Spotify Music Recommendation ML Frameworks

End-to-end music recommendation systems built on Spotify data and APIs, including playlist generation, song similarity, and personalized suggestions. Does NOT include general music genre classification, audio fingerprinting without recommendations, or non-Spotify music platforms.

There are 58 spotify music recommendation frameworks tracked. 1 score above 50 (established tier). The highest-rated is ucalyptus/Spotify-Recommendation-Engine at 50/100 with 261 stars.

Get all 58 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=spotify-music-recommendation&limit=20"

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

# Framework Score Tier
1 ucalyptus/Spotify-Recommendation-Engine

Music Recommender System

50
Established
2 ronibandini/reggaetonBeGone

Detects reggaeton genre with Machine Learning and sends packets to disable...

46
Emerging
3 pooranjoyb/BeatBridge

A Music Player with a Clustering based Recommendation Engine utilizing Spotify API

44
Emerging
4 mattmurray/music_recommender

Music recommender using deep learning with Keras and TensorFlow

42
Emerging
5 maurocastermans/now-playing

Raspberry Pi application that detects music with ML, identifies it using...

42
Emerging
6 Dodelidoo-Labs/sonobarr

Music discovery tool that integrates with Lidarr and provides...

41
Emerging
7 Brice-Vergnou/spotify_recommendation

Finding which songs I like or not based on songs statistics

37
Emerging
8 ChicoState/djsongmatch

A web-based tool for DJs to curate seamless sets faster. Recommends song...

36
Emerging
9 huzaifakhan04/music-recommendation-web-application-based-on-rhythmic-similarity-using-locality-sensitive-hashing

This repository contains a web application that integrates with a music...

33
Emerging
10 areevesman/spotify-wrapped

Using Python to perform data visualization and machine learning on the...

33
Emerging
11 gabrycina/spotify-clone

A fully functional Spotify clone! 🎧

32
Emerging
12 zapperment/zapperment

Smooth background music for coding, remixed with machine learning

32
Emerging
13 yashrajkakkad/song-popularity-prediction

Song Popularity Prediction Using Machine Learning Algorithms

31
Emerging
14 indranil143/Hybrid-Music-Recommendation-System

MelodyMind offers personalized music recommendations, from a real-time...

31
Emerging
15 virajbhutada/music-recommendation-system

This project is designed to provide personalized music recommendations for...

31
Emerging
16 gdgocjgec/Rhythm-Finder

ML-powered Music Recommendation Engine

30
Emerging
17 Zener085/music-recommendation-system-tutorial

Tutorial how to implement music recomendation system using GNN

30
Emerging
18 BobbyWilt/Spotify_Song_Recommender

This project leverages spotify's api and provided user playlists to create...

27
Experimental
19 BatuhanSeremet/Spotify-DataAnalysis

Analysis and clustering of popular songs and their attributes using Spotify API.

27
Experimental
20 Hguimaraes/learnfy

[REPO] Create a music genre dataset (metadata or audio) for classification...

27
Experimental
21 Music-Recommendation-Engine-Project/Music-Recommendation-Engine

Music Recommendation System

27
Experimental
22 faizancodes/Spotify-ML-Music-Recommendations

Music recommendations based on your favorite artists and songs powered by...

27
Experimental
23 matthamil/Brainify

🤓 Using machine learning to build better Spotify playlists 🎸

26
Experimental
24 nuraz12/ShakeIt-Music-Recommendation

🎶 Discover personalized music suggestions with ShakeIt, a terminal-based...

25
Experimental
25 cyberquill/Riyaaz

A content-based music recommendation system, that suggests playlists made...

24
Experimental
26 pmsosa/Soundcloud-Spam-Analysis

🎼 SoundCloud spam/bot account analysis

23
Experimental
27 lebrancconvas/Big-Music-Hit

(WIP) Using Machine Learning in Web Application for recommeding songs based...

23
Experimental
28 fatimaaalaoui/Intelligent-Music-Streaming-System-with-AI-Recommendations

AI-powered music streaming platform that delivers personalized song, artist,...

22
Experimental
29 MissawB/SonicMatch

Une plateforme interactive combinant le Machine Learning (XGBoost, Stacking)...

22
Experimental
30 s2t2/ml-music-2023

Artist Similarity Mapping

22
Experimental
31 EMZEDI/Mixerify

Music recommendation ML model

21
Experimental
32 CodeByPinar/Spotify_Trends_2023_Analysis

Exploring Spotify's latest trends, top songs, genres, and artists using...

21
Experimental
33 Thomas-George-T/Prediciting-Hits-on-Spotify

Predicting hit songs on Spotify by classifying 40,000 songs using Machine Learning

21
Experimental
34 Kaustav2500/music-recommender-with-audio-recognition

The is a music recommender with audio recognition system. The master branch...

21
Experimental
35 guidasneves/spotify_recsys

End-to-end Spotify recommendation system

21
Experimental
36 emadibrahim159/Spotify-Data-Analysis-EDA-Project

📊 Analyze Spotify track data to uncover insights on popularity and audio...

19
Experimental
37 mudabbir525/Music-Recommendator

This is Content based music recommendation system. I have used both audio...

18
Experimental
38 Aditya020224/Music-Recommendation-System

Music-Recommendation-System (Customizable).For code just change your branch...

16
Experimental
39 Kraiphop/Fairness-Aware-Music-Recommender

🎵 Build a fairness-aware music recommender that balances accuracy and bias,...

14
Experimental
40 kubaamarczak/music-recommendation-system

Content-based music recommendation system using Spotify audio features, PCA,...

14
Experimental
41 fmcapati/spotify_unwrapped

This project explores the audio features that drive Spotify's popularity...

14
Experimental
42 amandayal3/spotify-popularity-analysis

End-to-end Spotify data analysis using Python — EDA, statistics & ML

14
Experimental
43 boyeshenry-byte/Spotify-popularity-predictor

Analyzing 25k+ Spotify songs to predict popularity from audio features |...

13
Experimental
44 pdrzxzz/spotify-tracks

A machine learning project comparing K-NN, LVQ, and SVM models on the...

13
Experimental
45 Bympxxx/Song-Quotes-Recommender

🎵 Recommend songs and motivational quotes based on your mood with this...

13
Experimental
46 aashnadoshi2/Spotify-Hit-Predictor

Spotify Genre Hit Predictor forecasts song popularity using genres and audio...

12
Experimental
47 ludmuniz/Spotify-2024-Data-Analysis

An data science project analyzing Spotify's most streamed songs of 2024....

12
Experimental
48 shraddhapattnaik/Create-A-Playlist-Using-Spotipy

Using Spotipy (Spotify Api) and data science techniques, create a playlist...

12
Experimental
49 felitrejos/spotify-tracker

Web app that uses Spotify API to provide users with personalized...

12
Experimental
50 Saumya-svm/Spotify-Recommender-Heroku-App

This Recommendation system will use your playlist and your friend’s playlist...

12
Experimental
51 d-elicio/Music-Recommender-System-from-scratch

Design and implementation from scratch of different models for a musical...

12
Experimental
52 ludocomito/Banger-Detector

Banger Detector is an Open-Source project that aims to create a service to...

11
Experimental
53 SchrammAC/AnythingMixtapeApp

Repository for AnythingMixtape application

11
Experimental
54 Factral/spotify-song-recommender

sistema de recomendación de canciones de spotify basado en gustos musicales

11
Experimental
55 IsraelAzoulay/TrackTelligence-Spotify-Popularity-Predictor

A data science project analyzing Spotify song features through exploratory...

11
Experimental
56 IlijaMihajlovic/Random-Forest-Classification

This project demonstrates how to build a Random Forest Classifier to predict...

10
Experimental
57 yennanliu/spotify_recommend_playlist

Generate suggested song playlists via "Tinder like process". Leverage...

10
Experimental
58 AlexFierro9/Music-Bot-Demo

Using state of the art Sequential Models and Last.fm's api's to get the...

10
Experimental