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Web URL Token Distiller (BM25 Budget Control)
Web URL Token Distiller (BM25 Budget Control) is a paid API for AI agents from shopify-intel.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches a webpage or raw HTML and compresses it into compact, agent-ready tokens using configurable distillation modes including BM25-ranked budget excerpting.
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-intel.agentdiet.dev/v1/token-optimizer)
Output
Returns a 'data' object containing the distilled content (markdown, structured JSON tables/metadata, skeleton outline, or BM25 budget excerpt depending on mode), an 'roi_proof' object showing raw token count, distilled token count, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and ROI multiplier, plus optional cache hit/miss status and billing details.
Example use cases
LLM cost reduction for research
“Fetch https://openai.com/pricing and compress it into structured markdown so I can pass it to my model without burning through my context window.”
BM25 focused excerpt for RAG pipeline
“Pull https://docs.shopify.com/api/admin and extract only the sections most relevant to 'webhook configuration' using budget mode with a 300 token ceiling.”
Skeleton outline of a competitor page
“Grab https://www.competitor.com/features and give me a skeleton outline of the page structure so my agent can understand the layout without reading every word.”
Technical details
Endpoint
GEThttps://shopify-intel.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to reduce the token footprint of web content before feeding it into an LLM, especially when working with long documentation pages, research articles, or competitor sites. It is particularly valuable when operating under strict token budgets and needing BM25 relevance ranking to extract only the most pertinent passages. Prefer it over generic web scraping tools when token cost savings and compression metrics are important to your workflow.
Side effects
- Invalid or unreachable URL returns an error status
- Malformed HTML input may produce incomplete distillation
- Token budget too low (below 20) is rejected by schema validation
- Mode set to 'budget' without a 'query' parameter may produce unranked output
- Rate limiting or payment failure (402) blocks execution
- Timeouts on slow or large target pages may cause partial results
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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