Web Distillation with BM25 Budget Control

Web Distillation with BM25 Budget Control is a paid API for AI agents from x402broker.com, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-23).

Fetches and distills a URL or raw HTML into clean Markdown, structured JSON, skeleton outline, or a BM25-ranked token-budget excerpt for LLM consumption

Price / call$0.001

Seller volume →—

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://x402broker.com/v1/web-scrape)

Output

Returns a JSON object containing the distilled content (Markdown text, structured JSON tables/metadata, skeleton outline, or BM25-ranked excerpt), along with ROI proof metrics including raw token count, distilled token count, tokens saved, compression ratio percentage, and estimated LLM cost saved in USD. Also includes cache hit/miss status and billing details.

Example use cases

Token-efficient competitor research

“Grab https://www.anthropic.com/news and distill it in budget mode with the query 'Claude model releases', limiting output to 500 tokens — I need the key points without burning through my context window.”

Stripe docs extraction for agent grounding

“Distill the Stripe documentation page at builtin://stripe-docs into structured mode so I can get the tables and metadata my agent needs to understand the payments API.”

Clean markdown from raw HTML snippet

“I have a raw HTML blob from a scraped product page — can you distill it into clean markdown so I can feed it to my LLM without all the noise and boilerplate?”

Technical details

Endpoint

POSThttps://x402broker.com/v1/web-scrape?utm_source=zero.xyz

When to prefer

Choose this endpoint when you need to feed web content to an LLM but want to minimize token usage and cost — especially when using mode=budget with a BM25 query to extract only the most relevant passages from a page. Prefer over generic scrapers when you need built-in token budget enforcement, compression ROI metrics, or multiple distillation modes (markdown, structured, skeleton). Ideal for agents that need to ground responses in live web content without inflating context windows.

Side effects

URL is unreachable or returns non-200 HTTP status — endpoint may return an error status
HTML payload is empty or malformed — distillation may yield minimal output
max_tokens set too low (below 20) — rejected by schema validation
BM25 query provided without mode=budget — query may be ignored
Payment not provided or insufficient — HTTP 402 returned requiring x402 payment
Rate limiting or network timeout on the target URL — upstream fetch failure

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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