Mental Health Text Detection NLP Tools

Tools for detecting, classifying, and monitoring mental health conditions (depression, anxiety, stress, suicide risk, etc.) from text and social media data using NLP and ML. Does NOT include general sentiment analysis, personality classification, or wellbeing theme discovery without explicit mental health condition detection.

There are 45 mental health text detection tools tracked. The highest-rated is halolimat/Social-media-Depression-Detector at 45/100 with 69 stars.

Get all 45 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=mental-health-text-detection&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	halolimat/Social-media-Depression-Detector :pensive: :disappointed: :persevere: :confounded: :weary: Detect depression...	45	Emerging	69	Jupyter Notebook
2	soumyajit4419/AI_For_Social_Good Using natural language processing to analyze the sentiments of people and...	43	Emerging	45	Jupyter Notebook
3	audreycs/MentalManip Dataset and code for the paper MentalManip: A Dataset For Fine-grained...	38	Emerging	25	Python
4	nikhil-garg/Psychiatric-Disorders-With-Speech In this project, we wish to identify psychiatric disorders through patient's speech	36	Emerging	12	Jupyter Notebook
5	anjmittu/clpsych2021-shared-task-baseline The baseline code for the CLPsych 2021 Shared Task.	32	Emerging	2	Python
6	stack-dhruv/mental-health-meme-classification A multimodal AI that understands internet memes to detect underlying signs...	31	Emerging	1	Jupyter Notebook
7	edgedown/CLPsych18 Submission to the CLPsych 2018 shared task.	31	Emerging	3	Jupyter Notebook
8	stuartemiddleton/uos_clpsych University of Southampton CLPsych 2022 software submission	31	Emerging	3	Python
9	NazarioR9/BNBR_Challenge The objective of this challenge is to develop a machine learning model that...	29	Experimental	9	Jupyter Notebook
10	AquibPy/HaSa A Depression Text Detector - A Machine Learning Web App	26	Experimental	7	Jupyter Notebook
11	egruttadauria98/NLP_mental_health_analysis This repo contains my final work for my class in Natural Language...	24	Experimental	5	Jupyter Notebook
12	chanapapan/Depression-Detection Comparing Selective Masking Methods for Depression Detection in Social Media	24	Experimental	12	Python
13	VGandhi27/Depression-Detection-using-Naive-Bayes According to the World Health Organization, depression is the leading cause...	23	Experimental	3	Jupyter Notebook
14	theatina/Stress_Detection M.Sc. mini project for NLP class (M908)	23	Experimental	4	Python
15	thalia-huynh/predicting-depression-using-nlp Predicting depression using Twitter posts	23	Experimental	3	Jupyter Notebook
16	lin-justin/humor-app Humor Detection App with Streamlit and fastText	22	Experimental	2	Python
17	safety-quotient-lab/safety-quotient Psychoemotional Safety Quotient (PSQ) — a 10-dimension framework and...	22	Experimental	—	Python
18	syeda434am/Suicide-Ideation-Detection This repository aims to address the critical issue of identifying and...	22	Experimental	6	Jupyter Notebook
19	fsentin/dreaddit Stress Detection in Social Media	22	Experimental	6	Jupyter Notebook
20	ayaanzhaque/SuiSense Using Artificial Intelligence to distinguish between suicidal and depressive...	20	Experimental	10	Jupyter Notebook
21	faseeh41/AI_For_Social_Good Using natural language processing to analyze the sentiments of people and...	19	Experimental	3	Jupyter Notebook
22	m-berggren/sentio Mental health text classification system using Django and custom ML models....	19	Experimental	—	Python
23	Adarsh-Aravind/TF_IDF-Depression-Detection A lightweight and efficient text classification system designed to detect...	18	Experimental	1	Python
24	Adarsh-Aravind/BERT-Depression-Detection A deep learning text classification system fine-tuned on BERT...	18	Experimental	1	Python
25	TusharPuri10/MoodMeter Website for depression analysis by using LSTM-based model to classify...	17	Experimental	1	JavaScript
26	steelandflesh2/suicide-detection A Python project to classify suicidal text messages using machine learning...	17	Experimental	2	Jupyter Notebook
27	daspartho/depression-detector text classifier to detect depression	17	Experimental	1	Jupyter Notebook
28	kubilaygulacdi/psychoai_nlp A Suicidal Though Predictor using BERT	17	Experimental	1	Python
29	RutujaPotdar/Mental-Health-App This mental health prediction app is designed to help individuals identify...	17	Experimental	1	Python
30	archiesage/cognitive-distortion-nlp-survey Companion repository for A Survey of Cognitive Distortion Detection and...	15	Experimental	1	—
31	clausevilla/Sentio Mental health text classification system using Django and custom ML models....	15	Experimental	—	Python
32	Suvroneel/Phynix-GenAI-Platform AI-powered mental health platform with BERT emotion detection + OLLAMA...	15	Experimental	1	Python
33	maazkareem-ai/Sentiment-Analysis-for-Mental-Health-Monitoring-using-ML A Machine Learning–based research project that detects and classifies mental...	15	Experimental	—	Jupyter Notebook
34	SanjayMarathi/MindSpace MindSpace is a comprehensive mental wellness platform designed to analyze...	14	Experimental	1	Jupyter Notebook
35	Warck18/AI-For-Mental-Health-Prediction-From-Social-Media 🧠 Predict mental health issues from social media posts using AI to identify...	14	Experimental	—	—
36	NegarMov/Linguistic-Signals-of-Mental-Health BERT-based NLP model for inferring mental health conditions from users’ online posts	12	Experimental	1	Jupyter Notebook
37	insionCEO/Human-Sentiment-Analyzer-with-NLP Using natural language processing to analyze the sentiments of people and...	12	Experimental	1	Jupyter Notebook
38	HasanKhadd0ur/Sentiment-Analysis-NLP NLP course homework, focusing on mental health text classification....	11	Experimental	3	Jupyter Notebook
39	Ruthvik-7/Internet-Derived-Information-Obstruction-Treatment-IDIOT-Syndrome ML pipeline for predicting internet health anxiety risk — Random Forest +...	11	Experimental	—	—
40	aliallouf/mental-health-sentiment-analysis Multi-class Mental Health Sentiment Analysis using NLP, TF-IDF, and Logistic...	11	Experimental	—	Jupyter Notebook
41	Prahalya-SP/suicidal-tweet-detection NLP-based suicidal ideation detection using TF-IDF, PyTorch, and Explainable...	11	Experimental	—	Jupyter Notebook
42	SebastianCB-dev/BDI2-ML Repositorio para el desarrollo de modelos de Machine Learning aplicados a la...	10	Experimental	2	Jupyter Notebook
43	Rachico/mental-illness-detector Building a deep learning model for detecting mental illness from user...	10	Experimental	2	Jupyter Notebook
44	beizhi23/DAEB--SS3 DAEB-τSS3: Imbalanced Social Media Text Depression Detection Method	10	Experimental	2	Python
45	gokulkrh/Mental-Health-Assessment This project aims to provide a method for the military to assess the mental...	10	Experimental	2	Python