ModelBreeder.com
Tools Introductory 1 minute read Updated 2026-06-29 UTC

SEO/AEO/GEO Audit Tool

A browser-local checklist for reviewing whether a ModelBreeder.com page is useful, answer-ready, source-backed, internally linked, and discovery-consistent.

Research statusBrowser-local decision support Publication statePublished Reviewed byMichael Kappel Source reports9

Answer first

The SEO/AEO/GEO Audit Tool converts search visibility into an editorial checklist. It scores whether a page is useful to people, easy to answer from, grounded in source evidence, and consistent with generated discovery files.

Visibility readiness0
Recommended next actionReview

Move one page at a time from good content to answer-ready, source-backed, internally linked content.

How to use it

Pick one page and score the current state. Improve the lowest dimension first. Good pages usually do not need more keywords; they need a clearer answer, better examples, stronger source links, or a better route relationship.

What the score means

Score rangeMeaning
72–80Strong page. Keep evidence fresh and add examples when useful.
56–71Good candidate. Improve answer-first copy, links, or source evidence.
40–55Needs editorial work before promotion.
Below 40Rewrite around one useful reader intent.

Output artifacts

After an audit round, update:

  • the page itself;
  • related internal links;
  • assets/data/canonical-answers.json if the page owns an answer;
  • assets/data/entity-catalog.json if the page owns an entity;
  • llms.txt only when the route is a high-value canonical route;
  • release notes and .uai memory.

Source reports used for this guide

These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.

Implementation directivesModelBreeder v2.7.0 Positive Exploration DirectiveCurrent operating directive · 35.8 KB Architecture and project resourcesModelBreeder Architecture and ProjectsSource report · 53.0 KB Architecture and project resourcesModelBreeder Architecture and ResourcesSource report · 50.9 KB Architecture and project resourcesModelBreeder Architecture and Resources Part 2Source report · 33.5 KB Evolution lab and dashboardsExploring Ecology Dashboard ArchitectureSource report · 64.7 KB Architecture and model mergingModel Breeder Architecture Deep DiveSource report · 76.7 KB Architecture and runtime explorationModelBreeder Architecture ExplorationSource report · 48.9 KB Site evidence and release governanceModelBreeder.com Site Discovery and Publishing Implementation NotesProject implementation note · 2.0 KB Site publication evidenceSite publication evidenceApplied implementation evidence · 1.8 KB
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