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Web URL Token Optimizer & Distiller
Web URL Token Optimizer & Distiller 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 a webpage 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://llms-generator.agentdiet.dev/v1/token-optimizer)
Output
Returns a JSON object containing the distilled content (Markdown, structured tables/metadata, skeleton outline, or BM25-focused excerpt depending on mode), plus an roi_proof block showing raw vs. distilled token counts, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and ROI multiplier. Also includes cache status (HIT/MISS) and billing details.
Example use cases
Compress docs page for LLM context
“Take the Stripe documentation at https://stripe.com/docs/api and distill it into structured markdown so I can fit it into my LLM context window without blowing my token budget.”
Focused BM25 excerpt from news article
“Fetch https://techcrunch.com/2024/05/01/openai-funding and extract only the parts about funding amounts and investors — use budget mode with 'funding valuation investors' as the query and keep it under 300 tokens.”
Skeleton outline of a competitor landing page
“Can you pull https://anthropic.com/claude and give me just a skeleton outline of the page structure — headings, sections, and key calls to action — without all the full body text?”
Technical details
Endpoint
GEThttps://llms-generator.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to read a webpage but must stay within a token budget — especially before passing web content to an LLM. It is preferable over raw scraping when you need clean, structured, or BM25-focused content rather than raw HTML, and when you want quantified proof of token savings. Use the budget mode with a query when only a specific topic within a large page is relevant.
Side effects
- Invalid or unreachable URL returns an error status
- Target URL blocks automated fetching (403/robots.txt) causing fetch failure
- max_tokens set too low to produce meaningful output
- mode=budget used without a query parameter, reducing BM25 focus effectiveness
- HTML payload too large may exceed processing limits
- Payment failure via x402 results in 402 response blocking execution
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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