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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 flag identification. No API key required.

Published by nexscope-ai ↗nexscope-ai/eCommerce-Skills

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Use walmart-review-checker to analyze [Walmart reviews] for suspicious patterns, rating manipulation, incentivized-review signals, and WFS verification signals, then summarize the authenticity risks.

Required inputs

[Walmart reviews]

User-approved starter prompt based on a pinned source version; check current skill requirements before running. Task evidence ↗

SKILL.md

name: walmart-review-checkerversion: 1.0.0description: "Walmart review authenticity analyzer. Detect fake reviews, suspicious patterns, and rating manipulation. Includes WFS verified badge analysis, incentivized review detection, and Walmart-specific red flag identification. No API key required."metadata: {"nexscope":{"emoji":"🔍","category":"ecommerce"}}

Walmart Review Checker 🔍

Review authenticity analyzer for Walmart — detect fake reviews, suspicious patterns, and feedback manipulation.

Installation

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

Features

Authenticity Score — 0-100 comprehensive rating
WFS Verified Badge Analysis — Check fulfillment verification patterns
Incentivized Review Detection — Identify paid/incentivized reviews
Walmart-specific Red Flags — Platform-specific warning signs
Progressive Analysis — 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	✅ Low Risk	Reviews appear authentic
50-69	⚠️ Medium Risk	Some concerns found
30-49	🔴 High Risk	Multiple red flags
0-29	💀 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

📊 Walmart Review Authenticity Report

Product: Example Product
Reviews: 25
Analysis Level: L3

━━━━━━━━━━━━━━━━━━━━━━━━

Authenticity Score: 74/100 ✅

Low Risk - Reviews appear authentic.

━━━━━━━━━━━━━━━━━━━━━━━━

Detection Results

✅ Time Clustering: Normal
✅ WFS Verified Ratio: 68% (healthy)
⚠️ Generic Comments: 12%

Part of Nexscope AI — AI tools for e-commerce sellers.