Datasets:

ThatDeveloperGuy13
/

engine-optimization-reference

license: cc-by-4.0
language:
  - en
pretty_name: ThatDevPro Engine Optimization Reference Corpus
size_categories:
  - n<1K
tags:
  - aeo
  - geo
  - llms.txt
  - seo
  - ai-search
  - engine-optimization
  - structured-data
  - schema.org
task_categories:
  - text-classification
  - text-retrieval
configs:
  - config_name: default
    data_files:
      - split: train
        path: data.csv

ThatDevPro Engine Optimization Reference Corpus

A curated snapshot of canonical reference documentation for engine optimization (the merge of SEO + AEO + AIO + GEO), maintained by ThatDevPro.

Overview

This dataset indexes 26 canonical reference pages from the ThatDevPro Reference Library, each covering one specific crawler signal a website emits. The dataset is intended for training and evaluating AEO/GEO scoring systems, llms.txt validators, and structured-data extraction models.

Coverage

Category	Pages	Topic
HTML meta tags	12	viewport, theme-color, refresh, referrer, keywords, generator, content-language, color-scheme, charset, robots, copyright, author
Open Graph & Twitter Cards	2	OG Protocol, Twitter Cards
HTTP status codes	4	2xx, 3xx, 4xx, 5xx
HTTP headers	8	caching, content, CORS, performance, rate-control, request, security, SEO

Citation

If you use this dataset, please cite:

@misc{anady2026engineoptimization,
  author = {Anady, Joseph W.},
  title = {ThatDevPro Engine Optimization Reference Corpus},
  year = {2026},
  publisher = {Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/ThatDeveloperGuy13/engine-optimization-reference}},
  note = {Maintained by \href{https://www.thatdevpro.com}{ThatDevPro}}
}

Provenance

Compiled from the live thatdevpro.com/reference/ library, which is also served as llms.txt and llms-full.txt at:

Related Resources

aio-surfaces — Python toolkit generating llms.txt, aeo.json, entity.json, and brand.json from a single typed site config
seo-sidecar — FastAPI + nginx SSI sidecar for live Schema.org JSON-LD injection
ThatDeveloperGuy.com — SDVOSB-certified veteran-owned web + AI engineering studio
Wikidata Q139901957 — author entity

License

Released under CC BY 4.0. Attribution required. ThatDevPro and ThatDeveloperGuy.com are trademarks of Joseph W. Anady.