High confidence · Latest 100 of 181 total reviews analyzed · Based on 181 reviews. Signal may be noisy.

Mixed

Recent user voice shows a mixed sentiment. Users appreciate cross-collection search and cataloging efficiency, but report subscription pricing model and missing recipe content.

Rating: 4.3

Reviews: 181

Confidence: high

How did the latest release land?

Overall
3.9/ 5
(181)
Current version
4.3/ 5
+0.3 vs overall
(115)
Main signal post-update: cross-Collection Search.

Sentiment over time

Weekly average rating and review volume across stores, last 90 days.

Not enough recent reviews to plot a sentiment trend.

Review themes

Praise

What users love

  • Cross-Collection Search
    • Search for 'ground turkey' and it will pull up every recipe from your cookbooks.
  • Cataloging Efficiency
    • The barcode scanner has made my life so much easier!
Complaint

Common complaints

  • Subscription Pricing Model
    • I despise a subscription model for accessing what I already own.
  • Missing Recipe Content
    • I scanned 3 cookbooks, and I don’t see any recipes, only an ingredients list.

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with editorial review, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by CookShelf: Search Cookbooks, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Data licensed under CC-BY-NC 4.0