amazon-review-checker

Installation
SKILL.md

Amazon Review Checker 🔍

Review authenticity analyzer — detect fake reviews, suspicious patterns, and rating manipulation.

Installation

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

Features

  • Authenticity Score — 0-100 comprehensive rating
  • Suspicious Pattern Detection — Time clustering, content similarity, rating anomalies
  • Fake Review Flagging — Mark high-risk reviews with explanations
  • Progressive Analysis — More data = deeper insights

Progressive Analysis Levels

Level Required Data Unlocked Analysis
L1 Basic Review content Similarity, length, keywords
L2 Advanced + Review date Time clustering detection
L3 Deep + Star rating Rating distribution analysis
L4 Complete + VP status Verified purchase validation

Detection Dimensions

Dimension Weight Method
Time Clustering 25% Sliding window + burst detection
Content Similarity 20% N-gram + Jaccard similarity
Rating Distribution 20% Chi-square test vs natural distribution
VP Ratio 15% Compare to category benchmark
Review Length 5% Entropy analysis
Suspicious Keywords 5% Keyword pattern matching

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 mass fake reviews

Usage

Method 1: Paste Reviews

Paste reviews directly in conversation:

Check these reviews:

5 stars - Great product! Works perfectly.
5 stars - Amazing! Best purchase ever.
1 star - Not as described.

Method 2: JSON Input

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

Method 3: Demo Mode

python3 scripts/analyzer.py --demo

Output Example

📊 Review Authenticity Report

ASIN: B08XXXXX
Reviews: 10
Analysis Level: L4

━━━━━━━━━━━━━━━━━━━━━━━━

Authenticity Score: 66/100 ⚠️

Medium Risk - Some concerns found.

━━━━━━━━━━━━━━━━━━━━━━━━

Detection Dimensions

🔴 Time Clustering: 70/100
   Max 6 reviews within 48h

✅ Content Similarity: 24/100
   Found 0 highly similar review groups

━━━━━━━━━━━━━━━━━━━━━━━━

High-Risk Reviews (Top 3)

1. Risk 75% - "Perfect!"
   Reason: Too short, non-VP, templated 5-star

🔍 Want more accurate analysis? Add:
• Reviewer info → Unlock "Account Profile Analysis"

Interaction Flow

User Input (any format)
Smart field detection
Analyze with available data
Results + depth suggestions
User continues or ends

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

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Installs
3
GitHub Stars
149
First Seen
Apr 7, 2026