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

Get all 40 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...	31	Emerging	25	Python
4	nikhil-garg/Psychiatric-Disorders-With-Speech In this project, we wish to identify psychiatric disorders through patient's speech	29	Experimental	12	Jupyter Notebook
5	anjmittu/clpsych2021-shared-task-baseline The baseline code for the CLPsych 2021 Shared Task.	25	Experimental	2	Python
6	stack-dhruv/mental-health-meme-classification A multimodal AI that understands internet memes to detect underlying signs...	24	Experimental	1	Jupyter Notebook
7	stuartemiddleton/uos_clpsych University of Southampton CLPsych 2022 software submission	24	Experimental	3	Python
8	edgedown/CLPsych18 Submission to the CLPsych 2018 shared task.	24	Experimental	3	Jupyter Notebook
9	m-berggren/sentio Mental health text classification system using Django and custom ML models....	23	Experimental	—	Python
10	safety-quotient-lab/safety-quotient Psychoemotional Safety Quotient (PSQ) — a 10-dimension framework and...	22	Experimental	—	Python
11	NazarioR9/BNBR_Challenge The objective of this challenge is to develop a machine learning model that...	22	Experimental	9	Jupyter Notebook
12	AquibPy/HaSa A Depression Text Detector - A Machine Learning Web App	19	Experimental	7	Jupyter Notebook
13	clausevilla/Sentio Mental health text classification system using Django and custom ML models....	19	Experimental	—	Python
14	chanapapan/Depression-Detection Comparing Selective Masking Methods for Depression Detection in Social Media	17	Experimental	12	Python
15	egruttadauria98/NLP_mental_health_analysis This repo contains my final work for my class in Natural Language...	17	Experimental	5	Jupyter Notebook
16	steelandflesh2/suicide-detection A Python project to classify suicidal text messages using machine learning...	17	Experimental	2	Jupyter Notebook
17	theatina/Stress_Detection M.Sc. mini project for NLP class (M908)	16	Experimental	4	Python
18	VGandhi27/Depression-Detection-using-Naive-Bayes According to the World Health Organization, depression is the leading cause...	16	Experimental	3	Jupyter Notebook
19	thalia-huynh/predicting-depression-using-nlp Predicting depression using Twitter posts	16	Experimental	3	Jupyter Notebook
20	archiesage/cognitive-distortion-nlp-survey Companion repository for A Survey of Cognitive Distortion Detection and...	15	Experimental	1	—
21	syeda434am/Suicide-Ideation-Detection This repository aims to address the critical issue of identifying and...	15	Experimental	6	Jupyter Notebook
22	fsentin/dreaddit Stress Detection in Social Media	15	Experimental	6	Jupyter Notebook
23	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
24	Suvroneel/Phynix-GenAI-Platform AI-powered mental health platform with BERT emotion detection + OLLAMA...	15	Experimental	1	Python
25	Adarsh-Aravind/BERT-Depression-Detection A deep learning text classification system fine-tuned on BERT...	15	Experimental	1	Python
26	Adarsh-Aravind/TF_IDF-Depression-Detection A lightweight and efficient text classification system designed to detect...	15	Experimental	1	Python
27	lin-justin/humor-app Humor Detection App with Streamlit and fastText	15	Experimental	2	Python
28	Warck18/AI-For-Mental-Health-Prediction-From-Social-Media 🧠 Predict mental health issues from social media posts using AI to identify...	14	Experimental	—	—
29	Projects-Developer/AI-For-Mental-Health-Prediction-From-Social-Media Includes Source Code, PPT, Synopsis, Report, Documents, Base Research Paper...	13	Experimental	2	—
30	ayaanzhaque/SuiSense Using Artificial Intelligence to distinguish between suicidal and depressive...	13	Experimental	10	Jupyter Notebook
31	insionCEO/Human-Sentiment-Analyzer-with-NLP Using natural language processing to analyze the sentiments of people and...	12	Experimental	1	Jupyter Notebook
32	faseeh41/AI_For_Social_Good Using natural language processing to analyze the sentiments of people and...	12	Experimental	3	Jupyter Notebook
33	llewellynvz/ai-driven-wellbeing-themes-Psynalytics An end-to-end theme analysis pipeline for wellbeing data, combining AI-based...	11	Experimental	—	Python
34	Ruthvik-7/Internet-Derived-Information-Obstruction-Treatment-IDIOT-Syndrome ML pipeline for predicting internet health anxiety risk — Random Forest +...	11	Experimental	—	—
35	Prahalya-SP/suicidal-tweet-detection NLP-based suicidal ideation detection using TF-IDF, PyTorch, and Explainable...	11	Experimental	—	Jupyter Notebook
36	aliallouf/mental-health-sentiment-analysis Multi-class Mental Health Sentiment Analysis using NLP, TF-IDF, and Logistic...	11	Experimental	—	Jupyter Notebook
37	RutujaPotdar/Mental-Health-App This mental health prediction app is designed to help individuals identify...	10	Experimental	1	Python
38	kubilaygulacdi/psychoai_nlp A Suicidal Though Predictor using BERT	10	Experimental	1	Python
39	TusharPuri10/MoodMeter Website for depression analysis by using LSTM-based model to classify...	10	Experimental	1	JavaScript
40	daspartho/depression-detector text classifier to detect depression	10	Experimental	1	Jupyter Notebook