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Automated /llms.txt & Agent Documentation Context Compiler
Automated /llms.txt & Agent Documentation Context Compiler is a paid API for AI agents from preflight.agentdiet.dev, paid per call via MPP, $0.015/call, status unknown (last checked 2026-10-21).
Crawls any documentation or SaaS website and generates a standards-compliant /llms.txt manifest plus JSON-LD schema bundle for AI agent consumption
Price / call$0.015
Success—
StatusUnknown
How this service works
Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and JSON-LD schema bundle. (Live x402 v2, IETF MPP & MCP endpoint at https://preflight.agentdiet.dev/v1/agent-card)
Output
Returns a standards-compliant /llms.txt manifest and a JSON-LD schema bundle compiled from the crawled documentation or SaaS site, structured for direct AI agent ingestion and navigation.
Example use cases
AI-ready docs for your own SaaS
“Crawl our developer documentation at https://docs.mycompany.com and generate a proper /llms.txt manifest and JSON-LD bundle so AI agents can read and navigate our API docs without scraping raw HTML.”
Onboarding a third-party tool into an agent workflow
“I need to give my agent full context on how to use Notion — can you crawl https://developers.notion.com and produce a standards-compliant llms.txt agent manifest from it?”
Auditing a competitor's agent-readiness
“Crawl https://docs.airtable.com and compile an /llms.txt manifest for it — I want to see how well their documentation is structured for AI agent consumption.”
Technical details
Endpoint
GEThttps://preflight.agentdiet.dev/v1/agent-card?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to programmatically produce an /llms.txt manifest or JSON-LD agent context bundle from any live documentation or SaaS website, particularly when preparing third-party or your own docs for AI agent consumption. Prefer it over manual /llms.txt authoring or generic web scrapers when standards compliance and JSON-LD output are required.
Side effects
- URL is unreachable or returns non-200 status — crawl fails with error
- Site blocks crawlers via robots.txt or Cloudflare — partial or empty manifest returned
- URL points to a non-documentation site with little structured content — low-quality or sparse manifest
- Malformed or missing URL parameter — validation error returned
- Very large documentation sites may timeout or return incomplete coverage
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| urlrequired | string | Website URL to crawl and generate a ready-to-consume /llms.txt manifest for |
Output
Schema · Response
{
"type": "object"
}Reviews
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