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Web URL to Agent-Ready Token Distiller (RAG Token Diet)
Web URL to Agent-Ready Token Distiller (RAG Token Diet) 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 raw HTML and distills it into compact, token-efficient content 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://whale-momentum.agentdiet.dev/v1/rag-token-diet)
Output
Returns a distilled version of the target webpage or HTML in the requested mode (markdown, structured JSON, skeleton outline, or BM25-focused budget excerpt), plus an roi_proof object showing raw token count, distilled token count, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and a cache status indicator.
Example use cases
RAG pipeline token budget control
“Fetch https://openai.com/research/gpt-4 and distill it into budget mode focused on 'context window', keeping the output under 500 tokens so I can fit it into my retrieval pipeline.”
Structured data extraction from docs page
“Can you pull https://docs.stripe.com/api and return it in structured mode so I get the tables and metadata in clean JSON rather than raw HTML?”
Skeleton outline of a long article
“Distill https://en.wikipedia.org/wiki/Large_language_model in skeleton mode — I just need the section headers and key outline, not the full text.”
Technical details
Endpoint
GEThttps://whale-momentum.agentdiet.dev/v1/rag-token-diet?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to reduce token overhead before feeding web content into an LLM — especially when working within strict context window budgets. It is preferable to raw fetch+truncation because it provides BM25-ranked relevance filtering, structured extraction modes, and quantified ROI metrics. Ideal for RAG pipelines, agent research tasks, and any workflow where web pages must be ingested cheaply and precisely.
Side effects
- URL is unreachable or returns non-200 — distillation cannot proceed
- HTML payload is empty or malformed — structured/skeleton modes may return sparse output
- max_tokens set too low (below 20) — rejected by schema validation
- mode=budget used without a query — BM25 ranking has no focus signal
- Rate limiting or payment failure via x402 — 402 response with no content
- Target page is behind authentication or a CAPTCHA — fetch returns empty or login 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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