# Web URL Distillation to Agent-Ready Tokens

> Web URL Distillation to Agent-Ready Tokens is a paid API for AI agents from preflight.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).

Fetches a webpage (or accepts raw HTML) and compresses it into compact, token-efficient Markdown, structured JSON, outline skeleton, or BM25-focused budget excerpt for AI agent consumption.

## Facts

- Endpoint: GET https://preflight.agentdiet.dev/v1/pdf-extract?utm_source=zero.xyz
- Price: $0.001/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-web-url-distillation-to-agent-ready-tokens-6ab54390
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_IaOb0tAUAIlFYIJg7Fi8H

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-web-url-distillation-to-agent-ready-tokens-6ab54390
```

Example prompt: Can you fetch https://docs.stripe.com/payments and distill it into compact markdown, keeping it under 2000 tokens so I don't blow my context window?

## When to prefer this

Choose this endpoint when an AI agent needs to read or process web pages but must stay within a token budget or minimize LLM costs. It is especially valuable over raw fetch/scrape tools when you need clean, structured, or summarized output rather than raw HTML, and when token efficiency is a primary concern. The BM25 budget mode is uniquely useful when only a relevant slice of a large page is needed. Prefer it over generic web scrapers when you want built-in compression metrics and cost-savings proofs.

## Known failure modes

- URL is unreachable or returns non-200 — fetch error returned
- URL is valid but page requires JavaScript rendering — may return incomplete or empty content
- max_tokens set too low (below 20) — schema validation error
- mode=budget used without a query parameter — BM25 scoring has no focus signal
- Raw HTML provided but is malformed or empty — distillation may return minimal output
- Payment not provided for x402-gated endpoint — 402 Payment Required response

## How this service works

Distill a URL or raw HTML payload with BM25 budget control (Live x402 v2, IETF MPP & MCP endpoint at https://preflight.agentdiet.dev/v1/pdf-extract)

## Output

Returns a data object containing the distilled content (Markdown, structured JSON, skeleton, or BM25 excerpt depending on mode), a cache status object with HIT/MISS and latency, billing details, and an roi_proof block showing raw vs distilled token counts, compression ratio percentage, tokens saved, ROI multiplier, and estimated LLM cost saved in USD.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "url"
 ],
 "properties": {
  "url": {
   "type": "string",
   "minLength": 1,
   "description": "Target webpage URL to fetch and distill (or builtin://stripe-docs)"
  },
  "html": {
   "type": "string",
   "description": "Optional raw HTML string to distill directly without fetching"
  },
  "mode": {
   "enum": [
    "markdown",
    "structured",
    "skeleton",
    "budget"
   ],
   "type": "string",
   "default": "markdown",
   "description": "Distillation mode"
  },
  "query": {
   "type": "string",
   "description": "BM25 focus query when mode=budget"
  },
  "max_tokens": {
   "type": "integer",
   "minimum": 20,
   "description": "Strict token budget ceiling when mode=budget"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "status",
  "roi_proof",
  "data"
 ],
 "properties": {
  "data": {
   "type": "object",
   "description": "Distilled Markdown, structured JSON tables/metadata, skeleton outline, or BM25 budget excerpt."
  },
  "cache": {
   "type": "object",
   "properties": {
    "status": {
     "enum": [
      "HIT",
      "MISS"
     ],
     "type": "string"
    },
    "cache_key": {
     "type": "string"
    },
    "latency_ms": {
     "type": "number"
    }
   }
  },
  "status": {
   "type": "string",
   "description": "Execution status ('ok')"
  },
  "billing": {
   "type": "object",
   "properties": {
    "agent_id": {
     "type": "string"
    },
    "payment_method": {
     "type": "string"
    },
    "fee_charged_usd": {
     "type": "number"
    }
   }
  },
  "roi_proof": {
   "type": "object",
   "properties": {
    "raw_tokens": {
     "type": "integer"
    },
    "tokens_saved": {
     "type": "integer"
    },
    "roi_multiplier": {
     "type": "number"
    },
    "distilled_tokens": {
     "type": "integer"
    },
    "llm_cost_saved_usd": {
     "type": "number"
    },
    "compression_ratio_pct": {
     "type": "number"
    }
   }
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/preflight-agentdiet-dev-web-url-distillation-to-agent-ready-tokens-6ab54390/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)