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 15 game review analysis tools tracked. The highest-rated is jteijema/asreview-plugin-model-cnn-17-layer at 25/100 with 4 stars.

Get all 15 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

25
Experimental
2 RishiDarkDevil/Amazon-PAE

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

23
Experimental
3 vibuverma/steam-reviews-topic-modeling

Topic Identification for Steam Reviews.

22
Experimental
4 eduardocornelsen/epic-store-analysis

⚡ Epic Game Store (EGS) Ecosystem Intelligence: A strategic Data Science &...

20
Experimental
5 gpsyrou/Text_Analysis_of_Consumer_Reviews

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

16
Experimental
6 aalrubaiya/game-reviews-sentiment-analysis

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

16
Experimental
7 regiaharun/source-engine-articles

🛠️ Simplify complex concepts in the Source Engine with detailed articles,...

15
Experimental
8 ludus-scrinium/patch-notes-oracle

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

15
Experimental
9 vinit714/Steam-Game-Review-Analysis-Using-NLP-and-Clustering

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

12
Experimental
10 mrafifrbbn/steam-reviews

An end-to-end NLP project of mine.

12
Experimental
11 JamesLi197412/Customer-Review-Analysis

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

12
Experimental
12 tSopermon/Baldur-s-Gate-3-game-reviews-sentiment-analysis

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

11
Experimental
13 filki/Machine-Learning-Class-Project2024-2025

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

11
Experimental
14 juan-burtet/SteamReviewsClassification

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

10
Experimental
15 informatica92/BGG-fixed-ratings

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

10
Experimental