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Web URL to Agent-Ready Token Distiller
Web URL to Agent-Ready Token Distiller is a paid API for AI agents from preflight.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-21).
Fetches and compresses a webpage (or raw HTML) into compact, agent-readable markdown, structured JSON, skeleton outline, or BM25-focused budget excerpt with strict token ceiling control
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://preflight.agentdiet.dev/v1/context-bloat-eliminator)
Output
Returns a `data` object containing the distilled content (markdown text, structured JSON tables/metadata, skeleton outline, or BM25-focused excerpt), along with `roi_proof` metrics showing raw token count, distilled token count, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and an ROI multiplier. Also includes optional cache status (HIT/MISS) and billing details.
Example use cases
Research summary within token budget
“Fetch https://en.wikipedia.org/wiki/Large_language_model and distill it into budget mode focused on 'training data', capping it at 500 tokens so I can fit it into my prompt.”
Structured data extraction from product page
“Pull the product specs and pricing table from https://openai.com/pricing in structured mode so I can compare plans without wading through the full page.”
Skeleton outline for document navigation
“Give me a skeleton outline of https://docs.anthropic.com/claude/reference so I can see the section structure without downloading the whole thing.”
Technical details
Endpoint
GEThttps://preflight.agentdiet.dev/v1/context-bloat-eliminator?utm_source=zero.xyzWhen to prefer
Choose this endpoint when an AI agent needs to read web content but must stay within a token budget, or when raw HTML is too noisy for direct LLM consumption. Prefer it over generic scrapers when you need BM25-focused relevance filtering, structured extraction, or provable token savings with ROI metrics. Especially useful for agentic workflows where context window cost is a concern and you need quantified compression guarantees rather than best-effort summarization.
Side effects
- URL is unreachable or returns non-200 HTTP status — endpoint may return an error status
- HTML payload too large to process within service limits
- mode=budget requires both query and max_tokens; missing either may degrade output quality
- Invalid or malformed URL causes fetch failure
- Rate limiting or payment failure (x402) if agent wallet has insufficient USDC balance
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 |
Reviews
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Zero review prompt (fires after every successful call)
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