ECommerce-Skills 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.

install
source · Clone the upstream repo
git clone https://github.com/nexscope-ai/eCommerce-Skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/nexscope-ai/eCommerce-Skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/review-checker/walmart-review-checker" ~/.claude/skills/nexscope-ai-ecommerce-skills-walmart-review-checker && rm -rf "$T"
manifest: review-checker/walmart-review-checker/SKILL.md
source content

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

SignalDescription
WFS BadgeVerified fulfillment patterns
Incentivized"Received free product" indicators
Review timingClustered reviews in short periods
Generic commentsTemplated review patterns

Risk Levels

ScoreLevelDescription
70-100✅ Low RiskReviews appear authentic
50-69⚠️ Medium RiskSome concerns found
30-49🔴 High RiskMultiple red flags
0-29💀 CriticalLikely 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.