Book Recommendation Systems Embedding Tools

Tools for building personalized book discovery and recommendation platforms using embeddings, vector search, and LLMs to match users with books based on semantic similarity and content analysis. Does NOT include general search engines, library catalogs without ML ranking, or non-book recommendation systems.

There are 51 book recommendation systems tools tracked. 1 score above 50 (established tier). The highest-rated is Praful932/Kitabe at 51/100 with 181 stars.

Get all 51 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=book-recommendation-systems&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	Praful932/Kitabe Book Recommendation System built for Book Lovers📖. Simply Rate ⭐ some books...	51	Established	181	HTML
2	passadis/ai-assistant Books recommendation AI engine	42	Emerging	2	Jupyter Notebook
3	sujee/mongodb-atlas-vector-search Using MongDB Atlas with embedding models and LLMs to do vector search and...	41	Emerging	25	Jupyter Notebook
4	dvsander/mdb-search Example application querying data in different ways	37	Emerging	16	HTML
5	Arfazrll/OllamaLLM-RecomendationSystem An AI book recommendation system built with Streamlit and Ollama. It uses...	32	Emerging	7	Python
6	ahmedshahriar/TwitterCelebrityMatcher Match celebrity users with their respective tweets by making use of Semantic...	32	Emerging	13	Python
7	MuthuPalaniappan925/EmbeddingBasedFashionSearch The system harnesses the power of embeddings produced by the...	31	Emerging	3	Python
8	BeMoreHumanOrg/bemorehuman The recommendation engine with particular focus on uniqueness of the person...	26	Experimental	50	C
9	mohamedelawakey/BPRS An End-to-End Project for recommending Programming Books using Machine Learning.	24	Experimental	1	JavaScript
10	AymenGabsi/semantic-book-recommender Using large language models to build a semantic book recommender.	22	Experimental	2	Jupyter Notebook
11	SSusantAchary/StyleSense 🛍️StyleSense✨ AI-powered fashion e-commerce with a 10-strategy hybrid rec...	22	Experimental	1	Python
12	irfan-iiitr/mongodb-ai-vector-search Building a movie recommender app backend using MongoDB Atlas Search and...	22	Experimental	2	Jupyter Notebook
13	ghassenov/semantic_book_recommender A machine learning-based book recommendation system that leverages semantic...	22	Experimental	1	Jupyter Notebook
14	AdityaEXP/ComicFinder 🤖 AI-based manhwa recommender using OpenAI embeddings + Streamlit UI.	20	Experimental	3	Python
15	BobMcDear/boom Feature embeddings for Open Library books	20	Experimental	6	Python
16	Gabito1967/ai-blog-recommendation-django-elasticsearch 🧠 Build an AI-powered blog recommendation system with Django and...	19	Experimental	2	Python
17	Chengyuli33/reading-bee 📚 A full-stack book recommendation platform featuring Retrieval-Augmented...	18	Experimental	1	Python
18	mostaphaelansari/Semantic-Book-Recommender A semantic book recommendation system that combines content analysis with...	18	Experimental	2	Jupyter Notebook
19	saijananiganesan/AudioRama An audio book recommendation engine for Audible users.	18	Experimental	2	HTML
20	thiagomarquesrocha/tenebris Um sistema de recomendação híbrido de trabalhos acadêmicos para apoio a...	17	Experimental	1	Java
21	EmanKhalid01/Semantic-book-recommender AI-powered Book Recommender with Semantic Search, Category Prediction, and...	17	Experimental	—	Jupyter Notebook
22	alexmllo/Neighbourhood-Finder Barcelona neighborhood recommendation system using Django and AWS services...	17	Experimental	—	Python
23	oluokunbamidele21-bot/Semantic-Book-Recommender An AI-powered semantic book recommendation system using LLMs and vector search	15	Experimental	1	Jupyter Notebook
24	RichardScottOZ/Comic-Analysis Work on looking at analysis of comics with data science and deep learning	15	Experimental	—	Python
25	msradam/third-place-persona 📚 Measuring social characteristics of bookstores using network analysis and LLMs	15	Experimental	—	Jupyter Notebook
26	iurydrayton/lectio-recommender Book recommendation system using TensorFlow two-tower model, Neo4j graph...	14	Experimental	—	Python
27	5ivatej/hybrid-search-recommendation-engine Production-grade hybrid recommendation engine — BM25 + FAISS Semantic Search...	14	Experimental	—	Python
28	AvazAsgarov/ecommerce-review-analyzer Analyzing e-commerce clothing reviews using OpenAI text embeddings, PCA...	14	Experimental	—	Python
29	Shadow-code-dev/Semantic-Book-Recommendation-System Semantic book recommendation system using NLP and TF-IDF vectorization to...	14	Experimental	—	Python
30	kingabzpro/Book-Editor A pipeline to rewrite book chapters while preserving style and continuity.	13	Experimental	—	Python
31	HamzaHassan9320/llm-semantic-book-recommender LLM-powered, containerized, emotion-aware book discovery built with...	13	Experimental	—	Jupyter Notebook
32	Mohit26-BM/LitMatch-Book-Recommender AI Powered Book Recommender System using Embeddings and Vector database.	13	Experimental	—	Python
33	emapco/chem-mrl-demo Gradio app showcasing Chem-MRL embeddings for SMILES-based similarity search.	13	Experimental	—	Python
34	RamyaSelvaraj29/AI-powered-product-recommendation-system This project aims to solve product-discovery inefficiency in large retail...	13	Experimental	—	Python
35	sbmoore6/book_excerpt_retrieval_system Application to assist book editors with locating key information across a...	13	Experimental	—	Jupyter Notebook
36	hootyhoot/book-recommender A WIP flask web app for book recommendations from the Goodreads top 10000 books list.	13	Experimental	—	HTML
37	meleknurb/llm_book_recommender Discover books by meaning and mood using semantic search, emotion analysis,...	13	Experimental	—	Jupyter Notebook
38	AhmedAyman4/semantic-book-recommender A simple book recommender project with a Python backend and a Next.js frontend.	13	Experimental	—	Jupyter Notebook
39	khelanmodi/Book-Finder An intelligent book recommendation system that uses OpenAI embeddings and...	13	Experimental	—	Python
40	umarmk/ai-book-recommender Book recommendation using LLMs	13	Experimental	—	Jupyter Notebook
41	milistu/e5-ecommerce Embedding model for E-commerce	13	Experimental	—	—
42	Ferryistaken/books Book highlights onto vector space for semantic search	13	Experimental	—	HTML
43	hsm207/movielens-weaviate How to use vector search to build a content-based recommender system	12	Experimental	6	Jupyter Notebook
44	marnixkoops/hyperscale ⚡ Scalable recommendation serving and vector similarity search	11	Experimental	4	Python
45	alexandralanorias/litintuit an intelligent book recommendation system using llms and python. vibe code-free.	11	Experimental	—	Jupyter Notebook
46	SercanTeyhani/nlp-recommendation-system Intelligent system that matches user experience with real Data Science job...	11	Experimental	1	Jupyter Notebook
47	ivanintech/semantic-book-recommender Semantic book recommendation system leveraging vector embeddings...	11	Experimental	1	Python
48	reinelt88/semantic-recommender AI-powered article recommender using sentence embeddings and FAISS for...	11	Experimental	2	Python
49	mehrdad-dev/BookLM BookLM - A sophisticated book recommendation system that combines the power...	10	Experimental	1	Jupyter Notebook
50	Ntropy86/review-recommender A Hybrid Semantic Search Algorithm using Low Dimensional multiple Amazon...	10	Experimental	1	Python
51	musowir/Bookipedia Bookipedia is a book recommendation project that utilizes neural network...	10	Experimental	2	CSS

Comparisons in this category

mongodb-atlas-vector-search and mongodb-ai-vector-search (41 vs 22)