Game Review Analysis NLP Tools

Projects analyzing user reviews from gaming platforms (Steam, Epic Games Store, etc.) using NLP and ML techniques to extract sentiment, detect bugs, identify topics, and understand player feedback. Does NOT include general sentiment analysis, game content analysis, or non-review gaming datasets.

There are 16 game review analysis tools tracked. The highest-rated is jteijema/asreview-plugin-model-cnn-17-layer at 32/100 with 4 stars.

Get all 16 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=game-review-analysis&limit=20"

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

# Tool Score Tier
1 jteijema/asreview-plugin-model-cnn-17-layer

A convolutional neural network model plugin for ASReview

32
Emerging
2 RishiDarkDevil/Amazon-PAE

A comprehensive study of the product listing and product attribute...

30
Emerging
3 vibuverma/steam-reviews-topic-modeling

Topic Identification for Steam Reviews.

29
Experimental
4 gpsyrou/Text_Analysis_of_Consumer_Reviews

Natural Language Processing (NLP) and analysis on reviews about delivery...

23
Experimental
5 aalrubaiya/game-reviews-sentiment-analysis

Identify if profanity was used in making game reviews on Steam platform

23
Experimental
6 mrafifrbbn/steam-reviews

An end-to-end NLP project of mine.

19
Experimental
7 JamesLi197412/Customer-Review-Analysis

Hybrid NLP pipeline for Chinese customer feedback: LDA topics + TensorFlow...

19
Experimental
8 vinit714/Steam-Game-Review-Analysis-Using-NLP-and-Clustering

This project uses Natural Language Processing (NLP) and Machine Learning...

18
Experimental
9 juan-burtet/SteamReviewsClassification

Trying different PLN strategies to classifies Brazilian Portuguese Steam...

17
Experimental
10 informatica92/BGG-fixed-ratings

BGG is the biggest boardgame (and not only) enciclopedia. If you want...

17
Experimental
11 ludus-scrinium/patch-notes-oracle

turn player comments into a realistic dev to-do list.

15
Experimental
12 alfredtangsw/steamvox

For days when you're asked to read 10,000 reviews to understand how players...

13
Experimental
13 filki/Machine-Learning-Class-Project2024-2025

This repository uses BERTopic as a tool to examine reviews from Steam platform.

11
Experimental
14 jbloewencolon/Steam-Game-Review-Sentiment-Analysis

NLP Project on Steam Reviews of SuperGiant Games

11
Experimental
15 tSopermon/Baldur-s-Gate-3-game-reviews-sentiment-analysis

This repository contains a sentiment analysis project on Baldur's Gate 3...

11
Experimental
16 Jigisha-p/Topic-Analysis-of-Review-Data

This project helps a mobile brand understand customer sentiment and key...

10
Experimental