Skip to content
PRY — web scraping, browser automation & data intelligence
PRYSCRAPER — web scraping, browser automation & data intelligence
open source · MIT core · 15-tier anti-bot · x402 pay-per-call

Scrape the web.
Own your API.
Get paid in crypto.

MIT open-source web scraping and browser automation with a 15-tier anti-bot fallback, stealth browsing, and x402 pay-per-call. Built for data teams and AI agents — API-key and x402-gated, no credit cards, no SaaS lock-in.

15 data domains76 MCP toolsmulti-chain x402

Read the docs

runs on :8005 · FlareSolverr on :8192 · one command to local

pry — self-hosted scraperlive
pry open https://store.example/product --json
{
  "url": "https://store.example/product",
  "status": 200,
  "took_ms": 1843,
  "bypass": "flaresolverr",
  "title": "AeroLite Runner — $129",
  "price": { "amount": 129.00, "currency": "USD", "in_stock": true },
  "metadata": {
    "description": "Ultra-light racing shoe, 218g.",
    "og_image": "https://store.example/img/aerolite.jpg",
    "canonical": "https://store.example/product/aerolite-runner"
  },
  "markdown": "# AeroLite Runner — $129\n\nUltra-light racing shoe, 218g.\n\n- Carbon plate\n- 4mm drop\n- In stock: M / L",
  "links_found": 47,
  "tier_used": 3
}
402 Payment Requiredpaid 0.005 USDC(base) · settled ✓
/v1/scrape0.005 USDC· base/v1/extract0.010 USDC· arbitrum/v1/screenshot0.003 USDC· optimism/v1/crawl0.020 USDC· solana/v1/vision0.010 USDC· base/v1/automate0.05 USDC/min· polygon/v1/scrape0.005 USDC· base/v1/extract0.010 USDC· arbitrum/v1/screenshot0.003 USDC· optimism/v1/crawl0.020 USDC· solana/v1/vision0.010 USDC· base/v1/automate0.05 USDC/min· polygon
Try it nowlive API
curl -X POST https://api.pryscraper.com/v1/scrape \
  -H "Content-Type: application/json" \
  -d '{"url":"https://example.com"}'

First 100 calls free during beta

actors
109
actors
MCP tools
76
MCP tools
anti-bot
15-tier
anti-bot
payment chains
7
payment chains
MIT licensedSelf-hosted or cloudx402 native
“We replaced three scraping vendors with one self-hosted Pry instance. The 15-tier anti-bot fallback alone cut our failure rate from 12% to under 1%.”
Data team leadE-commerce intelligence
“My agents pay per call in USDC over x402 — no API keys to rotate, no monthly invoices. Wiring Pry into the MCP toolchain took an afternoon.”
AI agent builderAutonomous workflow startup
“Self-hosting means our scraped data never leaves our infrastructure. That made the compliance review trivial compared to SaaS scrapers.”
Compliance analystFintech data operations

Built on

ApifyCloudflareFastAPI

Why Pry

A scraper with crypto superpowers.

01

Self-hosted & MIT

The core engine is MIT open source. Deploy with one command, own your stack end-to-end, and keep your data on your own hardware — no vendor lock-in, no usage tax.

  • docker compose up
  • your infra, your data
  • 100+ files MIT
02

Stealth engine

Camoufox, TLS-fingerprint randomization, and six behavioral JavaScript scripts make automated traffic look human. Escalates from cheap direct requests to a full stealth browser automatically.

  • Camoufox stealth Firefox
  • TLS fingerprinting
  • 6 behavioral JS scripts
03

x402 pay-per-call

Gate any endpoint behind HTTP 402. Agents and users pay per call in USDC on Base, Ethereum, Arbitrum, Optimism and Polygon, plus SOL/USDC/USDT on Solana — settled on-chain. No subscriptions, no Stripe, no KYC.

  • USDC · SOL on 6 networks
  • no signup needed
  • settle on-chain

Capabilities

Everything a serious scraper needs.

compare vs the rest →

15-tier anti-bot fallback

Direct HTTP → TLS fingerprint → cloudscraper → FlareSolverr → undetected → Camoufox → Playwright → Googlebot → Tor → premium proxies → archive/cache fallbacks. Escalates 15 rungs until it gets through.

bypassCloudflare: true

LLM-ready markdown

Clean, sanitized markdown output designed to drop straight into your model's context window. Scrape any URL to text in one call.

POST /v1/scrape

JSON-schema + AI extraction

Extract structured data with a JSON Schema, with optional LLM fallback and chunking for long documents. Schema.org / JSON-LD included.

POST /v1/extract

Vision AI

Analyze images with free OpenRouter vision models and automatic 5-model fallback. Ask a question, get an answer about the pixels.

POST /v1/vision

Browser automation + sessions

Step-based automation for login flows and form fills, plus save-and-restore persistent browser sessions across runs.

POST /v1/automate

Watch, diff & monitor

Watch pages for change, diff two snapshots, and schedule cron monitors with webhook + Slack delivery when content shifts.

POST /v1/watch · /v1/diff

PDF / OCR parsing

Parse PDF, DOCX, images (OCR), CSV and JSON into text. Scanned documents included.

POST /v1/parse

CAPTCHA solving

Six CAPTCHA providers with automatic fallback across them — retry until the challenge clears.

POST /v1/auth/captcha

What Pry can do

Fifteen data domains, one API.

From Cloudflare-protected pages to crypto launches to local listings — one self-hosted engine with a pay-per-call layer for agents. Every card ships verified endpoints; an agent-ready x402 + MCP layer (76 tools across 33 categories) sits on top.

pricing →

the money-printer

Sports betting data — flat $0.01/scan.

Multi-sportsbook odds, arbitrage + +EV, player props, injuries and live in-play — a penny a scan, pay-per-call, no subscription. A month of scans still costs less than one OddsJam subscription.

/v1/sports/odds/v1/sports/arbitrage/v1/sports/plus-ev/v1/sports/props/v1/sports/live

per scan

$0.01

pay-per-call · no subscription

Core web data

Web scraping with Cloudflare bypass

Extract any public page — even behind Cloudflare, DataDome or bot walls — as clean markdown or structured JSON.

/v1/scrape
Core web data

Browser automation + screenshots

Drive real browsers through login flows and form fills; capture full-page screenshots on demand.

/v1/automate · /v1/screenshot
Core web data

PDF, OCR & documents

Parse PDFs, DOCX, scanned images (Tesseract OCR), CSV and JSON into clean text and structured data.

/v1/parse · /v1/ocr/extract
Market & public intel

Crypto market intel

Token launches, CEX listing signals, and rug/honeypot security checks with risk scores.

/v1/crypto/token-launches · /v1/crypto/cex-listings
Market & public intel

Marketplace intel

Amazon, Walmart and TikTok Shop product data — price, availability, reviews and trending.

/v1/marketplace/amazon/search · /v1/marketplace/tiktok/trending
Market & public intel

Legal & public records

Court dockets, SEC filings, sanctions lists and corporate registries — extracted and monitored.

/v1/legal/dockets/search · /v1/legal/sec/search
Market & public intel

Commerce long-tail

eBay, Shopify, Etsy and AliExpress product and platform data — the long tail beyond the majors.

/v1/commerce/search · /v1/commerce/platforms
Vertical data

Real estate

Property listings, price history and parcel-level market data from major platforms.

/v1/realestate/search
Vertical data

Jobs (multi-ATS)

Job postings across Greenhouse, Lever, Workday and other ATS systems — plus salary data.

/v1/jobs/search · /v1/jobs/salary/{company}
Vertical data

Travel

Flight prices, hotel rates and availability — without GDS fees.

/v1/travel/flights/search · /v1/travel/hotels/rates
Vertical data

Sports betting

112 sportsbooks across 5 categories (US, offshore, EU, UK, Asian), scraped directly via intelligent fallback — more sources than any other odds service, no paid odds API. Plus arbitrage, +EV, props, injuries and live in-play — flat $0.01/scan.

/v1/sports/books · /v1/sports/odds · /v1/sports/arbitrage
Vertical data

Healthcare

Clinical trial search, drug pricing and insurance quotes — structured, monitorable data.

/v1/health/trials/search · /v1/health/drug/{drug}
Attention & local

Attention & SEO

SERP positions, AI Overview presence, and ad-spend intelligence.

/v1/attention/serp · /v1/seo/analyze
Attention & local

Local business

Google Maps and Yelp listings, reviews, ratings and hours.

/v1/local/places/search · /v1/local/reviews/{place_id}
Gov & IP

Gov + IP

Procurement notices, recalls, patents and trademarks — searchable and monitored.

/v1/gov/procurement/search · /v1/ip/patents/search
Agent-ready

x402 pay-per-call + MCP

Expose any domain to AI agents over MCP (76 tools across 33 categories), billed per call in crypto — API-key + x402 gated, no credit card, no KYC.

/v1/x402/* · MCP

Actor Store

109 actors. 7 categories. Zero self-hosting.

Every Pry capability ships as a store-ready Apify Actor with pay-per-event billing — you're charged per item processed, never for idle time.

Browse the catalog →

Scraping

Universal scrapers, site crawlers, SERP extraction, screenshots behind WAFs.

Monitoring

Change detection, news feeds, price watchers, ToS/policy diffs, dark-web watches.

Compliance

Sanctions screening, CVE advisories, legal and public-records monitoring.

Crypto / DeFi

Token launches, CEX listing signals, DeFi yields, rug/honeypot scans.

Market intel

App store ranks, ticket resale, sports odds, prediction markets, EV stations.

Pricing & rates

AI model pricing, GPU cloud prices, insurance rates, travel and hotel rates.

Data pipelines

LLM corpus building, document parsing, lead harvesting, SEO audits.

109store-ready actors →

Crypto market intelligence

Token launches. CEX signals. Rug checks.

Crypto market intelligence

Token launches, CEX listing/delisting signals, and rug/honeypot security scans with risk scores — for sniper bots, trading agents, and security tooling.

/v1/crypto/token-launches/v1/crypto/cex-listings/v1/crypto/token-security/{chain}/{address}

Agent-ready

Your AI agents already know how to use Pry.

A full MCP server over three transports, a GPT Action manifest, and a SKILL.md — plug Pry into Claude, Cursor, or Hermes in one line. Remote agents point athttps://api.pryscraper.com/mcp/ and authenticate with an API key.

pry_mcp — model context protocol

spec-compliant

stdio

pry mcp serve — local, zero-config

HTTP

/mcp/ — streamable HTTP (canonical)

SSE

/mcp/sse — streaming events

one-line config

Claudeclaude mcp add pry -- pry mcp serve
Cursor"pry": {"command": "pry", "args": ["mcp", "serve"]}
Hermeshermes mcp connect pry --stdio
/agent-onboarding/SKILL.md

A ready-made skill file that teaches any agent how to scrape, extract and monitor with Pry — drop it in and go.

  • teaches scrape / extract / watch
  • schema examples included
  • works across MCP clients
GPT Action manifest

Expose Pry as a custom GPT Action for ChatGPT — scrape the web from inside a conversation, priced per call via x402.

competitors have none of this

Turn your API into revenue.

Deploy once. Gate /v1/scrape behind x402. Every agent that calls it pays you — in crypto, settled on-chain.

No subscriptions. No Stripe. No KYC.

1

Deploy

docker compose up — Pry serves /v1/scrape on your box or ours.

2

Gate

Wrap /v1/scrape in x402. Every call returns 402 with a price.

3

Pay

Agents pay per call in USDC on-chain. No account, no signup.

4

Settle

Facilitator verifies + settles. You receive crypto, instantly.

the x402 handshake

HTTP 402
> POST /v1/scrape
< 402 Payment Required
  x402-version: 1
  accepts: USDC@base, USDC@arbitrum,
           USDT@optimism, SOL@solana,
           USDC@polygon, USDC@ethereum

> PAYMENT-SIGNATURE: eyJhbGci...
< 200 OK
  PAYMENT-RESPONSE: settled
    tx=0x7f3a…, block=18234102

Coinbase · PayAI · Cloudflare facilitators, with EIP-7702 self-verify fallback.

pay-per-call rates

USDC · 6 decimals
  • /v1/scrape
    single URL$0.005
  • /v1/screenshot
    full-page$0.003
  • /v1/extract
    structured$0.010
  • /v1/crawl
    multi-page$0.020
  • /v1/stealth_browser
    per minute$0.05

USDC on Base · Ethereum · Arbitrum · Optimism · Polygon · SOL/USDC/USDT on Solana.

Compare

Where Pry stands apart.

The honest scoreboard. Full deep-dives on our Crawl4AI, Firecrawl, ScrapingBee and Oxylabs pages.

CapabilitypryCrawl4AIFirecrawl
Self-hostedMIT coreApache-2.0open source
Stealth engineCamoufox + TLS + 6 JS scriptsbasic browser stealthmanaged anti-bot
Cloudflare bypass15-tier auto-fallbackexternal FlareSolverrbuilt-in
MCP multi-transportstdio + HTTP + SSEstdiostdio + HTTP
x402 crypto paymentspay-per-call, no KYC
Price$0free + pay-per-call$0free$free tier → subscription

Code

Three ways to integrate — pick your stack.

Same API whether you curl it, drive it from Python, or hand it to an agent.

bashapi.pryscraper.com
curl -X POST https://api.pryscraper.com/v1/scrape \
  -H "Authorization: Bearer $PRY_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com",
    "bypassCloudflare": true,
    "formats": ["markdown"]
  }'

Pricing

Free to self-host. Crypto to scale.

Self-host free. Pay per call with x402. Buy a bulk pack. Or let us run it for you.

most popular

Self-Hosted

free
$0forever

MIT core. Unlimited requests on your own hardware.

  • All 15 data domains
  • 76 MCP tools (33 categories)
  • Full API + CLI + SDK
  • MCP server (all transports)
  • Unlimited requests
  • Your data stays yours
  • 15-tier anti-bot fallback
  • Community support
docker compose up

x402 Pay-Per-Call

pay-per-call
$0.002/ request · from

Pay crypto per call. No account, no infra, no KYC.

  • Scrape from $0.005
  • Screenshot $0.003
  • Extract $0.010
  • Crawl $0.020
  • Sports odds $0.01/scan
  • USDC on Base · Ethereum · Arbitrum · Optimism · Polygon
  • SOL · USDC · USDT on Solana
  • Bulk scrape packs (credit packs) at a discount
  • Crypto signup — no KYC, no card
  • Agents pay automatically
See the rates

Hosted Subscription

subscription
$49/ mo · from

We run it. Managed stealth, proxies, dashboard, SLA — Free, Pro, Team, Enterprise. Pay in crypto via x402 recurring — no KYC.

  • Free$0pay-per-call
    no monthly cap1 concurrent30 req/min

    x402 pay-per-call · basic stealth

  • Pro$49/mo
    50k requests/mo5 concurrent120 req/min

    priority stealth · residential proxies · standard support

  • Team$199/mo
    500k requests/mo20 concurrent600 req/min

    batch · custom templates · priority support

  • Enterprisecustomquote
    unlimited100 concurrentno rpm cap

    SLA · dedicated · unlimited

Subscribe

Pro $49/mo · Team $199/mo · Enterprise custom — no live checkout yet, email us.

Scrape packs · bulk credits

Skip per-call overhead. Buy a pack.

Prepaid credit packs for high-volume and scheduled work — one top-up, discounted per-call economics, no per-request x402 round-trip. Perfect for cron monitors, agents and batch jobs.

Starter

$40

10,000 credits

~$0.004/call

Great for trialing at scale

Buy a pack

Pro

$300

100,000 credits

~$0.003/call

Save ~25% vs pay-per-call

Buy a pack

Scale

$1,250

500,000 credits

~$0.0025/call

Save ~38% — best for agents + cron

Buy a pack

Pay in crypto (USDC/USDT/SOL) · no KYC · credits roll over month to month

Pay with — multi-chain, multi-asset

BaseEthereumArbitrumOptimismPolygonSolanaUSDCUSDTSOL

USDC across Base · Ethereum · Arbitrum · Optimism · Polygon · SOL/USDC/USDT on Solana · no card required

Core is MIT. The stealth / anti-detection module is source-available under BSL 1.1 — free for personal, OSS and 90-day evaluation use; commercial license for production. See the license.

Cloud hosting

We run it. You scrape. Pay in crypto.

A managed Pry instance — stealth browsers, proxy pool, dashboard, SLA. Sign up with a crypto payment, no account or KYC needed.

Pro

pro
$49/mo

For solo operators and agents running steady scrapes.

  • 100 concurrent requests
  • 100K pages / month
  • 10GB storage
  • Managed stealth + proxies
  • API key included
Sign up
best value

Team

team
$199/mo

For teams and cron fleets with real volume.

  • 500 concurrent requests
  • 500K pages / month
  • 50GB storage
  • Priority stealth + residential proxies
  • Batch + custom templates
Sign up

Enterprise

enterprise
customquote

Dedicated capacity, SLA, and unlimited scale.

  • Custom concurrency
  • Unlimited pages
  • Custom storage
  • SLA + dedicated support
  • Custom integrations
Sign up

Payment — crypto via x402

Pay with USDC on Base, ETH on Ethereum, or SOL on Solana — no account needed. Create an invoice, pay from any wallet, get your API key instantly.

POST /v1/hosting/signup { "plan": "pro" }See the full signup flow →

FAQ

Straight answers, no fine print.

Is scraping legal — and is it ethical?

Scraping publicly available data is generally legal, but you must respect each site's terms of service, robots.txt, copyright, and privacy laws like GDPR/CCPA. Pry ships compliance tooling — consent recording, deletion requests, retention policies and audit logs — so you can build responsibly. Use it for legitimate purposes, keep rate limits civil, and don't hoover up personal data.

How does x402 pay-per-call actually work?

x402 is the HTTP 402 Payment Required standard, native to crypto. When a client hits a gated endpoint, Pry replies 402 with a price and the assets it accepts — USDC on Base, Ethereum, Arbitrum, Optimism and Polygon, and SOL/USDC/USDT on Solana. The client pays on-chain, a facilitator (Coinbase, PayAI or Cloudflare) verifies and settles the payment, and Pry returns your data. No signup, no KYC — the payment itself is the credential. High-volume users can instead buy a bulk scrape pack to skip the per-call round-trip and get discounted credits.

Self-host vs hosted — which should I choose?

Self-host if you want full control, zero cost, and data that never leaves your infrastructure. Choose the hosted subscription if you'd rather not operate FlareSolverr, browsers, and proxies yourself — we run managed stealth, a residential proxy pool, dashboards and an SLA. The x402 pay-per-call lane sits in the middle: your code, our per-call billing.

Does it really bypass Cloudflare?

Pry uses a 15-tier adaptive fallback ladder — direct HTTP with smart headers, TLS fingerprint randomization, cloudscraper, FlareSolverr, undetected Chrome, Camoufox stealth Firefox, Playwright, Googlebot mimicry, cookie pre-warming, behavioral biometrics, Tor, premium proxies, archive.org, Google Cache and a text-only fallback. It works on a large share of protected sites, but no scraper bypasses everything forever; specific sites and detection changes vary. The ladder is designed to try cheaper tiers first and only escalate when blocked.

Is it really free?

The core engine is MIT open source and free to self-host, forever, with unlimited requests. The stealth/anti-detection module is source-available under BSL 1.1 — free for personal use, non-commercial open source, and 90-day evaluation, with a commercial license for production. Hosted tiers are optional. No dark patterns: the free tier is genuinely free.

Can AI agents use Pry?

Natively. Pry ships a spec-compliant MCP server over stdio, streamable HTTP and SSE — the hosted endpoint is https://api.pryscraper.com/mcp/ (streamable HTTP; SSE also served at /mcp/sse), so Claude Desktop, Cursor, or any MCP client can scrape directly. Add your API key for the hosted API; every paid endpoint also speaks x402, so agents can pay per call without an account. There's also an mcp-config endpoint that emits ready-made client configuration.

How do bulk scrape packs work?

Bulk scrape packs are prepaid credit packs for high-volume and scheduled work. A single crypto top-up buys a block of credits at a discounted effective per-call rate, and every request draws down the pack instead of paying per call via x402 — no per-request payment round-trip, and no KYC. Pick a pack when you're running cron monitors, agents or batch jobs, and hold onto credits across months.

How much does pay-per-call scraping cost?

Pricing starts at $0.003 per call for standard scrapes, with heavier operations (screenshots, crawls, OCR) priced individually in /v1/x402/pricing. You only pay for successful gates — health, docs, job management, and the payment flow itself are always free. Fail-closed guarantees mean a mispriced endpoint refuses traffic rather than silently leaking it free.

What sites can it NOT scrape?

Sites requiring logins are out of scope for the core API (session persistence exists for cookie reuse, but credential auth isn't included). Aggressively geo-fenced content and hard CAPTCHA walls may need the premium-proxy tier. Everything else — JS-rendered SPAs, WAF-protected storefronts, document repositories — is what the ladder was built for.

Does it run on Apify?

Yes — Pry ships as Apify Actors generated from our open Actor Factory: universal scraping, site crawling, screenshots, change monitoring, LLM corpus building, SEO audits and more. Each runs on Apify's infrastructure with pay-per-event billing, so you can use them without self-hosting anything.

What SDKs and integrations exist?

Python SDK (async + sync clients), MCP for AI agents, OpenAPI spec for generating clients in any language, webhooks with HMAC signing, n8n/Zapier via webhooks, and first-class Docker Compose deployment. The REST API is uniform across all 80+ endpoints.

Which chains and assets does Pry accept for payment?

Payments settle via x402 through a facilitator. Pry accepts ERC-20 USDC and USDT on EVM chains, USDC/USDT and SOL on Solana, and USDT on Tron. Each gated endpoint quotes the exact assets it accepts, so you always see what is payable before you pay. No signup, no KYC — the payment itself is the credential.

How do I get an API key?

Create one from the Pry dashboard. API keys carry a prepaid balance with a transparent ledger of every credit and debit, and they unlock the hosted HTTP API. If you would rather not hold an account at all, the same endpoints also speak x402 — pay per call and the payment is your credential. Health, docs and job-management endpoints are always free.

Pay-as-you-go packs vs hosted subscription — which should I buy?

Two different ways to pay. Pay-as-you-go bulk scrape packs are prepaid credit packs bought with a single crypto top-up and drawn down per request at a discounted effective rate — ideal for cron monitors, agents and batch jobs. The hosted-pry subscription is a monthly cloud plan where we run the browsers, stealth and proxies behind an SLA, with dashboards and managed infrastructure. Same engine; you only buy one lane.

What happens if a payment fails?

Fail-closed. If the x402 payment does not settle — wrong asset, network issue, or a replayed transaction — Pry rejects the request and returns the 402 with the exact expected asset and price. Settlement-success gating means your data is released only after the facilitator confirms the payment. A failed payment never burns credits and never returns partial data.

What are the pricing tiers and rate limits?

Pricing is published per endpoint in /v1/x402/pricing and scales across tiers, from standard scrapes up to heavier operations like screenshots, crawls and OCR. Rate limits are tier-based, enforced server-side, and the ladder walks you up as your demand grows.

Is Pry open source?

Yes. The core engine is MIT open source and free to self-host with unlimited requests; the stealth/anti-detection module is source-available under BSL 1.1 (free for personal and non-commercial use, with a commercial license for production). Source lives on Codeberg (codeberg.org/RugMunchMedia/pryscraper) and GitLab (gitlab.com/cryptorugmuncher/pryscraper).

What are the data, legal and compliance basics?

Pry sticks to publicly available data. You are responsible for respecting each site's terms of service, robots.txt and copyright, plus privacy law like GDPR/CCPA. The engine ships compliance tooling — consent recording, deletion and retention controls, and audit logs — so you can build responsibly without hoovering up personal data.

Why am I getting a 402, or why was my payment not credited?

A 402 body always says what it wants: the expected asset, network and price — the most common cause is paying in the wrong asset or chain. If a payment is not credited, confirm it landed on the correct treasury address for that network and that it is mainnet; testnet transactions are rejected by design. Replayed or unsettled transactions are refused to prevent double-spends.

Something else? Ask in Telegram or @cryptorugmunch.

Open source

Read the code. Run it yourself.

The core engine is MIT licensed and developed in the open. Star, fork, or file issues on the public mirrors — no registration required to read a single line.

Own the web. Get paid for it.

One command to a self-hosted scraper your AI agents can use — and pay for — today.