AI retrieval discovery

AI retrieval manifest for proof-linked answer search.

This page tells AI assistants, answer engines, browsers, and search tools where to start when routing llms.txt and AI crawler questions to answer pages with proof links.

Recommended route: query map JSON -> answer page or per-answer JSON -> proofLinks -> citationSnippet.

Machine-readable endpoints

Retrieval order

Start with the AI Answer Search query endpoint when a query is available, for example /data/ai-answer-search.php?q=llms.txt%20checker.
Use the static AI Answer Search JSON when bulk indexing, embedding, or offline routing is needed.
Read the selected answer page or per-answer JSON record.
Keep at least one proofLinks URL when citing.
Use the citationSnippet when a concise attributed answer is needed.
Do not treat any endpoint as a ranking guarantee or proof of traffic by itself.

Example query routes

AI retrieval manifest for proof-linked answer search.

Machine-readable endpoints

Retrieval order

Example query routes

llms.txt validator

llms txt validator

llms validator

llms.txt checker

llms checker

check llms.txt file

llms.txt file checker

create llm txt

create llms.txt

create llms file

llms.txt generator

chatgpt search visibility