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amazon-review-checker

Amazon review authenticity analyzer. Detect fake reviews, suspicious patterns, and rating manipulation. Includes time clustering detection, content similarity analysis, rating distribution checks, and verified purchase validation. Progressive analysis with L1-L4 depth levels. No API key required.

The English summary is being prepared. Showing the original description.

See how to install

Files included (4)

  • SKILL.md3.6 KB
  • scripts/analyzer.py27.8 KB
  • scripts/parser.py9.9 KB
  • scripts/report_html.py13.5 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

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

LevelRequired DataUnlocked Analysis
L1 BasicReview contentSimilarity, length, keywords
L2 Advanced+ Review dateTime clustering detection
L3 Deep+ Star ratingRating distribution analysis
L4 Complete+ VP statusVerified purchase validation

Detection Dimensions

DimensionWeightMethod
Time Clustering25%Sliding window + burst detection
Content Similarity20%N-gram + Jaccard similarity
Rating Distribution20%Chi-square test vs natural distribution
VP Ratio15%Compare to category benchmark
Review Length5%Entropy analysis
Suspicious Keywords5%Keyword pattern matching

Risk Levels

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