Off Your Shelf
Stop growing your TBR. Start reading it.
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Off Your Shelf helps you choose what to read next from the books already on your Goodreads TBR. Import your Want to Read shelf, describe what you’re in the mood for, and get up to three book recommendations with explanations of why they fit. No more adding books to an already endless reading list. It’s free to use, with no account required. There’s also a demo shelf if you want to try it before importing anything.
PH · launched Nov 4, 2026 · 2 upvotes (top 19%) · 0 views
Niche: recommendation engines · 48 launches, 4 in the last 7 days · Explore this niche →
Category and tags
- Media & entertainment
- Workflow automation
- B2C
- Not AI
- Commercial product
- Productivity
- Artificial Intelligence
- Books
Visit website ↗ Source listing ↗
More like this: all 48 launches in recommendation engines →
Could you build this?
Yes It imports a Goodreads CSV and passes the TBR list plus the user's mood to an LLM for three recommendations, which is a standard LLM-wrapper app.
Competitors
Other products that read as similar to this one : 246 launches clear the similarity bar, closest 8 shown.
Attention rank: #29 of 247 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 364 days after the earliest competitor.
- Borrowable · ph · 2026-11-10 · 2 upvotes · similarity 0.52
- Readlyst — Read more. Finish more. · ph · 2026-10-28 · 2 upvotes · similarity 0.49
- The Book Recommendation Box · ph · 2026-11-09 · 2 upvotes · similarity 0.49
- WaveStash Offline Reader · ph · 2026-11-11 · 2 upvotes · similarity 0.47
- SelfShelf · ph · 2026-11-11 · 2 upvotes · similarity 0.47
- me-bookshelf · ph · 2026-11-10 · 1 upvotes · similarity 0.47
- Bookrank · ph · 2026-09-11 · 1 upvotes · similarity 0.46
- I scraped 3B Goodreads reviews to train a better recommendation model · hn · 2025-11-05 · 606 upvotes · similarity 0.46
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.