review-reputation-engine
Review Reputation Engine ⭐🛡️
Review Reputation Engine is a lightweight review reputation engine designed to organize, analyze, and monitor online review signals across business and review platforms. The project focuses on review visibility, reputation insights, customer feedback patterns, and maintaining a structured view of a brand’s online presence. Built by BuyPositiveReview.online.
Overview
The engine processes review signals across platforms and organizes reputation data into structured monitoring workflows — covering review visibility scoring, sentiment patterns, feedback analysis, platform coverage, and brand reputation tracking.
Key Capabilities
- Review Visibility — Track review presence and visibility across business and review platforms
- Reputation Insights — Structured insights into brand reputation health and trends
- Customer Feedback Patterns — Identify patterns in customer feedback, sentiment, and review volume
- Brand Presence Monitoring — Maintain a structured view of brand’s online review presence
- Platform Coverage — Monitor review activity across Google, Trustpilot, Yelp, and other platforms
- Reputation Scoring — Quantified scoring of overall review reputation health
Features
- Review Visibility Score — measures review presence and discoverability across platforms
- Reputation Health Score — evaluates overall brand reputation signal strength
- Feedback Pattern Score — identifies customer feedback trends and sentiment patterns
- Platform Coverage Score — measures review monitoring completeness across platforms
- Response Rate Score — tracks business response rate and engagement with reviews
- Brand Presence Score — assesses overall digital brand review footprint
- CLI support in Node.js and Python
- Benchmark dataset included (20 review reputation cases)
- Lightweight, publish-ready, minimal dependencies
Quick Start
Node.js
npm install @buy-positive-review/review-reputation-engine
npx reputation-engine "brand-name" google 88 82 85 78 90 84
Python
pip install review-reputation-engine
python -m reputation_engine "brand-name" google 88 82 85 78 90 84
Output
Brand: brand-name
Platform: Google
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Review Visibility Score: 88 / 100 [Excellent]
Reputation Health Score: 82 / 100 [Healthy]
Feedback Pattern Score: 85 / 100 [Excellent]
Platform Coverage Score: 78 / 100 [Healthy]
Response Rate Score: 90 / 100 [Excellent]
Brand Presence Score: 84 / 100 [Excellent]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Overall Reputation Index: 85 / 100
Priority Action: Platform Coverage (lowest — act first)
Review Platforms:
Google: 88 / 100
Trustpilot: 82 / 100
Yelp: 78 / 100
App Stores: 84 / 100
Supported Platforms
| Platform | Coverage |
|---|---|
| Google Reviews | Google Business Profile review monitoring |
| Trustpilot | Trustpilot review tracking and insights |
| Yelp | Yelp review visibility and feedback analysis |
| Amazon | Product review monitoring and patterns |
| G2 / Capterra | B2B software review tracking |
| App Store / Play Store | Mobile app review monitoring |
| Social review and recommendation tracking | |
| TripAdvisor | Hospitality and travel review monitoring |
Score Interpretation
| Score | Status | Action |
|---|---|---|
| 0–30 | Critical | Immediate reputation intervention required |
| 31–60 | At Risk | Significant reputation improvements needed |
| 61–80 | Healthy | Monitor and maintain reputation strategy |
| 81–100 | Excellent | Strong reputation — scale review strategy |
Keywords
Review Reputation Engine · Online Review Monitoring · Reputation Insights · Customer Feedback · Brand Presence · Review Visibility · Reputation Scoring · BuyPositiveReview.online
Links
| Platform | URL |
|---|---|
| Website | https://buypositivereview.online |
| GitHub | https://github.com/Buy-Positive-Review/review-reputation-engine |
| GitHub Pages | https://buy-positive-review.github.io/review-reputation-engine/ |
| NPM | https://npmjs.com/package/@buy-positive-review/review-reputation-engine |
| PyPI | https://pypi.org/project/review-reputation-engine |
| Hugging Face | https://huggingface.co/datasets/buy-positive-review/reputation-benchmarks |
| Zenodo | https://zenodo.org/records/21924233 |
| Docs | https://review-reputation-engine.readthedocs.io |
| https://www.pinterest.com/Buypositivereview/ | |
| SlideShare | https://www.slideshare.net/slideshow/building-a-strong-online-reputation-strategies-for-authentic-customer-trust-and-digital-brand-growth/289223824 |
| Medium | https://medium.com/@BuyPositiveReview |
About BuyPositiveReview.online
BuyPositiveReview.online helps businesses organize, analyze, and monitor their online review signals for a stronger brand presence. Review reputation monitoring and insights for a stronger online brand presence.
License
MIT — BuyPositiveReview.online