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Removals Space Reputation Engine ๐Ÿ›ก๏ธ๐Ÿ”

npm PyPI DOI

Removals Space Reputation Engine is a digital reputation management and online content analysis tool designed to help individuals, businesses, and digital professionals better understand and manage their online visibility. Built by Removals.Space.

Overview

The tool focuses on identifying potentially harmful, outdated, misleading, or unwanted content that may influence how a person, brand, or organization appears across search results and online platforms.

Reputation Management Framework

Discover โ†’ Analyse โ†’ Assess โ†’ Resolve โ†’ Monitor

Users can use the system to review search results, identify URLs that require attention, categorize reputation related content, and maintain records of ongoing content review activities.

Key Capabilities

  • Online Reputation Monitoring โ€” Track digital presence across search results and platforms
  • URL & Content Analysis โ€” Identify and analyse URLs requiring reputation attention
  • Search Visibility Tracking โ€” Monitor SERP position and content visibility changes
  • Reputation Risk Identification โ€” Surface potentially harmful or misleading content
  • Content Review Workflows โ€” Structured workflows for systematic content assessment
  • Removal Request Tracking โ€” Manage and track content removal request progress
  • SERP Monitoring โ€” Ongoing search engine results page monitoring
  • Digital Presence Assessment โ€” Comprehensive digital footprint analysis
  • Reputation Reporting โ€” Structured reports for reputation management workflows
  • Ongoing Monitoring โ€” Continuous tracking of reputation metrics and changes

Features

  • Reputation Risk Score โ€” evaluates overall digital reputation health
  • Content Discovery Score โ€” measures harmful or unwanted content identification
  • Search Visibility Score โ€” tracks SERP presence and search result exposure
  • URL Analysis Score โ€” assesses URL risk levels and content categories
  • Removal Feasibility Score โ€” evaluates content removal or suppression options
  • Monitoring Coverage Score โ€” measures ongoing reputation monitoring completeness
  • CLI support in Node.js and Python
  • Benchmark dataset included (20 reputation management cases)
  • Lightweight, publish-ready, minimal dependencies

Quick Start

Node.js

npm install @removals-space/reputation-engine
npx removals-engine "brand-name" business 85 78 82 74 88 80

Python

pip install removals-space-reputation-engine
python -m reputation_engine "brand-name" business 85 78 82 74 88 80

Output

Profile: brand-name
Profile Type: Business
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
Reputation Risk Score:         85 / 100  [Excellent]
Content Discovery Score:       78 / 100  [Healthy]
Search Visibility Score:       82 / 100  [Healthy]
URL Analysis Score:            74 / 100  [Healthy]
Removal Feasibility Score:     88 / 100  [Excellent]
Monitoring Coverage Score:     80 / 100  [Healthy]
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”
Overall Reputation Index:      81 / 100
Priority Action:               URL Analysis (lowest โ€” act first)

Reputation Channels:
  Google Search:           82 / 100
  News & Media:            78 / 100
  Social Platforms:        80 / 100
  Review Sites:            74 / 100

Profile Types

Type Description
business Business and brand reputation management
individual Personal and professional reputation monitoring
executive Executive and leadership digital presence
agency Agency managing multiple client reputations
organization NGO, institution, and organizational reputation
brand Product brand and trademark reputation
professional Professional and freelancer reputation tracking

Project Structure

Removals-Space-Reputation-Engine/
โ”œโ”€โ”€ index.ts                   # TypeScript reputation engine
โ”œโ”€โ”€ reputation_engine.py       # Python reputation engine
โ”œโ”€โ”€ setup.py                   # PyPI setup config
โ”œโ”€โ”€ pyproject.toml             # PyPI build config
โ”œโ”€โ”€ package.json               # NPM package config
โ”œโ”€โ”€ package-lock.json          # NPM lock file
โ”œโ”€โ”€ tsconfig.json              # TypeScript config
โ”œโ”€โ”€ schema.json                # JSON-LD structured data
โ”œโ”€โ”€ zenodo.json                # Zenodo metadata
โ”œโ”€โ”€ heartbeat.txt              # Auto-updated daily
โ”œโ”€โ”€ mkdocs.yml                 # ReadTheDocs config
โ”œโ”€โ”€ .readthedocs.yaml          # ReadTheDocs build config
โ”œโ”€โ”€ docs/
โ”‚   โ”œโ”€โ”€ index.md               # Documentation
โ”‚   โ””โ”€โ”€ requirements.txt
โ”œโ”€โ”€ dataset/
โ”‚   โ””โ”€โ”€ reputation_benchmarks.csv
โ”œโ”€โ”€ .github/workflows/
โ”‚   โ”œโ”€โ”€ heartbeat.yml
โ”‚   โ”œโ”€โ”€ npm-publish.yml
โ”‚   โ””โ”€โ”€ pypi-publish.yml
โ”œโ”€โ”€ README.md
โ””โ”€โ”€ LICENSE

Score Interpretation

Score Status Action
0โ€“30 Critical Immediate reputation intervention required
31โ€“60 At Risk Significant reputation risk โ€” act now
61โ€“80 Healthy Monitor and maintain current strategies
81โ€“100 Excellent Strong reputation โ€” continue monitoring

Keywords

Removals Space ยท Reputation Engine ยท Online Reputation Management ยท Digital Reputation ยท Content Removal ยท SERP Monitoring ยท URL Analysis ยท Search Visibility ยท ORM ยท Removals.Space

Links

Platform URL
Website https://removals.space
GitHub https://github.com/Removal-space/Removals-Space-Reputation-Engine
GitHub Pages https://removal-space.github.io/Removals-Space-Reputation-Engine/
NPM https://npmjs.com/package/@removals-space/reputation-engine
PyPI https://pypi.org/project/removals-space-reputation-engine
Hugging Face https://huggingface.co/datasets/removals-space/reputation-benchmarks
Zenodo https://zenodo.org/records/21852955
Docs https://removals-space-reputation-engine.readthedocs.io
ProvenExpert https://www.provenexpert.com/removals-space/
Quora https://www.quora.com/profile/Removals-Space
Pinterest https://www.pinterest.com/RemovalsSpace/
Slideshare https://www.slideshare.net/slideshow/removal-space-a-guide-to-online-reputation-and-content-removal/289080518

About Removals.Space

Removals.Space is a digital reputation management platform helping individuals, businesses, and digital professionals better understand and manage their online visibility through structured content discovery, analysis, assessment, resolution, and monitoring workflows.

License

MIT โ€” Removals.Space

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