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Web Distillation with BM25 Budget Control
Web Distillation with BM25 Budget Control is a paid API for AI agents from company-enrich.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-23).
Fetches and distills a URL or raw HTML into compressed Markdown, structured JSON, skeleton outline, or BM25-ranked token-budgeted excerpt to reduce LLM context costs.
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://company-enrich.agentdiet.dev/v1/context-diet)
Output
Returns a JSON object containing distilled content (Markdown text, structured JSON tables, skeleton outline, or BM25-ranked excerpt depending on mode), an ROI proof object with raw_tokens, distilled_tokens, tokens_saved, compression_ratio_pct, roi_multiplier, and llm_cost_saved_usd, plus optional cache hit/miss status and billing details.
Example use cases
LLM cost reduction for web research
“Fetch https://openai.com/research/gpt-4 and distill it into markdown with BM25 budget mode focused on 'context length improvements', capped at 500 tokens, so I can pass it cheaply to my model.”
Structured data extraction from product page
“Take this raw HTML from an e-commerce product page and distill it into structured JSON tables — I need prices, specs, and availability without all the nav and footer noise.”
Documentation skeleton for agent onboarding
“Pull https://docs.anthropic.com/claude/reference and return a skeleton outline of the page structure — I want headings and key sections only, no full content, so my agent can navigate it efficiently.”
Technical details
Endpoint
POSThttps://company-enrich.agentdiet.dev/v1/context-diet?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to feed web content into an LLM but want to minimize token usage and cost — especially when pages are long, bloated with boilerplate, or when only a query-relevant excerpt is needed. It is particularly strong for budget mode with BM25 ranking when you have a specific focus query and a strict token ceiling. Prefer it over raw fetching or generic scrapers when compression ROI metrics matter to your pipeline.
Side effects
- URL unreachable or returns non-200 HTTP status — fetch fails with error status
- HTML payload too large or malformed — distillation returns partial or empty data
- max_tokens set too low (below 20) — rejected with validation error
- BM25 query missing when mode=budget — may return unfiltered or empty excerpt
- Rate limit or payment failure via x402 — 402 response requiring payment
- Invalid mode enum value — schema validation rejection
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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