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Web URL Token Optimizer & Distiller
Web URL Token Optimizer & Distiller is a paid API for AI agents from shopify-spy.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches a webpage 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://shopify-spy.agentdiet.dev/v1/token-optimizer)
Output
Returns a distilled version of the webpage in the chosen mode (markdown, structured JSON, skeleton, or BM25-budget excerpt), along with an ROI proof object showing raw token count, distilled token count, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and an ROI multiplier. Also includes cache status (HIT/MISS) and billing details.
Example use cases
Compress docs page for LLM context
“Distill https://docs.openai.com/api-reference into structured JSON tables so I can fit the key API details into my agent's context window without blowing the token limit.”
Budget-focused competitor research
“Pull https://www.competitor.com/pricing and give me only the most relevant content about their pricing tiers, using budget mode with max 500 tokens and focusing on 'enterprise plan costs'.”
Skeleton outline of long article
“Fetch https://en.wikipedia.org/wiki/Large_language_model and return just a skeleton outline of the page structure so I can decide which sections are worth reading in full.”
Technical details
Endpoint
GEThttps://shopify-spy.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to ingest a live webpage but must stay within a strict token budget, or when raw HTML is too verbose to pass directly to an LLM. It is especially useful when you want BM25-focused excerpting (returning only the most query-relevant content), structured extraction of tables and metadata, or a skeleton outline for navigation. Prefer it over generic web scrapers when token efficiency and LLM-readiness are priorities.
Side effects
- Invalid or unreachable URL returns an error status
- URL blocked by robots.txt or anti-scraping measures may return empty or partial content
- max_tokens too low (below 20) triggers validation error
- BM25 query mode without a query parameter may fall back to default behavior
- Payment/billing failure via x402 prevents access
- Raw HTML too large may cause timeout or truncation
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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