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Web URL Token Optimizer & Distiller
Web URL Token Optimizer & Distiller is a paid API for AI agents from whale-momentum.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches a URL or raw HTML and distills it into compact, agent-ready tokens using BM25 budget control and multiple extraction modes
Price / call$0.001
Success—
StatusUnknown
How this service works
Distill a URL or raw HTML payload with BM25 budget control (Live x402 v2, IETF MPP & MCP endpoint at https://whale-momentum.agentdiet.dev/v1/token-optimizer)
Output
Returns a JSON object containing the distilled content (Markdown, structured tables, skeleton outline, or BM25-focused excerpt depending on mode), along with an ROI proof block showing raw vs. distilled token counts, tokens saved, compression ratio percentage, estimated LLM cost savings, and a billing summary. Also includes cache hit/miss status and latency.
Example use cases
Compress docs page for LLM context
“Distill https://docs.openai.com/api-reference into structured markdown and keep it under 800 tokens so I can fit it in my prompt without blowing the context window.”
Budget-focused extraction with BM25 query
“Fetch https://en.wikipedia.org/wiki/Transformer_(machine_learning_model) and pull out only the parts relevant to 'attention mechanism' — strict 300 token budget please.”
Convert competitor landing page to skeleton outline
“Give me a skeleton outline of https://anthropic.com so I can quickly understand the page structure and key sections without reading the whole thing.”
Technical details
Endpoint
GEThttps://whale-momentum.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to ingest live web content but must stay within a strict token budget, reduce LLM API costs, or extract only query-relevant sections of a page. It is especially useful when the raw HTML of a page would exceed context window limits, or when structured/skeleton output is needed instead of raw text. Prefer this over generic scrapers when token-efficiency and BM25-ranked relevance are priorities.
Side effects
- URL is unreachable or returns non-200 status — endpoint may return an error status
- HTML payload is too large or malformed — distillation may fail or truncate
- max_tokens set below 20 — rejected by schema validation
- BM25 query provided without mode=budget — query may be ignored
- Payment not completed via x402 — request blocked with 402 response
- URL is behind authentication wall — fetch returns empty or login page content
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| urlrequired | string | Target webpage URL to fetch and distill (or builtin://stripe-docs) |
| html | string | Optional raw HTML string to distill directly without fetching |
| mode | string | Distillation mode |
| query | string | BM25 focus query when mode=budget |
| max_tokens | integer | Strict token budget ceiling when mode=budget |
Output
Schema · Response
| Field | Type | Description |
|---|---|---|
| datarequired | object | Distilled Markdown, structured JSON tables/metadata, skeleton outline, or BM25 budget excerpt. |
| cache | object | |
| statusrequired | string | Execution status ('ok') |
| billing | object | |
| roi_proofrequired | object |
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