Shellf vs Oku: Which Minimal Book Tracker Fits You? (2026)
Two minimalist book trackers, different strengths. Compared honestly by the person who built one.
Oku has a deserved reputation as a beautifully minimal book app, and the community consistently says so. Clean design, curated collections, a lovely place to log books. I don’t want to argue with any of that. The question this page answers is what you get if you also want AI recommendations that learn your taste, per-trait rating tags that feed those recommendations, and a book catalogue deeper than a minimalist tracker needs. That’s where Shellf lives.
Jayson Robinson
Creator of Shellf · Last updated April 2026
Key takeaways
- •Choose Oku if you want the most minimal, well-designed bookshelf app, love curated public collections, read on iOS or the web, and aren’t looking for AI-driven discovery.
- •Choose Shellf if you want AI-powered recommendations (embeddings) on a larger book space, per-trait rating tags, LLM-driven reading insights, and a private-by-default workflow on Android.
- •Use both if you love Oku’s collections for social curation and want Shellf’s engine for discovery. There’s no tax on running them side-by-side.
The 60-Second Verdict
Oku is one of the best-looking bookshelf apps in the category. If your main need is a calm place to log books and browse curated collections, Oku is hard to beat. Its web app is a real product you can use from a laptop, its iOS app is good, and its collections scene on the open web gives it a social-curation angle nothing else matches.
Shellf is playing a different game. It’s also minimal, but where Oku stops, Shellf adds AI recommendations (V2.1 embeddings + taste clustering), per-trait rating tags that feed those recommendations, and LLM-generated reading insights. Android-first today, iOS mid-2026, no web app yet.
Across 20 categories, Shellf takes slightly more (mostly on AI, discovery, privacy) and Oku takes the platform and public-curation wins. It isn’t a clean sweep in either direction, which is the honest read for two indie apps with different product directions.
4
Oku wins
8
Shellf wins
7
Tie
Across 19 head-to-head categories, counted honestly. Full table below.
Head-to-Head Comparison
Every category, side by side. Honest verdicts.
| Category | Oku | Shellf | Winner |
|---|---|---|---|
| AI recommendation engine | Not a focus — minimal-tracker positioning | V2.1 embeddings + LLM on a ~51k-book catalogue, taste clustering per reader | Shellf |
| Per-trait rating tags | Not visible in their feature set | Mark individual book traits (plot, dialogue, characters, pacing) as loved or hated; feeds the recommendations | Shellf |
| Design & aesthetic | Clean, minimal, beautiful — well-crafted minimalism, much-loved by the community | Dark-first, literary, opinionated — different flavour of minimal | Tie |
| Collections (curated, shareable) | First-class — public URLs, followable, ~7k indexed | Custom shelves with tag rules; private by default | Oku |
| UGC reviews on the open web | ~5k review URLs indexed | No public reviews by design | Oku |
| Book catalogue depth | Good for common titles; some gaps on backlist | ~51k-book LLM-enriched catalogue with consistent metadata | Shellf |
| Platforms today | Web + iOS only; no Android | Android today; iOS mid-2026; no web app | Tie |
| Web app | Full web experience — you can actually track from a browser | Marketing site only — no web library view | Oku |
| iOS availability today | Yes | Mid-2026 | Oku |
| Android availability today | Not available | Yes | Shellf |
| Goodreads import UX | CSV-based import | WebView Goodreads import — one-tap sign-in | Shellf |
| StoryGraph CSV import | Supported via generic CSV path | Direct StoryGraph CSV support | Tie |
| Reading stats & insights | Lightweight — counts, goals, streaks | Trends, genre splits, AI-generated taste fingerprint (Plus) | Shellf |
| Price (premium tier) | Oku Premium $40/year, Supporter $170/year | Shellf Plus $18/year (~55% less than Oku Premium) | Shellf |
| Free tier | Free with core tracking + collections | Free with tracking + 100 AI recommendation credits | Tie |
| Privacy posture | Collections and reviews are public by default | No public profiles; private by design | Shellf |
| Dark mode | Available | Always-dark aesthetic | Tie |
| Bookshop.org / Amazon buy links | Bookshop affiliate in selected places | Bookshop.org & Amazon; Bookshop.org as the default | Tie |
| Indie ownership | Independent team | Independent, built by Jayson Robinson | Tie |
At a Glance
Oku
Summer reading
24 books · public collection
Shellf
Recommended for you
“Because you loved the unreliable narrators in...”
Your library
Two Flavours of Minimalism
Oku is a good-looking book app, and the community consistently says so. Clean typography, calm colour palette, not-a-pixel-wasted layout. You see Oku recommended in Reddit threads and blog roundups specifically because it “feels like the bookshelf I wish I had,” which is earned in a category dominated by cluttered UI.
Shellf’s design philosophy is a different flavour of minimal: dark-first, literary, opinionated. Instead of whitespace and airy typography, it leans into the feel of a physical library at night — warm accents, shelf metaphors, atmospheric backdrops. Both end up in the same neighbourhood (minimal, considered, not-startup-y) but from opposite directions.
If you sit down and open Oku after a day of looking at cluttered apps, it feels like a breath. If you sit down and open Shellf, it feels like settling into a reading chair. Pick the one that matches how you want to feel when you log a book.
Recommendation Engine
This is the main functional gap between the two apps. Oku’s positioning is minimal tracker + bookshelf + UGC. Discovery happens through other people’s collections and reviews, not through an algorithm tuned to your taste. That’s fine — it’s a deliberate choice — but it means if you’re looking for a book recommendation engine, Oku isn’t really trying to be one.
Shellf’s recommendation system runs V2.1 embeddings on a ~51k-book catalogue, clusters your reading into 4–7 taste centroids, and uses an LLM to explain why a specific book might resonate. It’s closer to what you’d get from a thoughtful librarian who has actually read what you’ve read than from a collaborative-filter recommender.
If discovery matters to you — if you finish a book and immediately want the next one that fits — Shellf is going to do more for you than Oku. If you mostly find books through friends, bookstagram, or your own wishlist, the discovery gap probably doesn’t matter and Oku’s other strengths win.
Collections & Shareable Curation
Oku’s collections are a genuine feature, not just a folder abstraction. They live on public URLs, other readers can follow them, and there’s an emergent curator scene around them. Roughly 7,000 user-created collections are indexed on the open web. If you love the idea of building a public bookshelf that strangers discover and follow, that’s a real Oku-specific use case.
Shellf has custom shelves with tag rules — you can build a shelf like “slow-burn romantasy with unreliable narrators” by combining tags rather than dragging books. Useful for expressive library structure, but they’re private by default. The social-curation angle isn’t something Shellf is trying to do.
Direct answer: if shareable collections are a dominant factor for how you want to use a book app, Oku is the right pick.
Platforms & Everyday Workflow
Oku is web-first with an iOS app, and has no Android app. Shellf is Android-first today with iOS mid-2026 and no full web app. These are opposite tradeoffs, so the right pick depends on where you actually read.
If you want to track books from a laptop browser during the day and pick up on your iPhone on the train, Oku does that cleanly. Shellf doesn’t match that workflow yet, and that’s an honest gap. The web app is on the Shellf roadmap but isn’t available yet.
If you’re an Android reader, Oku isn’t available to you at all. Shellf is the clean answer in that direction.
Privacy & Public Reading
Oku surfaces UGC publicly by default — reviews, collections, and some profile metadata live on the open web as indexed URLs. That’s actually a big part of how discovery happens on Oku. It’s not a privacy failure; it’s a product choice.
Shellf has no public profiles. Your reading doesn’t show up on indexed URLs. No social features, no ads, no follow-the-reader graph. For readers who want their reading life fully private — not hidden in a friends-only group, but actually private — Shellf is the straightforward answer.
One is optimised for a public-bookshelf use case; the other is optimised for a closed-door reading life. Neither is right or wrong; they answer different questions.
Moving Between The Two
If you’re coming from Goodreads, Shellf has the smoothest path: WebView import signs you in and pulls the library in one tap. Oku supports CSV import from Goodreads — works, takes more steps.
Moving between Shellf and Oku directly is harder because Oku doesn’t have a public CSV export at the time of writing. The cleanest approach is to export from whichever app your library originally came from (Goodreads, StoryGraph, spreadsheet) and import into the other tool.
My practical recommendation: try both for a few weeks on your Goodreads export. The answer for which one you actually keep opening usually becomes obvious inside two weeks.
What Shellf Has That Oku Doesn’t
Five concrete differentiators. Each is available today, not a roadmap promise.
AI recommendations that learn your taste
V2.1 embeddings place every book in a high-dimensional taste space. Your library forms 4–7 taste centroids. An LLM explains why each suggestion fits. This is the core thing Shellf does that Oku isn’t trying to do.
Per-trait rating tags
Rate individual book traits (plot, dialogue, characters, pacing) as loved or hated. Those trait-level reactions feed the recommendation engine with more signal than an overall star rating.
WebView Goodreads import
One-tap sign-in import from Goodreads — no CSV wrangling. Oku supports CSV import but it’s more steps.
Pages that explain what Shellf is (and how it compares)
Shellf publishes comparison pages, a discover tool, and feature pages on the web — so when you’re considering the app, there’s actual content to read about how it lines up against the competition. Oku’s web presence is mostly user-generated collections and reviews, with no canonical about page and a blog largely dormant since 2021.
Private by default
No public profiles, no indexed UGC URLs. Your reading life doesn’t appear on the open web unless you explicitly choose to share it.
Who Should Pick What
“You want the most beautiful bookshelf UI in the category”
Oku — Well-crafted minimalist design that the community praises consistently. If aesthetics are a dominant factor for how you enjoy tracking, Oku is the clean answer.
“You want shareable public collections”
Oku — Public collection URLs, follow-a-curator workflow. Shellf has custom shelves but they’re private by default.
“You read on the web or iOS today”
Oku — Full web app + iOS available today. Shellf is Android today; web + iOS come later (mid-2026 for iOS).
“You want AI recommendations that learn your taste”
Shellf — Embeddings + LLM on a ~51k-book catalogue with taste clustering. Oku isn’t really trying to be a discovery engine.
“You want to rate individual traits, not just give a star rating”
Shellf — Long-press a book’s traits (plot, dialogue, characters, pacing) and mark each as loved or hated. Feeds the recommendations.
“You read on Android”
Shellf — Android is Shellf’s primary platform today. Oku doesn’t have an Android app at all.
“You want your reading fully private”
Shellf — No public profiles, no indexed UGC. Oku’s discovery relies on public collections and reviews by design.
“You want the best of both”
Use both — Oku for the bookshelf aesthetic and public-collection curation, Shellf for AI-driven discovery and per-trait tagging. Run them in parallel from the same Goodreads export.
Final scoreboard
Across 19 head-to-head categories: 8 Shellf wins / 7 ties / 4 Oku wins. Oku leads on platforms, aesthetics-as-craft, and public-collection curation. Shellf leads on AI recommendations, per-trait rating tags, library structure, and privacy-by-default. Pick the one that matches how you actually read.
Frequently Asked Questions
Is Shellf better than Oku?
They optimise for different things. Oku is the minimalist beautiful-bookshelf app — clean UX, collections, reviews, low-friction tracking. Shellf is minimal too, but adds embeddings-based AI recommendations, per-trait rating tags, and a much larger curated book catalogue. If you just want a pretty place to log books, Oku is a real answer. If you also want AI that learns your taste and surfaces books you wouldn’t otherwise find, Shellf is the more complete tool.
Does Oku have AI recommendations?
Not in a meaningful way based on their public feature set. Oku is positioned as a minimalist tracker and bookshelf, not a discovery engine. Shellf’s core bet is AI-powered discovery: V2.1 embeddings on a ~51k-book catalogue, with taste clusters learned from your library and LLM-explained suggestions. That’s the main functional difference.
How do I import my Oku library into Shellf?
Oku doesn’t have a public CSV export at the time of writing, so the cleanest path is: export from wherever you originally imported into Oku (Goodreads, StoryGraph, or a spreadsheet) and import that into Shellf. Shellf has a WebView Goodreads import (one-tap), StoryGraph CSV import, and a generic CSV importer with column mapping. Most imports finish in under two minutes.
Can I use Oku on Android and iOS?
Oku is available as a web app and an iOS app. There is no native Android app. Shellf is Android today, with iOS mid-2026. If you’re on iPhone or want to track from a laptop, Oku is a real option. If you’re on Android, Oku isn’t available and Shellf is the better pick.
Does Oku have a real about / transparency page?
Oku doesn’t have a canonical `/about` or transparency set on their site based on what I can see indexed — their blog is largely dormant since 2021 and product updates go out on a Substack off-domain. That’s fine if you just want to use the app, but it means there’s less context to evaluate before signing up. Shellf has more founder-visible content through comparison pages like this one and a planned transparency set (manifesto, income, roadmap) — though much of that is still in flight.
How much does Oku cost compared to Shellf?
Oku has a free tier, a Premium tier at $40/year, and a Supporter tier at $170/year. Shellf Plus is $18/year — roughly 55% less than Oku Premium, and about 90% less than Oku Supporter. Both free tiers are usable for everyday tracking. The paid tiers pitch different value: Oku Premium focuses on premium collections and app features; Shellf Plus unlocks 2,000 AI recommendation credits and advanced reader insights.
Is Oku privacy-friendly?
Both apps are privacy-conscious compared to Goodreads. Oku surfaces some UGC publicly — collections and reviews are on the open web as indexed URLs, roughly 12,000 of them. Shellf has no social features and no public profiles — private by design. If you want your reading visible to friends via shared collection URLs, Oku has that. If you want it fully private, Shellf is.
Does Shellf have collections like Oku?
Shellf has custom shelves with tag rules (any/all matching) which cover similar ground. You can build a shelf like “books I read during lockdown that still haunt me” via tag rules instead of manual drag-and-drop. Different mechanic, overlapping use case. If you love Oku’s collection curation as a social/shareable feature, that’s uniquely Oku.
Try the recommendation engine on your library
Import from Goodreads in one tap with the WebView import, or bring a CSV. Start free with 100 AI recommendation credits. No credit card.
This comparison was written by Jayson Robinson, creator of Shellf. I’ve tried to be accurate and fair, but I obviously have a bias toward my own product. Pricing and feature information verified in April 2026 and may change. If you spot an error, let me know.
Looking for a broader comparison? See our full comparison of book tracker apps.
