LLM Recommendation Systems LLM Tools

Tools and frameworks that leverage large language models to build, enhance, or improve recommendation systems. Includes LLM-based user profiling, ranking, explainability, and conversational recommendation. Does NOT include general search ranking, retrieval systems, or non-LLM recommendation approaches.

There are 69 llm recommendation systems tools tracked. 2 score above 50 (established tier). The highest-rated is AkaliKong/MiniOneRec at 54/100 with 1,228 stars. 2 of the top 10 are actively maintained.

Get all 69 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=llm-recommendation-systems&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	AkaliKong/MiniOneRec Minimal reproduction of OneRec	54	Established	1,228	Python
2	giuseppe99barchetta/SuggestArr Effortlessly request recommended movies, TV shows and anime to...	51	Established	1,062	Python
3	microsoft/RecAI Bridging LLM and Recommender System.	48	Emerging	1,063	Jupyter Notebook
4	dokar3/upnext-gpt GPT powered playlist App for Android. Supports Apple Music, Spotify, and...	45	Emerging	101	Kotlin
5	ecwilsonaz/mediasage Unofficial AI-powered Plex playlist generator with library awareness. Every...	41	Emerging	62	Python
6	YuanchenBei/Awesome-Cold-Start-Recommendation [Up-to-date] A curated list of resources on cold-start recommendations.	40	Emerging	264	—
7	amazon-science/AdaRec Adaptive Generative Recommendations with Large Language Models	37	Emerging	6	Jupyter Notebook
8	sunnweiwei/RankGPT Is ChatGPT Good at Search? LLMs as Re-Ranking Agent [EMNLP 2023 Outstanding...	37	Emerging	658	Python
9	icedpanda/COMPASS-official [ICDM] Official Implementation of Reasoning over User Preferences: Knowledge...	36	Emerging	6	Python
10	sebastianwilczek/songpt A Node.js module to generate song playlists using OpenAI's GPT and Spotify's API.	35	Emerging	1	JavaScript
11	lsjsj92/recommender_system_with_Python recommender system tutorial with Python	35	Emerging	203	Jupyter Notebook
12	RUCAIBox/LLMRank [ECIR'24] Implementation of "Large Language Models are Zero-Shot Rankers for...	35	Emerging	317	Python
13	idilsulo/ChatGPTify Spotify playlist generator via ChatGPT	32	Emerging	209	Python
14	glb400/Toy-RecLM A toy large model for recommender system based on LLaMA2/SASRec/Meta's...	27	Experimental	69	Python
15	Jyonn/Legommenders (TheWebConf'25) Official Library for the Paper "Legommenders: A...	27	Experimental	30	Python
16	JunNishimura/Chatify Chat-based music recommendation tool	26	Experimental	2	Go
17	yamanalab/gpt-augmented-news-recommendation News Recommendation with Category Description by a Large Language Model	26	Experimental	8	Python
18	rainym00d/LLM4RS the official implementation of the RecSys 2023 paper “Uncovering ChatGPT's...	25	Experimental	175	Jupyter Notebook
19	westlake-repl/Recommendation-Systems-without-Explicit-ID-Features-A-Literature-Review Paper List of Pre-trained Foundation Recommender Models	25	Experimental	366	—
20	swapUniba/LaikaLLM A hub for training and evaluating LLMs, following the multitask paradigm, in...	24	Experimental	4	Python
21	sileod/language-model-recommendation Resources accompanying the "Zero-Shot Recommendation as Language Modeling"...	24	Experimental	14	Jupyter Notebook
22	atomthkun/mediasage 🎶 Create personalized playlists and album recommendations for Plex, using...	24	Experimental	2	Python
23	William-Huang274/Yelp-Offline-Recommendation-Pipeline Offline Yelp recommender for Louisiana restaurant discovery, with candidate...	24	Experimental	2	Python
24	TamSiuhin/PerRecBench Official Implementation of "Can Large Language Models Understand Preferences...	23	Experimental	11	Python
25	AustinMichaelColeman/melo-gen-ai A playlist generator plugin for ChatGPT and for YouTube Music™	22	Experimental	9	JavaScript
26	slxmmy999/Music-Recommendation-GPT The goal for this project is to create an LLM based music recommendation...	22	Experimental	19	Python
27	liuqidong07/LLM4CDSR-pytorch [SIGIR'25] The official implementation code of LLM4CDSR	22	Experimental	5	Jupyter Notebook
28	Somia2207/spot-seek-bot Download Spotify tracks, albums, or playlists via Telegram by sending links...	22	Experimental	—	—
29	Paco120/RecAI Explore methods to integrate large language models into recommender systems...	22	Experimental	—	Jupyter Notebook
30	bymoxb/spoter A Python tool to classify songs from Spotify playlists using language models...	22	Experimental	—	Python
31	SohelRana-aiub-Pro/Data-Driven-Movie-Chatbot-Project-ML-NLP Movie-Chatbot-Project-ML-NLP	20	Experimental	1	Python
32	VinAIResearch/RecGPT RecGPT: Generative Pre-training for Text-based Recommendation (ACL 2024)	19	Experimental	41	Python
33	Cyr-Ch/Explainable-REC Multi-agent system for renewable energy optimization using natural language....	19	Experimental	6	Python
34	kubojion/spotify-ai-playlist-manager Web app that uses AI (OpenAI or Gemini models) to generate and manage your...	19	Experimental	—	JavaScript
35	jsoma/spotify-langchain-gpt Building Spotify playlists based on vibes using LangChain and GPT	18	Experimental	52	Jupyter Notebook
36	Tk-brainCodes/music-mood Generate dynamic playlist based on your current mood using sportify api,...	17	Experimental	3	TypeScript
37	nitin-kumar101/Movie_Recommender_Using_Gemini_Pro This project combines the power of Google's Gemini Pro language model with...	17	Experimental	3	Python
38	milsab/LLM-TP This GitHub page presents the official code and resources for our research...	16	Experimental	1	Python
39	carteakey/cinemattr.ca Search movies using AI. Built using LangChain, OpenAI & SvelteKit.	16	Experimental	3	Svelte
40	romangarms/Spotify-Song-Recommender Song recommender that imports your Spotify playlists to analyze your music...	15	Experimental	1	TypeScript
41	GG14127/RealPref A benchmark for evaluating realistic preference-following in personalized...	15	Experimental	1	Python
42	danialebrat/Lusifer Lusifer: LLM-based User SImulated Feedback Environment for online Recommender systems	15	Experimental	1	Jupyter Notebook
43	swiftmg0d/tempo-sync Full-stack fitness & music analytics, connects Strava workouts with Spotify...	15	Experimental	1	TypeScript
44	yang-su2000/Authorship-Identification-with-NLP Large-scale user portarit ranking and generation augmented retrieval systems.	15	Experimental	6	Jupyter Notebook
45	savbell/playlist-gpt 🎶👩‍💻 A fun little web app that analyzes your Spotify playlists with help...	15	Experimental	16	Python
46	myk-src/CustomSpotifyWrapped Custom Spotify Wrapped takes your music listening experience to the next...	15	Experimental	2	Java
47	mgokulkrish/LENR.ai Github Repo for Recommendation System using LLMs.	15	Experimental	2	Jupyter Notebook
48	gavinmorrisseau/aijukebox.net Music recommendation full-stack project with Spotify and OpenAI API	14	Experimental	3	Python
49	Zinqqr/MOOD-BASED-RECOMMENDATION-SYSTEM 🎬 Suggest movies based on your mood with this natural language system,...	14	Experimental	—	Jupyter Notebook
50	nauqh/resonance 🎧 A music recommendation system	14	Experimental	11	TypeScript
51	carteakey/cinemattr-db Backend of cinemattr.ca	13	Experimental	8	Jupyter Notebook
52	John-Wendell/USB_Rec The official code of Recsys'25 paper 'USB-Rec: An Effective Framework for...	13	Experimental	22	Python
53	VivekaAryan/Movie_recommendation_system Movie Recommendation System using LLMs: Performed similarity search using...	13	Experimental	5	Jupyter Notebook
54	InterwebAlchemy/beat-brain BeatBrain: Music Recommendations Powered by Imagination	13	Experimental	7	TypeScript
55	6lyc/RecGOAT-LLM4Rec The Official implementation of our paper "RecGOAT: Graph Optimal Adaptive...	13	Experimental	2	—
56	maxbriliant/spotify_playlist_generator A simple tool to create Spotify playlists from a text file of song names.	12	Experimental	1	Python
57	nabilridhwan/roastmymusictasteplease Think you got superior musical taste? Let the gods of music be the judge of...	12	Experimental	1	TypeScript
58	andwellbas/contentlumina LuminaPicks – AI recommender for movies, series, anime & games (Django + DRF)	12	Experimental	1	HTML
59	marmiskarian/AdSmart GPT-based Advertisement Recommendation System.	12	Experimental	3	Jupyter Notebook
60	Mahul777/End-to-End-MLOps-Pipeline-for-LLM-Based-Anime-Recommendations An end-to-end Retrieval-Augmented Generation (RAG) application that provides...	11	Experimental	—	Python
61	guanwei49/SEAR Official Implementation of "SEAR: LLM-Powered Sequential Recommendation via...	11	Experimental	—	Python
62	RezaBN/A-LLMRecsys A-LLMRec is a PyTorch implementation of a KDD 2024 LLM-based recommender...	11	Experimental	—	Jupyter Notebook
63	RezaBN/LLM-Enhanced-RecSys This repository presents an implementation and analysis of a few-shot...	11	Experimental	—	Jupyter Notebook
64	WLiK/GLRec The code of AAAI'24 paper GLRec: Exploring Large Language Model for Graph...	11	Experimental	38	Python
65	USTC-StarTeam/Awesome-Large-Recommendation-Models 🔥🔥🔥 Latest Advances on Large Recommendation Models	11	Experimental	120	—
66	yannis-e/Spotiai A ChatGPT powerd Playlist generator for Spotify	11	Experimental	2	Python
67	jo12no/spotify-ai-playlist-curateify Application to automate personalised music discovery recommendaitons via...	11	Experimental	—	Python
68	jonaswaller/Spotify-Chatbot (2023) AI for your Spotify that plays the perfect song	10	Experimental	1	Python
69	mrqadeer/AlphaX-Entertainments This project is a Movie/Series/Drama Recognizer and Recommender that uses...	10	Experimental	1	Python