CMG Viewer

CMG Viewer analyzes content metrics to help editors and SEO analysts evaluate topic coverage, linking structure, and readability for faster optimization.

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About This Tool

CMG Viewer ingests a Content Metrics Grid data set to surface domain-relevant signals for content quality and SEO. It targets editors, SEO teams, and content strategists who need structured, artifact-ready metrics rather than ad-hoc checks.
Conceptually, the tool normalizes inputs, computes a coverage score, readability, and linking quality, and then outputs a compact report with recommendations. It emphasizes explicit domain rules, such as minimum topic coverage thresholds and internal linking constraints, making results actionable for downstream workflows.
Core value lies in repeatable, scalable assessments across large content libraries. By separating required vs optional features, it supports MVP use while enabling advanced batch analyses, locale-aware checks, and exportable reports for audits, roadmaps, and performance reviews.
Typical use cases include early-stage content audits, quarterly SEO refreshes, and topic-branch planning. Example: a CMG data snippet for a topic area returns a coverage_score of 0.78, readability of 62, and a prioritized list of actions to improve topic coverage and internal linking.

How to Use

  1. Provide inputs: supply cmg_data in JSON or CSV format.
  2. Configure scope: choose batch processing or single-snippet mode.
  3. Run calculation: trigger the domain logic to compute coverage, readability, and linking metrics.
  4. Review outputs: examine scores, flags, and prioritized recommendations.
  5. Export results: download JSON or CSV for downstream workflows.
How to use cmg viewer

Frequently Asked Questions

Find Quick Answers

What is CMG data?
CMG data refers to a Content Metrics Grid that encodes topic coverage, keywords, length, readability, and linking signals. It is used to assess content quality, coverage breadth, and optimization readiness across a content set.
Which formats are accepted?
Inputs accept JSON or CSV CMG data. Locale codes and an output format (JSON or CSV) are optional but recommended for localization and integration with downstream tools.
How are scores calculated?
Scores are computed from a weighted domain signal set: coverage_score from topic coverage and keyword density, readability_score via a standard readability formula, and a linking_score from internal vs total link opportunities. Thresholds map to action priorities.
What outputs can I expect?
A structured scorecard with per-topic breakdown, overall scores, flags for gaps, and prioritized optimization actions. Results are exportable in JSON or CSV for integration into audits and roadmaps.

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