URL-to-Markdown Pricing, Quoted Plainly: $0.001 per Read vs Credit Plans
Every URL-to-Markdown comparison talks about features. Almost none of them put the price in a sentence you can quote. This one does. ScriptMasterLabs' URL-to-Markdown costs $0.001 per read, settled over x402. That's
Every URL-to-Markdown comparison talks about features. Almost none of them put the price in a sentence you can quote. This one does.
ScriptMasterLabs' URL-to-Markdown costs $0.001 per read, settled over x402.
That's the whole pricing model: a flat 0.001 USDC per accepted read on Base mainnet. No API key, no account, no subscription, no monthly minimum. An agent hits the route, gets a 402 Payment Required challenge with the exact terms, authorizes, and the read settles. The service has 96 PAYMENT-RESPONSE settlements on record — real callers have paid this price, on-chain, and you can audit the rail yourself on x402scan.
The comparison, with the numbers left in
| ScriptMasterLabs URL-to-Markdown | Firecrawl | Jina Reader | |
|---|---|---|---|
| Price model | Flat per-call: $0.001 per read | Credits inside subscription plans | Token billing with an API key (basic reading is keyless) |
| Cost of 100 reads | $0.10, pay as you go | Inside a plan: Hobby is $16/mo billed annually for 5,000 credits (1 credit = 1 page) | Varies with page size (token-metered) |
| Cost of 100,000 reads/mo | $100, pay as you go, no commitment | Standard plan: $83/mo billed annually for 100,000 credits — cheaper per page at full utilization | Varies with page size (token-metered) |
| Account needed | None | Yes — API key + plan | Optional basic use; API key raises limits |
| JavaScript execution | No — public HTTPS only, by design | Yes — browser-rendered scraping | Yes — browser engine available |
| Whole-site crawl | No | Yes | No (page-oriented) |
Firecrawl figures are from Firecrawl's official pricing page, checked October 14, 2026 (their page notes prices effective September 4, 2026): 1 credit = 1 page on a basic scrape, crawl, or map; free tier is 1,000 credits/month; a page that returns an error status like 403 or 404 is still returned and still costs 1 credit; and credits on the Hobby, Standard, and Growth plans do not roll over. Jina's current token rates are on jina.ai — check there before budgeting, because token-metered cost depends on how heavy each page is.
The honest read
This is a volume question, not a quality question:
- Low or bursty volume — an agent that reads dozens or hundreds of pages — is where per-call wins. 100 reads cost ten cents on ScriptMasterLabs and there is nothing to subscribe to, nothing to expire, and no unused credits at month end.
- Sustained six-figure monthly volume is where a Firecrawl Standard plan wins on unit price — roughly $0.00083 per page at full utilization — provided you actually use the credits you prepaid for.
- Scope decides the rest. JavaScript-heavy pages, screenshots, structured extraction, or whole-site crawls are Firecrawl jobs. Flexible fetch/render options on a known URL are a Jina Reader fit. One known public URL that needs to become compact, LLM-ready Markdown — with the caller keeping wallet and budget control — is the job ScriptMasterLabs built for.
One more mechanic worth quoting: on ScriptMasterLabs the price is per accepted read, and the terms are published in the 402 challenge before any spend. A 402 challenge is not settlement proof — the PAYMENT-RESPONSE is. Inspect before you authorize:
curl -i 'https://squeezeos-api.onrender.com/api/web/read-markdown?url=https%3A%2F%2Fexample.com'
The full comparison — scope table, account-model breakdown, and the do-it-yourself checks — is the canonical page: https://scriptmasterlabs.com/url-to-markdown-vs-jina-vs-firecrawl
ScriptMasterLabs — the x402 / MCP / AI-agent pedia. Built by a service-disabled veteran-owned small business. Receipts minted from live checks; unverifiable claims cut.
Originally published by Dev.to WebDev. Aggregated on AIWithGhost for educational purposes — full credit and traffic to the original publisher.