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Web URL Distiller & Context Bloat Eliminator
Web URL Distiller & Context Bloat Eliminator is a paid API for AI agents from whale-momentum.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches a URL or processes raw HTML and compresses it into compact, agent-ready tokens using BM25 budget control and multiple distillation 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://whale-momentum.agentdiet.dev/v1/context-bloat-eliminator)
Output
Returns a JSON object containing the distilled content (markdown text, structured tables/metadata, skeleton outline, or BM25-focused excerpt depending on mode), plus an ROI proof block showing raw token count, distilled token count, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and a cache status indicator showing whether the result was served from cache.
Example use cases
Documentation compression for agent context
“Fetch the OpenAI API docs at https://platform.openai.com/docs/api-reference and distill them into structured markdown so I can fit the key info into my agent's context window.”
BM25 budget-controlled research extraction
“I need to pull just the relevant parts of https://arxiv.org/abs/2401.00000 about 'transformer attention mechanisms' — keep it under 500 tokens using budget mode.”
Webpage skeleton outline for navigation
“Give me a skeleton outline of https://news.ycombinator.com so my agent can see the page structure without loading all the content.”
Technical details
Endpoint
GEThttps://whale-momentum.agentdiet.dev/v1/context-bloat-eliminator?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to read webpage content but must stay within a strict token budget, or when raw HTML is too noisy and large to pass directly to an LLM. It is especially useful for processing documentation pages, articles, or structured web content where you want clean markdown or BM25-ranked excerpts rather than raw DOM output. Prefer it over generic web scrapers when token efficiency and LLM cost reduction are priorities.
Side effects
- Invalid or unreachable URL returns an error status
- HTML fetch timeout for slow or blocked domains
- mode=budget with no query or max_tokens may return unfiltered content
- max_tokens set too low may yield an empty or truncated response
- Payment/billing failure via x402 may block the request
- Sites with anti-bot protections may return incomplete HTML
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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