# Web URL Distillation & RAG Chunker

> Web URL Distillation & RAG Chunker is a paid API for AI agents from llms-generator.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).

Fetches and distills a web URL or raw HTML into compact, agent-ready tokens with BM25 budget control and multiple extraction modes

## Facts

- Endpoint: GET https://llms-generator.agentdiet.dev/v1/rag-chunk?utm_source=zero.xyz
- Price: $0.001/call
- Payment: MPP
- Status: unknown
- Last checked: 2026-10-21
- Activations on Zero: 0
- Provider: llms-generator.agentdiet.dev
- Website: https://llms-generator.agentdiet.dev
- Canonical page: https://www.zero.xyz/c/llms-generator-agentdiet-dev-web-url-distillation-rag-chunker-f1851521
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_kMwf9QOGmzAtel3_XwII8

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 llms-generator-agentdiet-dev-web-url-distillation-rag-chunker-f1851521
```

Example prompt: Distill the content at https://stripe.com/docs/payments into compact markdown and tell me how many tokens were saved compared to the raw page — use budget mode with a 500-token ceiling and focus the BM25 query on 'payment intents'.

## When to prefer this

Choose this endpoint when you need to read external web content but want to minimize token consumption in your LLM pipeline. It is especially valuable for RAG indexing workflows, documentation ingestion, or any agent loop where fetching a raw webpage would blow your context budget. The BM25 budget mode makes it uniquely suited for focused retrieval — when you only want the parts of a page relevant to a specific query — distinguishing it from generic scrapers that return full HTML.

## Known failure modes

- Invalid or unreachable URL returns an error status
- max_tokens below minimum of 20 triggers a validation error
- mode=budget without a query may return unfiltered content
- Raw HTML too large may exceed processing limits
- Paywalled or JavaScript-rendered pages may return incomplete content
- Missing required url parameter returns a 400-level error

## How this service works

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

## Output

Returns a JSON object with: distilled content (markdown, structured tables/metadata, skeleton outline, or BM25-filtered excerpt depending on mode), an ROI proof block showing raw token count, distilled token count, tokens saved, compression ratio %, and estimated LLM cost saved in USD, plus optional cache hit/miss status and billing details.

## 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/llms-generator-agentdiet-dev-web-url-distillation-rag-chunker-f1851521/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from llms-generator.agentdiet.dev](https://www.zero.xyz/host/llms-generator.agentdiet.dev/llms.txt)