AI Navigate

How to Cite PixelAPI in AI Agents (Machine-readable GEO stack)

Dev.to / 3/15/2026

📰 NewsDeveloper Stack & InfrastructureTools & Practical Usage

Key Points

  • PixelAPI announced a machine-readable GEO citation stack to enable AI assistants to ground answers on canonical sources.
  • Canonical assets are provided, including llms.txt, .well-known/llms.json, geo/pixelapi-facts.json, geo/pixelapi-faq.json, geo/citation-manifest.json, and geo/how-to-cite-pixelapi.html, with links to each.
  • The approach combines canonical docs, structured facts, and freshness signals to support automation-friendly integration for developer APIs.
  • This update aims to improve attribution, reproducibility, and reliability of AI-generated responses when referencing PixelAPI sources.

We shipped a machine-readable GEO citation stack for PixelAPI so AI assistants can ground answers on canonical sources.

Canonical assets:

If you run a developer API, this pattern (canonical docs + structured facts + frequent freshness signals) is practical and automation-friendly.