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Web URL Token Optimizer & Distiller
Web URL Token Optimizer & Distiller is a paid API for AI agents from token-intel.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches a URL or 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://token-intel.agentdiet.dev/v1/token-optimizer)
Output
Returns a 'data' object containing the distilled content (markdown, structured JSON, skeleton outline, or BM25 excerpt), an 'roi_proof' object showing raw vs distilled token counts, tokens saved, compression ratio, estimated LLM cost saved, and an ROI multiplier, plus optional cache status and billing details.
Example use cases
Compress docs page for agent context
“Fetch https://docs.openai.com/api-reference and distill it into structured markdown so I can fit the key info into my agent's context window without blowing the token limit.”
BM25 focused budget excerpt for research
“Pull https://en.wikipedia.org/wiki/Transformer_(machine_learning_model) and extract only the parts relevant to 'attention mechanism' using budget mode, capped at 300 tokens.”
Skeleton outline of a long article
“Give me a skeleton outline of https://www.wired.com/story/ai-2024-review so I can quickly see the structure and headings without reading the whole thing.”
Technical details
Endpoint
GEThttps://token-intel.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to read a webpage but must stay within a token budget, reduce LLM costs, or extract only topic-relevant content via BM25. It is especially useful over raw web fetch when dealing with long documentation pages, news articles, or HTML-heavy sites where token efficiency matters. Prefer it over generic scrapers when you need structured output modes (markdown, JSON tables, skeleton) or verifiable ROI metrics on token savings.
Side effects
- URL is unreachable or returns non-200 — fetch failure error
- HTML content is empty or unparseable — distillation returns empty or error
- max_tokens too low to produce meaningful output — truncated or error response
- BM25 query returns no matching passages in budget mode — empty excerpt
- Payment not authorized via x402 — 402 Payment Required response
- Invalid mode enum value — validation error
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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