Content Based Recommendation NLP Tools

Tools that recommend items (books, articles, movies, news, research papers) by analyzing content similarity and item features. Does NOT include general information retrieval, collaborative filtering-only systems, or ranking/search engines without explicit recommendation logic.

There are 50 content based recommendation tools tracked. The highest-rated is huangy22/NewsRecommender at 34/100 with 208 stars.

Get all 50 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=content-based-recommendation&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	huangy22/NewsRecommender A news recommendation system tailored for user communities	34	Emerging	208	Jupyter Notebook
2	archd3sai/News-Articles-Recommendation Objective of the project is to build a hybrid-filtering personalized news...	33	Emerging	41	Jupyter Notebook
3	Keep-Current/Engine The Centrifuge process, filter and saves the relevant documents as...	31	Emerging	20	Jupyter Notebook
4	jonaylor89/WineInAMillion Wine Recommender created with sentence-BERT and NearestNeighbor on AWS SageMaker	31	Emerging	10	Jupyter Notebook
5	AmoliR/nlp-for-book-recommendation Content based recommender system for books using NLP.	31	Emerging	23	Jupyter Notebook
6	eugeneyan/recsys-nlp-graph 🛒 Simple recommender with matrix factorization, graph, and NLP. Beating the...	31	Emerging	145	Python
7	mkucz95/recommendation_engine Recommendation System with IBM Watson	30	Emerging	8	HTML
8	mcpeixoto/Paper-Recommendation-System Web interface to search ArXiv papers using NLP Sentence-Transformers, Faiss...	29	Experimental	23	Python
9	1fmusic/tedTalkRecommender NLP of Ted Talk transcripts and a recommender.	28	Experimental	6	Jupyter Notebook
10	KasumiL5x/book-recommendation-system A project to scrape data and build a recommendation system.	27	Experimental	6	Jupyter Notebook
11	Bekyilma/Personalized-Visual-Art-Recommendation Personalized Visual Art Recommendation by Learning Latent Semantic Representations	26	Experimental	6	Jupyter Notebook
12	akirasosa/nrms-bert Neural News Recommendation with Multi-Head Self-Attention using BERT	25	Experimental	33	Python
13	Wittline/recommendation-system Build a Content-Based Movie Recommender System (TF-IDF, BM25, BERT)	25	Experimental	13	Python
14	OpenMatch/TASTE [CIKM 2023 Oral] This is the code repo for our CIKM‘23 paper "Text Matching...	24	Experimental	40	Python
15	kdt-3-second-Project/aladin_usedbook Built Aladin book datasets and predict price of used-books	24	Experimental	1	Jupyter Notebook
16	loicguillois/french-museum-recommender Multi-approach recommendation system for French museums combining NLP...	23	Experimental	1	Jupyter Notebook
17	georgosgeorgos/data-mining Some Data Mining topics	23	Experimental	6	Python
18	saheedniyi02/krecommend A python package for creating content-based text recommender systems on...	23	Experimental	2	Python
19	HadyKh/Book-Recommender-System A book recommendation system	22	Experimental	3	Python
20	devendrakushwah/recommendation-system-for-inter-related-content Recommendation system for inter-related content. Uses natural language...	20	Experimental	8	HTML
21	joshasgard/Article-Recommendation-Engine Built article recommendation engines for IBM Watson's platform users. Used...	18	Experimental	4	HTML
22	bobbyinfj/nlp-recommender An NLP-based recommender system for the MIND-small dataset.	18	Experimental	7	Jupyter Notebook
23	drewparo/kred Our extensions to KRED: Knowledge-Aware Document Representation for News...	18	Experimental	5	Jupyter Notebook
24	ChiefsBestPal/BooksScrapeDatabase_and_Recommender Large Literature DB, ETL & AI: Multi-source Web Crawling/Scrapping,...	17	Experimental	2	Python
25	manish-4007/Trip-Planner This project is a recommendation engine which help visitors to find best...	16	Experimental	3	Python
26	nandithburla/Hybrid-Book-recommendation-system Hybrid book recommendation system using NLP (TF-IDF, cosine similarity) and...	16	Experimental	1	Jupyter Notebook
27	davpinto/ml-eng-project Capstone project for the Udacity's ML Engineer Specialization	15	Experimental	2	Jupyter Notebook
28	Hongbi-Kim/Project-book-recommendation 멀티캠퍼스2_AI서비스개발프로젝트_독자의 상황 및 회원 여부에 따른 콘텐츠/협업필터링 도서 추천 시스템	15	Experimental	2	Jupyter Notebook
29	DeviantPadam/ResearchPaperScholarlyArticlesRecSystem Recommender system and search engine for scholarly articles/research papers...	15	Experimental	6	CSS
30	KOBeerose/Tech-Gadgets-Recommendation This is a project aiming to recommend a Tech-gadgets to a user using Machine...	15	Experimental	6	Jupyter Notebook
31	IronSyd/Book-Recommender Semantic book recommender that uses natural-language search, OpenAI...	14	Experimental	—	Jupyter Notebook
32	Diamondra21/News-article-clustering-and-chatbot-recommender Project where we cluster news article scraped from The New York Times. And...	13	Experimental	2	Jupyter Notebook
33	hildar/RecSys-Retail Recommender system in retail	13	Experimental	8	Jupyter Notebook
34	yeonghoey/nijk Code Naming Recommender	12	Experimental	3	Go
35	priyam-hub/Inside-Medium Inside-Medium is an AI-powered content recommendation engine designed to...	12	Experimental	1	Python
36	tph-kds/recommendation_system_fullstack Synthesizing and connecting recommendation algorithm methods to enhance...	12	Experimental	3	Jupyter Notebook
37	r-papso/recobert RecoBERT: A Catalog Language Model for Text-Based Recommendations	12	Experimental	3	Python
38	itsabhisingh07/Book-Discovery A machine learning-based book discovery engine that suggests similar books...	12	Experimental	1	Jupyter Notebook
39	mahnoorsheikh16/Two-Stage-News-Recommendation-System A scalable two-stage news recommender that retrieves relevant candidates and...	12	Experimental	1	Jupyter Notebook
40	Alex777Russia/tg-bot-recsys This repository is a team project of the GoodAI team and belongs to the...	12	Experimental	3	Jupyter Notebook
41	minasilva2003/speciFic SpeciFic is an NLP fanfiction recommender for AO3 that compares Knowledge...	12	Experimental	1	HTML
42	lord-shaz/NLP---Recommendation-System The project is the proof of concept where I have build a simple recommender...	11	Experimental	2	Jupyter Notebook
43	alanwmy00/PersonalizedBookSearch A book search engine with support for title search, author search, and...	11	Experimental	—	Jupyter Notebook
44	samaalharbi2/Project-Recommendation-System This project focuses on building a Recommendation System using real...	11	Experimental	—	HTML
45	ankitsharma-tech/NLP-Powered-Book-Recommender A book recommendation system that uses Natural Language Processing to...	11	Experimental	—	Python
46	lhickey87/paperRank Research Paper Reccomendation Engine	11	Experimental	—	Python
47	yetanotherfrancisdeveloper/recommender-systems-bibliometric-analysis Code used to perform the bibliographic analysis in the paper 'A survey on...	11	Experimental	2	Python
48	CarlosUziel/ibm-recommender Recommender systems for IBM Watson Studio articles.	10	Experimental	1	HTML
49	jyothiprakashpanaik/HackthonDSC-OpenSource-Project-Recomender This Flask web app recommends projects for contributing open-source 💻that...	10	Experimental	1	Jupyter Notebook
50	hanzopgp/PageRankRecommandation Implementation of a paper about a way to build recommander system using...	10	Experimental	1	Jupyter Notebook