idea-validator

GitHub

一个结构化创意验证框架,帮助独立开发者和创新者在投入资源前测试想法。通过画布化、20项可行性清单、风险地图和小规模实验设计,评估问题真实性、解决方案优势及市场潜力,辅助做出继续、转型或放弃的决策。

categories/creative-personal-development/idea-validator/SKILL.md cosmicstack-labs/mercury-agent-skills

Trigger Scenarios

需要验证新商业创意或产品想法 在开发前评估项目可行性和风险 希望最小化试错成本并快速学习

Install

npx skills add cosmicstack-labs/mercury-agent-skills --skill idea-validator -g -y
More Options

Non-standard path

npx skills add https://github.com/cosmicstack-labs/mercury-agent-skills/tree/main/categories/creative-personal-development/idea-validator -g -y

Use without installing

npx skills use cosmicstack-labs/mercury-agent-skills@idea-validator

指定 Agent (Claude Code)

npx skills add cosmicstack-labs/mercury-agent-skills --skill idea-validator -a claude-code -g -y

安装 repo 全部 skill

npx skills add cosmicstack-labs/mercury-agent-skills --all -g -y

预览 repo 内 skill

npx skills add cosmicstack-labs/mercury-agent-skills --list

SKILL.md

Frontmatter
{
    "name": "idea-validator",
    "metadata": {
        "tags": [
            "idea-validation",
            "lean-startup",
            "entrepreneurship",
            "decision-making",
            "creativity",
            "product-development"
        ],
        "author": "cosmicstack-labs",
        "version": "1.0.0",
        "category": "creative-personal-development"
    },
    "description": "A structured idea testing framework that runs every concept through a reality checklist before you invest time, money, or energy. Combines lean validation, customer discovery, and risk analysis into a single process for solopreneurs, creators, and innovators."
}

Idea Validator

What It Does

Turns raw ideas into testable hypotheses. Instead of falling in love with an idea and building it in a vacuum, this skill runs it through a validation gauntlet — surfacing assumptions, identifying risks, and designing the smallest possible test to learn whether the idea has legs before you commit significant resources.


The Validation Funnel

                 ┌─────────────┐
                 │  RAW IDEA   │
                 └──────┬──────┘
                        │
                 ┌──────▼──────┐
                 │  CANVAS IT  │  ← Problem, Solution, Audience, Channel
                 └──────┬──────┘
                        │
                 ┌──────▼──────┐
                 │ CHECKLIST   │  ← 20-point viability screen
                 └──────┬──────┘
                        │
                 ┌──────▼──────┐
                 │ RISK MAP    │  ← What could kill this?
                 └──────┬──────┘
                        │
                 ┌──────▼──────┐
                 │ TEST DESIGN │  ← Smallest experiment that teaches most
                 └──────┬──────┘
                        │
                 ┌──────▼──────┐
                 │ GO / PIVOT  │
                 │   / KILL    │
                 └─────────────┘

The 20-Point Validation Checklist

Rate each factor as ✅ Strong / ⚠️ Moderate / ❌ Weak

Problem & Need

  • 1. Is this a real problem? Not a "nice to have" — would people pay to solve it?
  • 2. Is the problem widespread? Does enough of your target audience have it?
  • 3. Is the problem urgent? Are people actively searching for solutions right now?
  • 4. Are people already trying to solve it? What workarounds exist?
  • 5. Is the problem getting worse? Trend tailwinds?

Solution & Product

  • 6. Can you solve this better than existing alternatives? 2-10× better?
  • 7. Is there a clear "must-have" feature set? Or is the scope fuzzy?
  • 8. Can you build a minimum version in < 4 weeks? Speed to test matters
  • 9. Does the solution have a clear "why now?" Timing advantage?
  • 10. Is it legally/ethically clear? Any regulatory risks?

Market & Audience

  • 11. Can you name 20 real people who would buy this? Not "people like that"
  • 12. Is there a clear, reachable channel to find them? SEO, ads, communities?
  • 13. Is the market growing? Expanding, flat, or shrinking?
  • 14. Is the market big enough? Can it support a sustainable business?
  • 15. Is the competition healthy (not too crowded, not nonexistent)? No competition usually means no market

Business & You

  • 16. Can this be profitable? Rough unit economics work?
  • 17. Do you have unfair advantage? Why can't 10 others copy this tomorrow?
  • 18. Will this be personally sustainable? Do you actually want to work on this for years?
  • 19. Can you test this without quitting your day job? Low-risk validation path?
  • 20. If this fails, what's the downside? Acceptable loss?

Score interpretation:

Score Action
18-20 ✅ Strong signal — proceed to test design
12-17 ⚠️ Mixed — address weak areas before investing
< 12 ❌ High risk — kill or radically pivot

Risk Map: The 5 Ways Ideas Die

Risk Description Mitigation
Solution Risk You build the wrong thing Talk to 10 customers before writing code
Market Risk Nobody wants it Get pre-orders or sign-ups before building
Execution Risk You can't deliver Audit your skills, time, and resources
Timing Risk Too early or too late Check search trends, competitor launches, industry shifts
Business Risk Can't make money Validate willingness to pay early — don't assume

Lean Validation Experiments

Tier 1: Low Effort (Days)

Experiment What It Tests How To Run Success Signal
The Fake Door Interest Landing page with "Coming Soon" + email signup 5-10% conversion from visitors → email
The $5 Interview Problem Talk to 10 target customers about their pain 7/10 confirm it's a real problem
Social Post Demand Post about the problem on LinkedIn/Reddit/Twitter Engagement, DMs, "I need this" comments
Google Trends Market trajectory Check trend direction for related keywords Upward or stable curve

Tier 2: Medium Effort (Weeks)

Experiment What It Tests How To Run Success Signal
Pre-sell / Landing Page Willingness to pay Landing page with "Buy Now" (actually collect payment or just gauge intent) 1-3% conversion rate or 10+ pre-orders
Concierge MVP Solution validity Manually deliver the service for 3-5 beta customers Customers get value and would pay
Waitlist Demand volume Collect email signups with a specific promise 100+ signups from targeted outreach
Content Test Content-driven demand Write 3 articles about the problem. Track SEO/social traction Organic traffic, subscribers, inquiries

Tier 3: Higher Effort (Months)

Experiment What It Tests How To Run Success Signal
Prototype MVP Product usability Build the smallest functional version for 10 beta users NPS > 30, weekly active usage > 3×
Paid Pilot Willingness to pay at full price Sell to 1-3 customers at full price Customers pay and don't churn
Crowdfunding / Pre-order Market validation at scale Kickstarter, Indiegogo, or direct pre-orders Hits 30% of funding target in first week

Trigger Phrases

Phrase Action
"Validate this idea..." Full validation funnel: canvas → checklist → risk map → test
"Is this worth pursuing?" Runs the 20-point checklist
"Test this idea..." Designs the smallest meaningful experiment
"What could kill this idea?" Risk map — identifies top 3 failure modes
"Should I build this?" Pre-validation reality check
"Talk me out of this idea" Devil's advocate — surfaces weakest assumptions
"How do I validate [X]?" Specific experiment design for a specific risk
"Is this a good idea?" Combined checklist + risk map + recommendation

Step-by-Step Instructions

Step 1: Clarify the Idea

Get it into a single sentence:

"I want to build [solution] for [audience] who struggle with [problem], so they can [outcome]."

If you can't complete this sentence, the idea isn't clear enough yet.

Step 2: Surface Assumptions

List everything you're assuming to be true. Group into:

Assumption Type Examples
Problem "People actually have this problem." "They know they have it."
Solution "My solution solves it." "They'll use it."
Market "There are enough people." "I can reach them."
Business "They'll pay." "The economics work."
You "I can build this." "I'll stay motivated."

Key insight: The assumption that would hurt most if wrong is your riskiest assumption. Test that one first.

Step 3: Run the Checklist

Score all 20 items. Identify which areas score lowest — those are your focus areas for testing.

Step 4: Design the Experiment

Follow the experiment tier table above. Rules:

  • Smallest test first: Start with Tier 1. Don't build anything until you've talked to customers.
  • Define success criteria upfront: "I want 20 email signups from a $50 ad spend" — not "let's see what happens."
  • Time-box: 1-2 weeks per test. If you can't get a signal in 2 weeks, the signal might be "no."

Step 5: Run, Measure, Decide

Result Decision
Strong positive signal Proceed to next tier of testing
Mixed / unclear Revise assumption, test again with a different method
Clear negative signal Kill or pivot. Do not ignore. Sunk cost is not a reason to continue

Step 6: Document Learnings

Even for ideas you kill, document what you learned. Future you will benefit from knowing:

  • Which assumptions were wrong
  • What customers actually said
  • What the market signals showed

Examples

Example 1: Validating a Paid Newsletter Idea

Idea: "A paid newsletter teaching designers how to use AI tools"

Clarified: "I want to build a paid weekly newsletter for mid-career designers who struggle with keeping up with AI tools, so they can stay relevant without spending hours researching."

Riskiest Assumptions: 1) Designers are willing to pay for this. 2) I can consistently find valuable content.

Experiment (Tier 1):

  1. Post on LinkedIn/X: "Designers — what's your #1 question about AI tools?" (tests problem)
  2. If engagement is strong → create a free 5-email mini-series with a "Subscribe for full version" CTA (tests willingness to pay)
  3. Success signal: 1,000 free subscribers within 2 weeks

If < 100 signups: Problem not urgent enough or audience not reachable. Kill or narrow niche further. If 100-500: Interesting but weak. Try paid ads to test willingness to pay more directly. If 500+: Proceed. Build the paid tier.

Example 2: Validating a SaaS Tool

Idea: "A tool that auto-generates social media posts from blog content"

Risk Map:

  • Solution Risk (HIGH): Will the output be good enough to use without heavy editing?
  • Market Risk (MEDIUM): Do content creators feel this pain enough to pay?
  • Execution Risk (LOW): Buildable with existing AI APIs

Experiment (Tier 1):

  1. Build a manual concierge: Offer to take 5 bloggers' posts and manually create their social content for free
  2. Ask: "If this were automated, what would you pay?"
  3. Success signal: 3/5 say "I'd pay $20+/month"

Learning: If users love the output but won't pay, pivot to free + ads. If they won't use the output even for free, solution risk is confirmed — kill or redesign.


Pro Tips

  • Validation is not about proving you're right — it's about learning the truth as cheaply as possible. If you're trying to prove your idea works, you're doing it wrong.
  • Nobody cares about your idea as much as you do. The first 10 conversations will be polite. Push past politeness — ask "Would you pay for this?" directly. If they hesitate, that's data.
  • A "maybe" is a "no". In validation, ambiguous responses usually mean no. People who really want something will show clear enthusiasm.
  • Kill early, kill often. The best entrepreneurs don't have the best ideas — they kill bad ideas fastest. A dead idea is tuition paid for the next one.
  • Validation never ends. Even after launch, every feature, pricing change, and channel is a new hypothesis to test. Build validation into your workflow, not as a one-time event.

Version History

  • 38e2523 Current 2026-07-05 19:37

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