walmart-review-checker

Walmart review authenticity analyzer. Detect fake reviews, suspicious patterns, and rating manipulation. Includes WFS verified badge analysis, incentivized review detection, and Walmart-specific red f

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Walmart Review Checker ๐Ÿ”

Review authenticity analyzer for Walmart โ€” detect fake reviews, suspicious patterns, and feedback manipulation.

Installation

npx skills add nexscope-ai/eCommerce-Skills --skill walmart-review-checker -g

Features

  • Authenticity Score โ€” 0-100 comprehensive rating
  • WFS Verified Badge Analysis โ€” Check fulfillment verification patterns
  • Incentivized Review Detection โ€” Identify paid/incentivized reviews
  • Walmart-specific Red Flags โ€” Platform-specific warning signs
  • Progressive Analysis โ€” More data = deeper insights

Walmart-Specific Detection

Signal Description
WFS Badge Verified fulfillment patterns
Incentivized "Received free product" indicators
Review timing Clustered reviews in short periods
Generic comments Templated review patterns

Risk Levels

Score Level Description
70-100 โœ… Low Risk Reviews appear authentic
50-69 โš ๏ธ Medium Risk Some concerns found
30-49 ๐Ÿ”ด High Risk Multiple red flags
0-29 ๐Ÿ’€ Critical Likely manipulated reviews

Usage

Paste Reviews

Check these Walmart reviews:

5 stars - Great product, fast shipping from WFS!
5 stars - Exactly as described, love it!
1 star - Arrived damaged.

JSON Input

python3 scripts/analyzer.py '[
  {"content": "Great product!", "rating": 5, "date": "2024-01-15", "wfs_verified": true},
  {"content": "Amazing!", "rating": 5, "date": "2024-01-15", "wfs_verified": false}
]'

Demo Mode

python3 scripts/analyzer.py --demo

Output Example

๐Ÿ“Š Walmart Review Authenticity Report

Product: Example Product
Reviews: 25
Analysis Level: L3

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Authenticity Score: 74/100 โœ…

Low Risk - Reviews appear authentic.

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Detection Results

โœ… Time Clustering: Normal
โœ… WFS Verified Ratio: 68% (healthy)
โš ๏ธ Generic Comments: 12%

Part of Nexscope AI โ€” AI tools for e-commerce sellers.