that produces PRODUCT-BRIEF.md with a go/no-go recommendation, a founder review scoring product-market-fit signals, a user journey audit measuring time-to-value, and ICE feature prioritization. Use when pressure-testing product direction, choosing between features, sanity-checking a launch, or convert
repo: affaan-m/ECC
Popularity
- GitHub stars
- 280k
- Ranking position
- #101
- License
- MIT
- Updated
- 10/15/2026
Comments
- …
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