Twitter Sentiment Pipelines NLP Tools

End-to-end real-time data pipelines for collecting, processing, and analyzing Twitter/social media data with sentiment analysis. Includes streaming architectures (Kafka, Spark), ETL workflows, and dashboard visualization. Does NOT include standalone sentiment analysis tools, general social media mining without real-time components, or non-Twitter social platforms as primary focus.

There are 45 twitter sentiment pipelines tools tracked. 1 score above 70 (verified tier). The highest-rated is 666ghj/BettaFish at 70/100 with 39,455 stars. 1 of the top 10 are actively maintained.

Get all 45 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=twitter-sentiment-pipelines&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	666ghj/BettaFish 微舆：人人可用的多Agent舆情分析助手，打破信息茧房，还原舆情原貌，预测未来走向，辅助决策！从0实现，不依赖任何框架。	70	Verified	39,455	Python
2	hrwhisper/twitterDataMining Twitter数据挖掘及其可视化	42	Emerging	201	Python
3	vspiewak/twitter-sentiment-analysis Streaming tweets with spark, language detection & sentiment analysis,...	41	Emerging	104	Scala
4	HUANGZHIHAO1994/weibo-analysis-and-visualization 使用python抓取微博数据并对微博文本分析和可视化，LDA（树图）、关系图、词云、时间趋势（折线图）、热度地图、词典情感分析（饼图和3D柱状图）、词向量...	41	Emerging	949	Python
5	bonzanini/Book-SocialMediaMiningPython Companion code for the book "Mastering Social Media Mining with Python"	36	Emerging	563	Python
6	r05323028/eyes Public Opinion Mining System of Taiwanese Forums	36	Emerging	119	Python
7	zer0Percent/ToKillATweetingBird A Twitter scraper to retrieve tweets and users from X (formerly Twitter)...	36	Emerging	24	Python
8	dylanjcastillo/twitter-sentiment-tracker Dash app for classifying tweets in real-time	34	Emerging	68	Python
9	lucasjinreal/weibo_terminator_workflow Update Version of weibo_terminator, This is Workflow Version aim at Get Job Done!	34	Emerging	259	Python
10	caciitg/UTrack UTrack analyses the user's tweets and finds the level of Loneliness, Stress...	31	Emerging	14	Python
11	sergio11/covid_tweets_etl_architecture 📚🧪 This is a learning-focused POC that explores a microservices ETL...	30	Emerging	4	Java
12	FernandaOchoa/ThreadsAPI Unofficial API for collecting user profiles in python, and scripts to...	29	Experimental	53	Jupyter Notebook
13	Lan-ce-lot/weibo-opinion-analysis 针对微博平台的微博文本数据进行舆情分析项目，内容有微博爬虫、LDA主题分析和情感分析	26	Experimental	75	Python
14	KANSADWALA/Sentiment-Analysis-of-Social-Media A desktop app for collecting, analyzing, and visualizing data from X...	25	Experimental	2	JavaScript
15	AliAbdelaal/twitter-dash A simple twitter dashboard	24	Experimental	16	HTML
16	aimaster-dev/twitter-analysis-app This web app recommends trending movies and songs by analyzing real-time...	23	Experimental	11	Python
17	joyce-lin/Project_Twitter_NLP Building Event Extraction and Trending Framework for Twitter	23	Experimental	14	Jupyter Notebook
18	Ruqyai/Data-Engineering-Course A data engineering course that focuses on how to create a real-time Twitter...	22	Experimental	3	Jupyter Notebook
19	Hamiz305/dspy-tweet-optimizer 🤖 Optimize your tweets with AI, leveraging a hill-climbing algorithm for...	22	Experimental	—	Python
20	newrelic-experimental/newrelic-social-listening-service-nodejs nodejs app listening to social media APIs (currently Twitter supported)...	22	Experimental	7	TypeScript
21	COS301-SE-2023/Domain-Pulse-A-Sentiment-Analysis-Platform Ctrl Alt Defeat - Domain Pulse - Domain Pulse is the ultimate sentiment...	20	Experimental	24	Python
22	AmZzPYJS/InPoDa-Social-Data-Analysis Simulation d'une pipeline de données d'un réseau social, avec analyse et...	19	Experimental	—	Jupyter Notebook
23	Renalan/social-media-sentiment-dashboard End-to-end sentiment analysis and influence mapping dashboard using public...	15	Experimental	—	—
24	venkat-0706/Social-Media-Analysis Clean & analyze social media data with Python. Explore trends, sentiments, &...	15	Experimental	19	Jupyter Notebook
25	mdh266/TwitterSentimentAnalysis Twitter Sentiment Analysis using Spark, MongoDB, and Google Cloud	15	Experimental	5	Jupyter Notebook
26	nassidev11/public-opinion-api 🌐 Access real-time public opinion data and sentiment analysis through a...	14	Experimental	—	—
27	sunehera/cannabis-health-outcomes-analysis Exploratory analysis and predictive modeling of medical vs recreational ...	14	Experimental	—	Jupyter Notebook
28	georgezouq/awosome-ai-in-social-media 💻 Collect those AI & Bot use in social media...	14	Experimental	70	—
29	jmoussa/go-sentitweet CLI Application holding a sentiment analysis data (Twitter tweets) pipeline...	14	Experimental	1	Go
30	abrowne2/StreamFeel Twitch chat analytics; filter garbage, see what people are feeling, and more...	13	Experimental	8	C++
31	george07-t/Social-Media-Data-Mining-and-Analysis Extract and analyze user comments from Facebook and YouTube to uncover...	12	Experimental	1	Jupyter Notebook
32	Leundai/twanalyze MLH Fellowship Twitter Analysis	12	Experimental	4	TypeScript
33	ShreyaVijaykumar/PublicPulse Public Pulse is an AI-driven app, to improvise transparency, communication,...	12	Experimental	1	HTML
34	ichalkiad/PyMstdnCollect A Python package for social science research data collection with Mastodon's...	12	Experimental	4	Python
35	izhx/crowd-OEI [ACL 22] Identifying Chinese Opinion Expressions with Extremely-Noisy...	11	Experimental	2	—
36	saidimu/blackandwhite Black & White: conservative and liberal twitter, side by side.	11	Experimental	2	JavaScript
37	adetunjii/jobtweets-v2 Find real time job tweets	11	Experimental	2	TypeScript
38	JP040/tweetrace Small data pipeline project to stream tweets, analyze their underlying...	11	Experimental	2	Python
39	Blackmesa-Canteen/COMP90024-Distributed-Tweet-Analizer-for-Liveability-of-Melbourne Cluster & Cloud Computing, Twitter analyzer. The focus of this assignment is...	11	Experimental	—	Python
40	Henry-Ak/Real-time-Twitter-Sentiment-Analysis Real-time sentiment analysis of Nigerian music tweets using Python, NLP,...	11	Experimental	—	Python
41	nico1008/TwitchBigBrother Twitch chat sentiment anylizer	11	Experimental	2	Jupyter Notebook
42	akaiHuang/brand-sentiment-dashboard Dashboard for real-time brand sentiment and consumer insights using...	11	Experimental	—	TypeScript
43	ojas-chaturvedi/NLP-Gun-Legislation Legislative Narratives on Gun Control in the United States: A Sentiment...	10	Experimental	1	Typst
44	shahpari2kht/social_media_analyzer Social Media Analyzer An advanced tool for monitoring, analyzing, and...	10	Experimental	3	Python
45	TakumiSeo/FlamingAnalysis Observe Tweet via Twitter API	10	Experimental	1	Python

Comparisons in this category

weibo-analysis-and-visualization and weibo-opinion-analysis (41 vs 26)