Mental Health Risk Detection ML Frameworks

AI/ML systems that predict, classify, or detect mental health conditions and psychological risks from textual, behavioral, or multimodal data. Includes depression screening, suicide risk assessment, and emotional state classification. Does NOT include general mental health education platforms, therapy scheduling tools, or forums without predictive ML components.

There are 72 mental health risk detection frameworks tracked. The highest-rated is galihru/MentalHealth at 44/100 with 20 stars.

Get all 72 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	galihru/MentalHealth A comprehensive mental health monitoring application using modern web technologies.	44	Emerging	20	HTML
2	giastahmad/DSS-Anxiety-Evaluator Web app for anxiety assessment using DASS-42 and an ML model to predict key...	42	Emerging	1	Jupyter Notebook
3	indranil143/Mental-Health-Sentiment-Analysis-using-Deep-Learning A deep learning project using fine-tuned RoBERTa to classify mental health...	40	Emerging	35	Jupyter Notebook
4	zeinhasan/Suicidal-Detection-Sentiment-Analysis Suicidal Ideation Detection Using Natural Languange Processing and Machine...	38	Emerging	10	Jupyter Notebook
5	mistr3ated/AI-Psychometrics-Nigel This repository contains code from my experiments with AI for psychological...	38	Emerging	7	—
6	BouzidiImen/Social_media_Prediction_depression This consists in using a variety of social networks data, including both...	37	Emerging	12	Jupyter Notebook
7	Nihalahamad1905/DEPRESSION-DETECTION-USING-MACHINE-LEARNING Depression detection using machine learning is a vital area of research...	35	Emerging	3	HTML
8	boylerplet/Depression-Detector An Application which can be used to feed speech transcript via a chatbot...	33	Emerging	3	TeX
9	ArtTucker/mental_health_and_economics An analytical exploration of OSMI MHIT survey data, and the treatment of...	32	Emerging	4	Jupyter Notebook
10	SUBHADIPMAITI-DEV/Depression-Detection-System-Using-Machine-Learning This project develops a Depression Detection System using Machine Learning...	31	Emerging	24	Jupyter Notebook
11	serNAVARRO7/AISaturdays-depresion-rrss Análisis de Depresión en RR.SS. Proyecto desarrollado durante la edición de...	31	Emerging	2	Jupyter Notebook
12	Amey-Thakur/DEPRESSION-DETECTION-USING-TWEETS Machine Learning Project for Depression Detection Using Tweets.	31	Emerging	13	Jupyter Notebook
13	Ritabrata04/Hybrid-Approach-To-Depression-Detection This repository applies Deep Learning techniques for depression detection in...	30	Emerging	19	Python
14	farwaa-sr/HealVision HEALVISION: ENHANCING SUD RECOVERY THROUGH MOBILE TECHNOLOGY AND...	30	Emerging	2	Dart
15	sahasourav17/Student-Anxiety-and-Depression-Prediction A ML project specifically build for predicting students' mental health	29	Experimental	23	Jupyter Notebook
16	ziqinyeow/depr.ai Depression web app with text emotion/depression classification and...	29	Experimental	15	TypeScript
17	jainambarbhaya1509/MindSpectrum NLP based mental health classification.	28	Experimental	11	Jupyter Notebook
18	VaibhaveS/MentalHealthWithAI divorcePRED offers an end to end solution from predicting the state of...	27	Experimental	5	Python
19	faiqali1/Suicidal-Text-Analysis Using Machine Learning to predict if text is suicidal.	27	Experimental	11	Jupyter Notebook
20	Anil951/Early-detection-of-mental-health This project develops a predictive model to identify early signs of mental...	27	Experimental	5	Jupyter Notebook
21	emirgocen03/mental-health-text-classification 🧠 Multi-model machine learning approach for mental health classification...	26	Experimental	3	Python
22	kayo09/mood_tracker Mood Calendar is designed to be an open-source competitor to Apple's journal...	26	Experimental	3	JavaScript
23	Abhishek676062/Mental-Fitness-Tracker In our busy daily lives, it's essential to take care of our mental health....	25	Experimental	2	Jupyter Notebook
24	elsyser/Dr.f0to System for analyzing mental and physical heath made in HackAUBG 2.0	24	Experimental	1	JavaScript
25	aksharbhayani/ProjectX A mobile application to detect the depression level in patients by facial...	22	Experimental	6	Dart
26	colombomf/tone-ml-engine Three-layer tone classifier (dark / hopeful / cynical) embedding lookup,...	22	Experimental	—	JavaScript
27	josechg/mental-health-digital-behavior-ML-Classification 📊 Analyze digital behavior to classify mental focus levels using machine...	22	Experimental	—	Jupyter Notebook
28	bornamilkovic/Gaming-Mental-Health This repository contains a comprehensive data analysis and machine learning...	22	Experimental	—	Jupyter Notebook
29	Dhinesh1817/suicide-detection 🛡️ Classify text messages for suicide risk with a FastAPI service, enabling...	22	Experimental	—	Jupyter Notebook
30	genandlam/multi-modal-depression-detection Official codebase for "Context Aware Deep Learning for Multi Modal...	21	Experimental	11	Jupyter Notebook
31	eugenebaraka/Predict-Suicidal-Ideation-on-Reddit Predicting suicidal ideation on Reddit using machine learning and DistillBERT	21	Experimental	7	Jupyter Notebook
32	adhamrafi3/FITO FITO: The first data-driven framework analyzing mental health trends among...	21	Experimental	—	Jupyter Notebook
33	zahraa-m/Personalised-PHQ-9-Model This repository hosts the code related to the paper: Abdulhussein, Z.,...	21	Experimental	—	Jupyter Notebook
34	jamespeilunli/clarity-ai Depression and anxiety detection on social media with ML - first place in...	20	Experimental	11	CSS
35	khemthit/Sentiment-Analysis-for-Mental-Health This project focuses on sentiment analysis for mental health statements...	20	Experimental	5	Jupyter Notebook
36	NM001007/An-Attention-based-Hybrid-Suicide-Ideation-Detection This is an implementation of the attention-based hybrid architecture (Ghosh...	20	Experimental	7	Jupyter Notebook
37	jabhij/MentalHealthIssues_TechIndustry The project uses statistical techniques to analyzes the responses from an...	20	Experimental	2	—
38	Sagarlatake/Sentiment-Depression--Analysis-Using-Machine-Learning-Decision-Tree-Naive-Bayes-RF-for-Tweets Depression Analysis using tweets. Contains implementation notebook, with...	20	Experimental	8	Jupyter Notebook
39	s-m-quadri/mindfit-ai Repository containing the source code and essential links for a machine...	19	Experimental	4	Python
40	gabby-01/Depression-Classification-Through-Natural-Language-Processing-Of-Social-Networking-Sites This is an academic final year individual project, published by Liew Jun Yen...	18	Experimental	2	Jupyter Notebook
41	haiderakt/depression-detection Multi-modal depression detection using audio and video. Extracts MFCC +...	18	Experimental	1	Jupyter Notebook
42	FlosMume/mental-health-coping-struggles-analytics R-based mental-health analytics project featuring data prep, exploratory...	17	Experimental	—	R
43	mohammed-ma01/ReflectAI-Project A privacy-first, on-device multimodal engine that leverages XGBoost and NLP...	16	Experimental	2	Python
44	Ashiyana136/student-depression-detection Mental Health Analyzer using NLP and Machine Learning	14	Experimental	—	Jupyter Notebook
45	arkapg211002/MAFSMBMDDPWI-FYP-2025 Final Year Project : Multimodal AI Framework for Social Media Based Mental...	14	Experimental	6	Jupyter Notebook
46	Renleekay/student-mental-health-analysis an EDA and regression modeling exploring relationships between student...	14	Experimental	—	Jupyter Notebook
47	savita102/emotional-guidance-system AI-powered emotional state detection and guidance system using NLP,...	14	Experimental	—	Python
48	SebastianCB-dev/BDI2-ML-2023 Project about using Artificial Intelligence to detect depressive...	14	Experimental	1	TypeScript
49	AratiSutar/mental-health-tech-prediction ML model to predict mental health treatment in tech workers	14	Experimental	—	Jupyter Notebook
50	asdxzc2/inner-field Explore daily self-reflection questions with AI-generated insights to...	14	Experimental	—	JavaScript
51	VaishnaviHanda/multimodal-business-risk-intelligence-system Multimodal Machine Learning system for Business Risk Analysis using...	14	Experimental	—	Python
52	rizkihidayat15/Tech-Mental-Health-Prediction Membangun data latih menggunakan Python untuk melatih model prediksi...	13	Experimental	—	JavaScript
53	Abdelrahmen-Elashry/Mental-Health-Analysis Academic Stress & Mental Health - Unveiling the Impact of Academic Pressure...	13	Experimental	3	Jupyter Notebook
54	Falguni35/Cognitive-Load-Typing-Tracker 🧠 AI-powered typing pattern analyzer that assesses cognitive load and mental...	13	Experimental	—	HTML
55	mehrdad-dev/anxiety-predict Anxiety prediction using deep learning, Based on Taylor Manifest Anxiety...	13	Experimental	10	PureBasic
56	shruti148/Multi-Modal-AI-Intelligence-Platform Multi-modal AI system integrating sentiment analysis, computer vision, and...	13	Experimental	—	JavaScript
57	Maya-Yagan/ML-suicide-rate-forecasting Predict suicide rates using nine ML regression models, GA‑based feature...	12	Experimental	3	Jupyter Notebook
58	Kushan2k/depression-analysis-api-using-fastapi-python depression analysing api using fast api python and intagrating ML,DL models	12	Experimental	3	Python
59	Egokitek/Deteccion_Depresion_RRSS_SaturdaysAI Detección de personas con depresión en RRSS como Twitter empleando técnicas...	11	Experimental	—	Jupyter Notebook
60	Pritz69/MAFSMBMDDPWI-FYP-2025 Multimodal AI Framework for Social Media Based Mental Disorder Detection and...	11	Experimental	2	Jupyter Notebook
61	Mo-Shaeerah/Predict-Depression-by-Words- Prompt: والحرب تجعل كل شيءٍ واضحٍ .... 🖊 Output: No...	11	Experimental	—	Jupyter Notebook
62	11SShukla/Mental_Health_Story_Analyzer This project is an AI-powered NLP pipeline that analyzes user-written...	11	Experimental	2	Jupyter Notebook
63	lokeshchoudhury/VisuaLInsight All about user monochromatic Psychological health pattern, #Disclose...	11	Experimental	—	—
64	harshalDharpure/SuicideRate_Trend_Analysis SuicideRate_Trend_Analysis is a Machine Learning Model. Where we are using...	11	Experimental	—	Jupyter Notebook
65	EmilyAFlener/NN_mental_illness Exploring the relationship between deep learning neural networks and mental...	11	Experimental	—	—
66	akebu6/ML-Depression-Detection This is a repo for a side project about detecting depression using ML	11	Experimental	—	—
67	sagarnildass/mind-matters A Multi-Modal Mental Health Assistant	11	Experimental	—	JavaScript
68	astridesaman/mental-health-prediction Predict the probability of depression for an individual based on personal,...	10	Experimental	1	Jupyter Notebook
69	Hibashajahan55/DEPRESSION-DETECTION-USING-HYBRID-DEEP-LEARNING-MODEL DEPRESSION DETECTION USING MOBILE APP	10	Experimental	2	—
70	kiptochmike/Mental-Health-Corpus The Mental Health Corpus contains labeled comments on mental health issues,...	10	Experimental	2	Jupyter Notebook
71	Nikhilesh-Satish/Mental-Health-Predictor This is a project to detect if a person is suffering from a mental health...	10	Experimental	1	JavaScript
72	adarshajit/Depression-Recognizer-for-Twitter 📲 Application that detects the presence of depression among twitter users....	10	Experimental	2	JavaScript

Comparisons in this category

Depression-Detection-System-Using-Machine-Learning and DEPRESSION-DETECTION-USING-TWEETS (31 vs 31) DEPRESSION-DETECTION-USING-MACHINE-LEARNING and Depression-Detection-System-Using-Machine-Learning (35 vs 31) Suicidal-Detection-Sentiment-Analysis and Suicidal-Text-Analysis (38 vs 27) DEPRESSION-DETECTION-USING-MACHINE-LEARNING and DEPRESSION-DETECTION-USING-TWEETS (35 vs 31)