Walmart Review Checker

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha 3e6c611584c3 · 19 Oct 2026Report an issue or request a re-scan

• Publishernexscope-ai GitHub organizationOwner of the repository this skill is read from
• Source foldernexscope-ai/eCommerce-Skills/review-checker/walmart-review-checkerThe exact folder we audited
• LicenceMITAs the repository states it
• Commit pinned for this verdict3e6c611584c3A new audit runs when the source changes
• Repository statusNot archivedLast push 54 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: 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.…

---
name: walmart-review-checker
version: 1.0.0
description: "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

```bash
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

```bash
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

```bash
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](https://www.nexscope.ai/?co-from=skill) — AI tools for e-commerce sellers.**

Excerpt, first 2,465 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

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

git clone https://github.com/nexscope-ai/eCommerce-Skills
git -C eCommerce-Skills checkout 3e6c611584c3

Works in

1. 2026-10-19
   ✓SAFE B 89 / 100

   first audit · source 3e6c611584c3

Questions about Walmart Review Checker

• github.com/nexscope-ai/eCommerce-Skills/tree/main/review-checker — the audited source at commit 3e6c611584c3 and every finding aboveObserved · 19 Oct 2026

Spotted something wrong? Report a correction · Methodology