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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/llms-generator)
Output
Returns a standards-compliant /llms.txt manifest and JSON-LD schema bundle derived from crawling the provided URL, structured for direct consumption by AI agents, LLMs, and MCP-compatible tooling. The output provides a compact, navigable index of the site's documentation or product content.
Example use cases
Developer docs agent-readiness setup
“Crawl my documentation site at https://docs.myproduct.com and compile a ready-to-use /llms.txt manifest with JSON-LD so AI agents and LLMs can navigate my docs properly.”
SaaS product onboarding for AI agents
“I want AI agents to be able to discover and use my SaaS product — can you crawl https://www.acmesaas.io and generate a standards-compliant llms.txt manifest and JSON-LD schema bundle for it?”
Open-source library documentation indexing
“Generate an /llms.txt manifest and JSON-LD schema for the LangChain documentation at https://python.langchain.com/docs so I can include it as agent context in my MCP setup.”
Technical details
Endpoint
GEThttps://preflight.agentdiet.dev/v1/llms-generator?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to make any web-based documentation or SaaS product site immediately consumable by AI agents in the /llms.txt standard format. It is especially useful for developers onboarding their products into AI agent ecosystems, MCP pipelines, or LLM toolchains, and when you need both a /llms.txt manifest and JSON-LD schema in a single automated call rather than hand-crafting them manually.
Side effects
- Invalid or unreachable URL returns an error with no manifest generated
- Private or authentication-gated documentation sites may return incomplete or empty manifests
- Very large documentation sites may time out or return partial results
- Malformed HTML or non-standard site structures may reduce manifest quality
- Rate limiting or bot-blocking on the target site may prevent successful crawling
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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