Let’s face it, I’m never at a loss for book recommendations. Even if I somehow got through the 1300+ books on my shelves that I haven’t read, there are enough titles that I read about on blogs, hear about on podcasts, and learn about from friends that I am never going to run dry. And yet, nonetheless, I am intrigued by the concept of book recommendation websites. Do they work? Can algorithms understand my tastes?
Well, let’s see.
I’m using the first list of sites that I came across, which is on a site called Life Hack – “10 Best Book Recommendation Sites You Need to Know“. The article isn’t dated but, as we shall see, I think it must be a little bit old. I’ll be trying each of the sites out, and where they require me to add in some books to guess my taste, I’ll be using the three listed below. (I thought it might be mean and unhelpful to pick wildly different things I’ve liked.)
- Miss Hargreaves by Frank Baker (of course)
- I Capture the Castle by Dodie Smith
- Rebecca by Daphne du Maurier
Let’s take the recommended recommendation sites one at a time, and see how things go.
GoodReads
This relies on you having put all your books in already. I have a GoodReads account, but I don’t use it, and I have no books listed there. Strike one.
LibraryThing
I do, however, have a LibraryThing account, and have all my books listed there! So I don’t have to put in my test three, because it’s using nearly 3000 books to recommend from. And these are the top five books it tells me I should read:
- The Winged Horse by Pamela Frankau
- Enter a Murderer by Ngaio Marsh
- The Mystery of Three Quarters by Sophie Hannah
- Company Parade by Storm Jameson
- Jane and Prudence by Barbara Pym
You can even click on ‘Why?’, next to the recommendation, and it will list all the books that have made them bring up that recommendation. There were 83 reasons why for the Frankau!
These recommendations look really good, and I’ve been meaning to read more Frankau and try Jameson. I’m less sure about the Hannah, but the Marsh and Pym would be great. And they’ve listed 1,999 recommendations for me! (#1999, in case you’re wondering, is A Glastonbury Romance by John Cowper Powys, which is way too long.) You can even remove all authors that you already have books by – then I get 786, from Sophie Hannah to Katherine White.
I’m off to a very strong start with LibraryThing.
What Should I Read Next?
Points for clarity in the name. You can only add one title, it seems, and they didn’t have Miss Hargreaves in their database. I was able to add it via ISBN, but then got this screen:

Ok, let’s try I Capture the Castle instead. Yep, more luck here – and this is the top five:
- The Pursuit of Love by Nancy Mitford
- Good Wives by Louisa M. Alcott
- The Tenant of Wildfell Hall by Anne Bronte
- Cold Comfort Farm by Stella Gibbons
- The Woman in White by Wilkie Collins
Ah. This is where the strength of LibraryThing’s hand becomes clear. Because WhatShouldIReadNext.com can’t tell that I already own all these books, and have read four of them (Good Wives is tbr). On the plus side, I love the Gibbons, Bronte, and Mitford. I really didn’t like The Woman in White, but 3/4 ain’t bad.
I got 14 recommendations in total, and none of them are particularly adventurous or out of the ordinary. The most unusual is probably Ella Minnow Pea by Mark Dunn (which I’ve also read and loved). Oh, wait, except Sarah, Plain and Tall by Patricia MacLachlan and PJ Lynch, which I’ve never heard of, and is tagged ‘frontier and pioneer life’, ‘stepmothers’, ‘mail order brides’…
Bookish
Hmm. The website still exists, but they don’t seem to have any recommendation function any longer. I guess they changed their purpose?
Shelfari
This just plain doesn’t exist. It’s merged with GoodReads.
Amazon
Ok, sure. Now, this will give me some recommendations based on my purchases (the first five are Furrowed Middlebrow publications, four of which I already have) – but, to return to my initial aim, let’s see what they recommend alongside Miss Hargreaves.
Unsurprisingly, since it was a Bloomsbury Group reprint, they’ve picked three others – Henrietta’s War and Henrietta Sees It Through by Joyce Dennys and The Brontes Went to Woolworths by Rachel Ferguson. Equally unsurprisingly, I already have them all.
When I look up I Capture the Castle, I am recommended… two other editions of I Capture the Castle, but also:
- Cold Comfort Farm by Stella Gibbons
- How I Live Now by Meg Rosoff
- Looking for JJ by Anne Cassidy
We’ve already covered the Gibbons. I’ve heard the Rosoff recommended glowingly before, but the Cassidy seems a bit of a curve ball. Does I Capture the Castle really scream “would love a book about child murder”?
BookBub
This isn’t an enter-a-title-and-get-a-recommendation site; rather, it’s a newsletter that gears towards cheap books. I took a several-step questionnaire where I said what sort of books I was into. Having done all that, though, they did come up with some suggestions (that made me want to instantly unsubscribe). Here are the first five:
- 17th Suspect by James Patterson and Maxine Paetro
- Witchnapped in Westerham by Dionne Lister
- Murder in the South of France by Susan Kiernan-Lewis
- Killer Cupcakes by Leighann Dobbs
- The Time Traveller’s Guide to Medieval England by Ian Mortimer
I wouldn’t dream of reading any of these. The worst one yet.
Olmenta
This one isn’t personalised, it’s just a list of books they think you might like. Though how they’re deciding that when they don’t know anything about me is anyone’s guess. Let’s see what they say under ‘fiction’…
- Simon vs The Homosapiens Agenda by Becky Albertalli
- Conor by Joseph Edward Denham
- The Water Knife by Paolo Bacigalupi
- The Fold by Peter Clines
- A God in Ruins by Kate Atkinson
I haven’t heard of three of these, so I like that it’s out of the ordinary. But, having clicked on the middle three, I have no wish to read them. Why so many child-killing books out there?? I do want to read more Kate Atkinson, though, so thanks for the reminder. There’s a good mix of genres/periods/authors, and I had to get to the 48th recommendation before I came to a book I’d already read (The Stranger by Albert Camus).
WhichBook
Oo, fun! This one is based on slider scales of emotions and types of content – as below. So I can’t put in my favourite titles, but I can try to match my mood. You can only do four sliders at a time – you can see what I chose in the screenshot.

So, what did it choose? Here are the first five:
- Scenes from the Life of a Best-Selling Author by Michael Kruger
- Natural Novel by Georgi Gospodinov
- Fear and Trembling by Amelie Northomb
- The Character of Rain by Amelie Northomb
- Some New Ambush by Carys Davies
It sorts in ‘Best matches’, ‘Good matches’, ‘Fair matches’ etc. I had no ‘Best matches’, and only the first of these was a ‘Good match’, so apparently my combination of requests is unusual. But, onwards – I haven’t heard of any of these authors or books, and I love what an unusual selection it is. I’ve added Natural Novel to my wishlist, and I can see these sliders becoming super addictive.
Riffle
You have to sign up, but you can add categories you like, the book you’re currently reading (Noah’s Ark by Barbara Trapido), and three favourites. There are various other options – find good local bookshops, etc. – but what did it end up recommending?
Well, it does recommendations per book, rather than collectively. Some of these are a little uninspired (all of the recommendations related to Noah’s Ark were other novels by Barbara Trapido), but here’s what it had to suggest for Miss Hargreaves:
- London Belongs to Me by Norman Collins
- The Brontes Went to Woolworths by Rachel Ferguson
- The Story of Classic Crime in 100 Books by Martin Edwards
- The Box of Delights by John Masefield
- The Bellwether Revivals by Benjamin Wood
We’ve established that I love Ferguson, and I’ve been happily dipping in and out of the Edwards for a long time. My podcast co-host Rachel loves Norman Collins, so I was pleased to see that come up – and I haven’t heard of the Wood.
Conclusions
As I said, I’m unlikely to need to throw myself on the mercy of book recommendation sites – but it’s been fun to see what options are out there! Of this mixed list, I can certainly see myself exploring the LibraryThing recommendations list more often – but the one I’m most likely to return to is WhichBook. I love the idea of those sliders, and it brought up such intriguing and unusual titles that I’d be very unlikely to come across them otherwise. And it’s easily the most fun!
Let me know if you go delving into any of these sites – I’d love to know what you come up with.