# 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

## Facts

- Endpoint: GET https://preflight.agentdiet.dev/v1/llms-txt?utm_source=zero.xyz
- Price: $0.015/call
- Payment: MPP
- Status: unknown
- Last checked: 2026-10-21
- Activations on Zero: 0
- Provider: preflight.agentdiet.dev
- Website: https://preflight.agentdiet.dev
- Canonical page: https://www.zero.xyz/c/preflight-agentdiet-dev-automated-llms-txt-agent-documentation-62cd0302
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_OSvlsQ-hGlHGlAtA0DW1F

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability preflight-agentdiet-dev-automated-llms-txt-agent-documentation-62cd0302
```

Example prompt: Can you crawl the Stripe documentation site at https://stripe.com/docs and generate a standards-compliant /llms.txt manifest and JSON-LD schema bundle so my agent can understand and use their API?

## When to prefer this

Choose this endpoint when you need to make any existing documentation or SaaS website natively consumable by AI agents via the /llms.txt standard, especially when the target site does not already publish its own /llms.txt. It is the right tool for bootstrapping agent context, enabling MCP-compatible tool discovery from third-party docs, or auditing a site's agent-readiness without manual effort.

## Known failure modes

- URL is unreachable or returns non-200 status — crawl fails with error
- Site uses heavy JavaScript rendering that blocks static crawl — incomplete manifest
- URL points to a non-documentation resource with insufficient structured content — sparse or empty manifest
- Rate limiting or bot-blocking by the target site — crawl interrupted
- Malformed or ambiguous URL input — validation error

## 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-txt)

## Output

Returns a standards-compliant /llms.txt manifest and JSON-LD schema bundle compiled from the crawled documentation or SaaS site, structured for direct consumption by AI agents and LLM-based tools.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "url"
 ],
 "properties": {
  "url": {
   "type": "string",
   "minLength": 1,
   "description": "Website URL to crawl and generate a ready-to-consume /llms.txt manifest for"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object"
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/preflight-agentdiet-dev-automated-llms-txt-agent-documentation-62cd0302/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from preflight.agentdiet.dev](https://www.zero.xyz/host/preflight.agentdiet.dev/llms.txt)