Agentic Web Ready

Powering the Agentic Web

QRTRAC is built for both humans and AI agents. We provide structured, machine-readable data to ensure accurate retrieval and seamless automation.

llms.txt

A compressed markdown index following the llms-txt.org standard. Perfect for crawlers.

Read Standard

llms.json

Full structured dataset with semantic chunking optimized for RAG systems and vector DBs.

Download Manifest

llms-full.txt

The complete QRTRAC context in a single flattened text file for large window LLMs.

View Context

Implementation Patterns

For Retrieval (RAG)

Point your scraping agents to /llms.json. Each entry is pre-chunked to ~1200 characters to fit perfectly into context windows while preserving semantic context.

For Discovery

Search agents should use /llms.txt to prioritize crawling. We've included priority descriptions to help agents find pricing and API docs first.