---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "CookShelf: Search Cookbooks"
bundle_id: "com.cookshelf.mobile"
parent_report: "https://marlvel.ai/api/llm/apps/food-drink/cookshelf-search-cookbooks"
canonical_url: "https://marlvel.ai/apps/cookshelf-search-cookbooks#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — CookShelf: Search Cookbooks User Sentiment (section of intelligence report)"
---

## 🟡 User Sentiment (High Confidence: 181 reviews) {#user-sentiment}
- **Overall Rating:** 3.95/5
- **Platform Split:** iOS 4.3/5 (115 ratings) | Android 3.4/5 (66 ratings)
- **Overall Sentiment:** Mixed

### Top Praises
- **Cross-Collection Search**
- **Cataloging Efficiency**

### Top Complaints (Impact Areas)
- **Subscription Pricing Model**
- **Missing Recipe Content**

<!-- /section:sentiment -->
<!-- section:swot -->