Show HN: An Open-Source E-Book Reader for Conversational Reading with an LLM

50 takigon 43 8/6/2025, 1:01:36 PM github.com ↗
Hi HN! I've been working on BookWith, an open-source e-book reader that integrates AI as your reading companion.

The problem: Traditional e-readers are passive. When you encounter something unclear, you have to context-switch to search for it. Your highlights and notes remain isolated, and you can't easily connect ideas across different books.

My solution: BookWith embeds an AI that maintains full context of what you're reading. It features:

- Context-aware AI chat: Ask questions about the current page/chapter and get instant answers

- AI podcast generation: Automatically converts book content into conversational podcasts using Google Cloud TTS

- Multi-layer memory system: Short-term (last 5 conversations), mid-term (summarized every 20), and long-term (vector search) memory that maintains continuity across reading sessions

- Smart annotations: 5-color highlighting system that AI can reference and analyze

Technical stack: Built as a fork of Flow (epub reader), with added LLM integration and vector database for semantic search. Supports multiple LLMs and languages (EN/JA/ZH).

Comments (43)

nerdjon · 1h ago
If we are purely talking about textbooks, I can see the value in a tool like this... assuming we still have yet to actually solve the problem of AI being able to tell the truth and could just lead to more issues if we can't even read a textbook without it and then learn the wrong thing.

Not to necessarily diss the work that was done on this, but the idea of actually wanting this for reading feels like it is a continuation of the lack of attention span that has seemed to get worse and worse. We already saw this with the oversimplification of television shows and movies. Many of them leaning more towards slapping you in the face with something instead of subtly.

I know way too many people that struggle to sit still for a half hour episode of some show now (like my partner, frustratingly) and have to be doing something else.

If you are struggling with absorbing the information you are reading that is likely a sign you should put down the book and come back to it later, obviously your mind wants to be doing something else. If it is a continued issue than practice reading something that you know you would like. Personally my "in" for my love of reading was reading video game books that expanded the lore and it grew from there, but I was already invested in the story so the book was easier to read.

Using this for a book feels more like a crutch than anything else. That is obviously before you get into whether or not the LLM is actually going to tell you the truth.

There is however one possible use case I could get into, but this is something that could be solved by just finding a video or something online. A refresher when it has been a long time between books coming out in a series.

ravenstine · 1h ago
Sounds like a cool project. Not sure if it's one that I would personally use, but I think that LLMs can be used wisely.

What I've found interesting when doing similar experiments (feeding things like books to an LLM and asking questions) is that the output is almost always more bland than one would hope for. I suspect this may both be a result of LLMs being biased for the material they've been trained on and a reality I've suspected which is that the majority of books are mostly filler and aren't making points that are particularly profound. Most books, when you distill them down, fundamentally communicate ideas that are rather obvious, but the language around those points makes them sound a lot more profound than they really are. It's a kind of hypnosis, I think. In a sense, LLMs may be able to reveal how bereft a piece of written material is.

I disagree with the OP's statement that traditional e-readers being passive is actually a "problem". It's kind of like saying that cars are a problem because they can't fly. Maybe I'm being pedantic, but being alone with a book and one's own thoughts is hardly a problem; if anything, the problem is fewer and fewer people are comfortable without a constant barrage of thoughts other than their own.

patcon · 1h ago
It's interesting that, if this became commonplace, it could be much easier to get value out of poorly written books...

Some people have deep knowledge, but don't have the skills to untangle context and lay out the right learning path for a reader. These people likely bell-curve around certain neurotypes, which perhaps know certain sorts of knowledge more strongly.

Right now, those people shouldn't publish. But if LLMs could augment poorly structured content (not incorrect content, just poorly structured), that perhaps open up more people to share their wisdom.

Anyhow, just thinking out loud here. I'm sure there are some massive downsides that are coming to mind for ppl reading :)

spudlyo · 1h ago
When I was trying to extract as much meaning out of George Eliot's Middlemarch as I could, I would read a chapter, and then upload that chapter's text file (thank you Gutenberg) to NotebookLM. I'd then have it extract unusual vocabulary words, Latin phrases, and cultural/historical references and compare that list to my handwritten notes from my close reading session. It was fun to have a dialog with the LLM about the chapter, and I felt like I got a lot out of it.

At some point I'll work on better integrating Emacs's nov.el EPUB reader with gptel to approximate something like this. Books are text, and I already have the ultimate text processing environment that I've invested quite a lot of time in.

geor9e · 3h ago
If this looks hard to install (you need to host a server, supabase, docker, lots of python dependancies) - instead, you could just install this to Edge https://microsoftedge.microsoft.com/addons/detail/epubreader... to use it's built in Copilot sidebar to chat about the book. It would work identical to this project AFAICT, except the back end would be Microsoft.
takigon · 2h ago
Thank you for sharing the information/comments. The extensions you have presented are indeed great, but they seem to lack features such as full text search, page count progress tracking, text highlighting, notes, etc. Also, regarding RAG, I find it a bit cumbersome as I have to import the epub every time I open the book. I am not familiar with this tool, so sorry if I am wrong.
pillefitz · 1h ago
I built https://readboost.io earlier this year. It adds Q&A to quiz yourself to the end of each chapter and lets you download the annotated ePub. Unfortunately, motivation left me after 3 months and it can't handle all books yet. Anyway, it's free to try if anyone is interested.
l3x4ur1n · 2h ago
Nice! I was also thinking about e-reader with LLM support to discuss topics of the book I'm reading with, explain words or phrases (I'm not a native English reader) and so on. But this seems too troublesome to install and does not have a mobile app - I want to read books on the go, not really in front of my computer. Do you think it's possible to make it phone friendly and easier to install?
pacha3000 · 3h ago
Just seeing the introduction, I can see this tool hardly adds any value.

The introduction video shows how easy it is to import an epub, and then "asks the ebook" to give them the Table of Contents. While the ToC was already available... no real added value compared to RAG

yinser · 2h ago
I saw the ToC request as a demo of the capabilities, not a statement on the full value proposition. There are a LOT of valuable features in here that are not offered in Kindle or other ebook readers.
takigon · 3h ago
Thank you for your valuable input. As you say, generating a table of contents and summary alone will not be of value. Interacting with the LLM may be helpful when reading documents that are not easily understood, such as difficult technical or academic books.
slopdo · 4h ago
Is there any mechanism to prevent the AI from answering with spoilers? For example, when I ask about a character I don't want information coming from pages/chapters I still didn't read.
ethan_smith · 34m ago
This is a crucial feature - perhaps implementing a "reading progress tracker" that masks content beyond your current position would make this truly useful for fiction.
takigon · 3h ago
Thank you for the sharp feedback.

Because we've been mainly targeting business and technical books, the spoiler-prevention feature is not yet implemented.

However, to make novels and other narratives comfortable to read in the future, I'll definitely consider adding a feature to limit the AI's knowledge based on your reading progress.

Thanks again for the valuable suggestion!

mereck · 3h ago
Claude, is that you?
takigon · 3h ago
Since my native language is not English, I use LLM as a translation tool. I am sorry if I have made you feel that the text is inorganic.
Insanity · 4h ago
I guess it’s better for non-fiction books in that case. Similarly I would be upset if the LLM spoiled a fiction book somehow.. like figuring out which characters will die in GoT before reading it.
slopdo · 4h ago
I also assumed this is for non-fiction books but then I checked the Github page and the first video shows Alice in Wonderland as an example. This is the reason I asked.
Insanity · 2h ago
Yup, think it's just a poorly chosen example. Although Alice in Wonderland does relate to Mathematics, so maybe it's a better chosen example than we realize!
ericol · 4h ago
wow. I've been entertaining this idea for some time now (Emphasis on "entertaining"). Seeing that already somebody has actually made this makes me very happy.

Will definitely give it a go.

takigon · 4h ago
That's fantastic to hear, thank you! It's always validating to know that others have been thinking along the same lines.

I'd love to hear your thoughts once you've had a chance to try it out. All feedback is welcome!

future10se · 2h ago
Interesting project. I've been thinking about a tool like this; I might be following a multi-volume book series, but it's been years since the last book. When I pick up the latest volume, sometimes there are details that I just can't remember (small details that may turn out important, relationships between minor characters, etc.)

I would just consult a fan wiki, but that doesn't work if the title isn't popular or if the book is too new. This seems like the perfect tool if it can somehow maintain coherency across multiple books.

That said, I do understand (and share) a lot of the frustration and hesitancy that people here have around AI tools; I don't want an app that takes away the act of thinking (like that post recently about teachers using AI to make banal lesson plans, and students in turn using AI to write essays -- what is the point then?). I hope you don't take it too much to heart, and try to showcase use cases where your app can actually provide value.

Another piece of feedback is it would be great if this could be all packaged up into a docker image that would make it easy to deploy on a local machine (or like on a home server/NAS). Right now it seems there are still a lot of manual steps and scaffolding.

karolcodes · 3h ago
mega based project, i was thinking about the same. LLMs are very helpful for reading difficult books, or just books requiring previous context. i would add a feature of adding "auto preface" to the book so the reader know what he should know.
takigon · 3h ago
Thank you for your empathy. I think it's a great idea to pre-generate concepts and prerequisites that readers might get stuck on.
wahnfrieden · 2h ago
What does “based” mean to you?
karolcodes · 1h ago
a worthwhile endeavor
Finnucane · 5h ago
"By conversing with an AI that fully understands the book's content in real time,"

That seems like a maybe a wee bit of an overstatement of possibilities.

takigon · 4h ago
You're right to call that out, that's a fair point. "Fully understands" is indeed a bit of an overstatement for the current state of AI.

What I meant from a technical perspective is that the system uses a Retrieval-Augmented Generation (RAG) approach. It has the entire book's content available in a vector database, and when you ask a question, it performs a semantic search to pull the most relevant passages in real-time to use as context for the LLM's answer.

So, from a user's perspective, the experience is designed to feel like you're conversing with an expert who can instantly recall any part of the book. I should have used more precise language. Thanks for keeping me honest!

johndhi · 4h ago
I recently finished a book I was looking forward to but wound up really disliking [0]. Throughout the book I found myself saying "wtf?" and I occasionally would complain to my spouse about it. After I finished reading, I went to Goodreads and enjoyed the schadenfreud of seeing how many other reviewers had the same reaction and reactions as me. I do wonder if a tool like this could help me experience something like this DURING the reading of the book rather than after, but I also worry about it lessening the book reading experience, contributing to attention drain, or lessening the experience of finishing reading a book and talking with others about it.

0 - Brandon Sanderson's Wind and Truth

takigon · 3h ago
Thanks for the fantastic feedback! That 'wtf?' moment you described is exactly the kind of problem I was hoping to tackle with BookWith.

You raise a really important point about the risk of lessening the reading experience. That's something I've thought about a lot. My personal experience while using it has been that it can actually deepen immersion, since I'm able to look up a word or phrase instantly without breaking my flow and switching to a browser.

You're absolutely right that this is a new kind of reading experience powered by LLMs, and there are bound to be some downsides. I hope it's an interesting experiment, and I'd be thrilled if you gave it a try.

Thanks again for the valuable perspective!

andrepd · 3h ago
Did you just reply to feedback about your own product with a fucking LLM? God I hate this timeline.
takigon · 3h ago
English is not my first language and I am unfamiliar with it, so I use LLM as a translation tool. I apologize if I have caused any discomfort.
IanCal · 2h ago
You shouldn’t have to do this but it may be worth adding a note at the end of a comment about this here - accusations of someone being or using LLMs are often thrown out and very rudely (even if correct about the llm use, I don’t think that’s an excuse).

Thanks for building and sharing something.

footy · 1h ago
This feels incredibly dystopian
criddell · 1h ago
I love dystopian novels, so maybe I should give it a go.

I'm constantly finding myself pretty deep into a book and a conversation happens and I have no idea who one of the people are. I'd love a way to just ask my Kindle "who is Uriah Heep?"

andrepd · 3h ago
"Too much thought into whether they could, and not enough thought on whether they should" could be the motto of the vast majority of AI products.

Algorithmic social media has already destroyed our attention spans. ChatGPT is in the process of destroying the the rest. People read less than ever and have difficulty engaging with anything that takes more effort than "grok is this real?". Do we really need to put AI into the """reading experience"""?

yinser · 2h ago
Every day I am shocked that books in the public domain on Kindle don't have X-Ray enabled. I am unable to find a copy of War and Peace for instance with X-Ray so I can keep track of all the characters and places. I'm not saying the world isn't going to shit but AI can help fill in feature gaps that the big-box developers have not bothered with.
takigon · 3h ago
"Too much thought into whether they could, and not enough thought on whether they should" This is so true. I can't even begin to fathom the implications of this.

A large aspect of the creation of this app was motivated by my curiosity about what the reading experience offered by an e-reader with AI functionality natively integrated into it. Another major reason was that I thought I would have to make it and use it to see if it was really necessary.

edent · 2h ago
> The problem: Traditional e-readers are passive.

Why is that a problem? Your statement is a bit like saying "traditional avocados are too delicious. We at YuckCo are aiming to change that!"

You can't just define something as a problem merely to help you sell a solution.

> When you encounter something unclear, you have to context-switch to search for it.

Literally every eReader I've used has a built in dictionary. I tap the word and it tells me what it means.

How is that context switching but "Hey, Siri, what does the word avocado mean?" isn't?

IanCal · 2h ago
A dictionary is wildly different from a bank of highlights and notes.

Are you thinking of just books like novels? There’s a lot of reading of technical or scientific or reference material.

submeta · 2h ago
Why so aggressive? OP created an app that seems very useful for many. You can just ignore it. But you prefer to attack the idea. Why?
dsr_ · 2h ago
Why are you so interested in defending OP? You could just ignore the commentary, or address the specific issues raised.

Today's phrase that you might want to discuss with an LLM, or a real person:

de gustibus non disputandum

djeastm · 1h ago
I believe the tone of the comment is the issue, not the substance of the criticism