{"uid":"cap_BIgxjpvdp_hfUgrcqAiDk","slug":"llms-generator-agentdiet-dev-web-url-token-optimizer-distiller-6cce7c5e","name":"Web URL Token Optimizer & Distiller","description":"Distill a URL or raw HTML payload with BM25 budget control (Live x402 v2, IETF MPP & MCP endpoint at https://llms-generator.agentdiet.dev/v1/token-optimizer)","url":"https://llms-generator.agentdiet.dev/v1/token-optimizer?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","required":["url"],"properties":{"url":{"type":"string","minLength":1,"description":"Target webpage URL to fetch and distill (or builtin://stripe-docs)"},"html":{"type":"string","description":"Optional raw HTML string to distill directly without fetching"},"mode":{"enum":["markdown","structured","skeleton","budget"],"type":"string","default":"markdown","description":"Distillation mode"},"query":{"type":"string","description":"BM25 focus query when mode=budget"},"max_tokens":{"type":"integer","minimum":20,"description":"Strict token budget ceiling when mode=budget"}}},"responseSchema":{"type":"object","required":["status","roi_proof","data"],"properties":{"data":{"type":"object","description":"Distilled Markdown, structured JSON tables/metadata, skeleton outline, or BM25 budget excerpt."},"cache":{"type":"object","properties":{"status":{"enum":["HIT","MISS"],"type":"string"},"cache_key":{"type":"string"},"latency_ms":{"type":"number"}}},"status":{"type":"string","description":"Execution status ('ok')"},"billing":{"type":"object","properties":{"agent_id":{"type":"string"},"payment_method":{"type":"string"},"fee_charged_usd":{"type":"number"}}},"roi_proof":{"type":"object","properties":{"raw_tokens":{"type":"integer"},"tokens_saved":{"type":"integer"},"roi_multiplier":{"type":"number"},"distilled_tokens":{"type":"integer"},"llm_cost_saved_usd":{"type":"number"},"compression_ratio_pct":{"type":"number"}}}}},"example":null,"exampleRequest":null,"tags":[],"displayCostAmount":"0.001","displayCostAsset":"USD","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.001/call","primary":{"kind":"static","protocol":"mpp","network":"tempo","amountUsd":"0.001","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"mpp","network":"tempo","amountUsd":"0.001","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_QwU_Uz0FbH9MlGuPwJQUV","protocol":"mpp","methodType":"crypto","chain":"tempo","mode":"charge","costAmount":"0.001","costPer":"request","priority":0,"asset":"0x833589fcd6edb6e08f4c7c32d4f71b54bda02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":"llms-generator.agentdiet.dev","brandSlug":"llms-generator-agentdiet-dev-mpp","brandBaseUrl":"https://llms-generator.agentdiet.dev","brandDocsUrl":null,"whatItDoes":"Fetches a webpage or raw HTML and distills it into compact, agent-ready tokens using BM25 budget control and multiple extraction modes","exampleAgentPrompt":"Can you distill https://stripe.com/docs/payments into compact markdown — I want it under 500 tokens and focused on payment intent flows, so use budget mode with that as the query.","exampleUseCases":[{"title":"Compress docs page for LLM context","prompt":"Take the Stripe documentation at https://stripe.com/docs/api and distill it into structured markdown so I can fit it into my LLM context window without blowing my token budget."},{"title":"Focused BM25 excerpt from news article","prompt":"Fetch https://techcrunch.com/2024/05/01/openai-funding and extract only the parts about funding amounts and investors — use budget mode with 'funding valuation investors' as the query and keep it under 300 tokens."},{"title":"Skeleton outline of a competitor landing page","prompt":"Can you pull https://anthropic.com/claude and give me just a skeleton outline of the page structure — headings, sections, and key calls to action — without all the full body text?"}],"resultDescription":"Returns a JSON object containing the distilled content (Markdown, structured tables/metadata, skeleton outline, or BM25-focused excerpt depending on mode), plus an roi_proof block showing raw vs. distilled token counts, tokens saved, compression ratio percentage, estimated LLM cost saved in USD, and ROI multiplier. Also includes cache status (HIT/MISS) and billing details.","failureModes":["Invalid or unreachable URL returns an error status","Target URL blocks automated fetching (403/robots.txt) causing fetch failure","max_tokens set too low to produce meaningful output","mode=budget used without a query parameter, reducing BM25 focus effectiveness","HTML payload too large may exceed processing limits","Payment failure via x402 results in 402 response blocking execution"],"whenToPreferThis":"Choose this endpoint when an AI agent needs to read a webpage but must stay within a token budget — especially before passing web content to an LLM. It is preferable over raw scraping when you need clean, structured, or BM25-focused content rather than raw HTML, and when you want quantified proof of token savings. Use the budget mode with a query when only a specific topic within a large page is relevant.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-21T07:22:17.937Z","isFirstParty":false,"canonicalSlug":"llms-generator-agentdiet-dev-web-url-token-optimizer-distiller-6cce7c5e"}