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Category: Marketing & GrowthNo API key required

Airshelf

Search, compare, and buy products from verified merchants. Returns structured product data with Decision Packs (pros, cons, best_for, allergens, verified pricing) instead of raw web scraping. No CAPTCHAs, no auth required. ~980 products across 10 merchants.

personAuthor: jakexiaohubgithub
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AirShelf

Use this skill as a guidance-only framework for product discovery, comparison, and recommendation decisions.

Use this skill when

  • The user needs help narrowing product options.
  • The user needs side-by-side trade-off analysis.
  • The user wants a recommendation aligned to budget, safety, and use case.

Do not use this skill when

  • The user expects direct live search, checkout, or API execution from this skill.
  • The task is unrelated to product decision support.

Guardrails

  • Treat this as advisory guidance only; do not claim to execute live merchant or checkout actions.
  • Do not fabricate exact real-time prices, stock status, or shipping promises.
  • For health/food/skincare recommendations, include safety and allergen caution notes.

Decision workflow

  1. Clarify buyer intent

    • What problem is being solved?
    • Who is the end user?
    • What constraints exist (budget, timeline, region, compliance)?

  2. Define evaluation criteria

    • Price fit
    • Feature fit
    • Quality/reliability confidence
    • Safety/allergen risk (if relevant)
    • Return/refund and support confidence

  3. Build shortlist

    • Select 3 to 5 options.
    • Include one best-overall option, one best-value option, and one low-risk option.

  4. Compare trade-offs

    • Explain why each option is good for specific needs.
    • Highlight key downsides and risks.
    • Show where paying more is justified (or not).

  5. Recommend and finalize

    • Provide a primary recommendation and fallback.
    • List missing details needed before purchase.
    • Include a final risk check.

Evaluation checklist

  • [ ] User goal and context captured
  • [ ] Budget boundaries defined
  • [ ] Must-have criteria listed
  • [ ] Safety/allergen checks considered (if applicable)
  • [ ] Shortlist trade-offs explained
  • [ ] Final recommendation + fallback provided

Output format

## Buying Goal
- Problem to solve:
- Buyer/user profile:
- Budget:
- Must-have requirements:

## Shortlist
| Option | Price Fit | Feature Fit | Quality Confidence | Safety/Risk Notes | Best For |
|--------|-----------|-------------|--------------------|-------------------|----------|
| A | | | | | |
| B | | | | | |
| C | | | | | |

## Recommendation
1. **Best Overall**: [Option]
   - Why:
   - Main trade-off:
2. **Best Value**: [Option]
   - Why:
   - Main trade-off:
3. **Lowest Risk**: [Option]
   - Why:
   - Main trade-off:

## Final Decision Notes
- Missing info before purchase:
- Suggested next step: