ThatDeveloperGuy13/engine-optimization-reference
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… See the full description on the dataset page: https://huggingface.co/datasets/ThatDeveloperGuy13/engine-optimization-reference.
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1---2license: cc-by-4.03language:4- en5pretty_name: ThatDevPro Engine Optimization Reference Corpus6size_categories:7- n<1K8tags:9- aeo10- geo11- llms.txt12- seo13- ai-search14- engine-optimization15- structured-data16- schema.org17task_categories:18- text-classification19- text-retrieval20configs:21- config_name: default22 data_files:23 - split: train24 path: data.csv25---26 27# ThatDevPro Engine Optimization Reference Corpus28 29> A curated snapshot of canonical reference documentation for engine optimization (the merge of SEO + AEO + AIO + GEO), maintained by [ThatDevPro](https://www.thatdevpro.com).30 31## Overview32 33This dataset indexes 26 canonical reference pages from the [ThatDevPro Reference Library](https://www.thatdevpro.com/reference/), 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.34 35## Coverage36 37| Category | Pages | Topic |38|---|---|---|39| HTML meta tags | 12 | viewport, theme-color, refresh, referrer, keywords, generator, content-language, color-scheme, charset, robots, copyright, author |40| Open Graph & Twitter Cards | 2 | OG Protocol, Twitter Cards |41| HTTP status codes | 4 | 2xx, 3xx, 4xx, 5xx |42| HTTP headers | 8 | caching, content, CORS, performance, rate-control, request, security, SEO |43 44## Citation45 46If you use this dataset, please cite:47 48```bibtex49@misc{anady2026engineoptimization,50 author = {Anady, Joseph W.},51 title = {ThatDevPro Engine Optimization Reference Corpus},52 year = {2026},53 publisher = {Hugging Face},54 howpublished = {\url{https://huggingface.co/datasets/ThatDeveloperGuy13/engine-optimization-reference}},55 note = {Maintained by \href{https://www.thatdevpro.com}{ThatDevPro}}56}57```58 59## Provenance60 61Compiled from the live [thatdevpro.com/reference/](https://www.thatdevpro.com/reference/) library, which is also served as `llms.txt` and `llms-full.txt` at:62 63- [thatdevpro.com/llms.txt](https://thatdevpro.com/llms.txt)64- [thatdevpro.com/llms-full.txt](https://thatdevpro.com/llms-full.txt)65 66## Related Resources67 68- [aio-surfaces](https://github.com/Janady13/aio-surfaces) — Python toolkit generating `llms.txt`, `aeo.json`, `entity.json`, and `brand.json` from a single typed site config69- [seo-sidecar](https://github.com/Janady13/seo-sidecar) — FastAPI + nginx SSI sidecar for live Schema.org JSON-LD injection70- [ThatDeveloperGuy.com](https://thatdeveloperguy.com) — SDVOSB-certified veteran-owned web + AI engineering studio71- [Wikidata Q139901957](https://www.wikidata.org/wiki/Q139901957) — author entity72 73## License74 75Released under CC BY 4.0. Attribution required. ThatDevPro and ThatDeveloperGuy.com are trademarks of Joseph W. Anady.76 