Turn Any Website Into
Clean Fit-Markdown for AI
Extract clean, structured Markdown from any static or dynamic website at enterprise scale. Reduce token costs by 90% and feed pure signal into your RAG pipelines and AI agents.
Enter any website URL to extract clean, LLM-ready markdown with frontmatter.
- Depth & Cap: Depth 0 extracts only this URL. Depth 1 traverses direct links up to the Max Pages cap.
- Country Geotargeting: Routes extraction through residential proxies and localized headers of the selected country to bypass geo-blocks.
- Zero-Charge Guarantee: If any page fails or is blocked, zero credits are deducted.
Don't have a URL ready? We curated these world-class domains specifically for your evaluation. Click any site below to trigger an instant live scrape and get clean Fit-Markdown + 3072-dim vector embeddings with ZERO credit cost!
Bridge the Entire Web Directly into Vector DBs & LLMs
Stop wasting time and money writing scraping scripts, text cleaners, and paying external embedding APIs. FlyCrawl extracts clean content, intelligently chunks by headers, and calculates 1536-dimensional semantic vectors in a single sub-second API call.
Eliminate 5-Step ETL Pipelines
Previously, building a RAG bot required: 1) Scraping HTML, 2) Cleaning boilerplate, 3) Chunking text, 4) Calling OpenAI Embedding API ($$), and 5) Writing database insert code. FlyCrawl does all 5 in ONE single call.
1-Click Native Vector DB Payloads
Outputs standard 1536-dimensional normalized vectors with section metadata, token counts, and source URLs. 100% plug-and-play compatible with Pinecone, Qdrant, ChromaDB, Weaviate, and Milvus.
Native MCP Protocol for Cursor & Claude
Includes built-in Model Context Protocol (MCP JSON-RPC) endpoint. Equip Cursor, Claude Desktop, Windsurf, or autonomous AI agents with real-time web browsing, scraping, and vector retrieval in 1 line.
🚀 2-Line Integration Examples
Ingest live web pages into Vector DBs with Python, Node.js, cURL, or Cursor MCP
import requests, pinecone
# 1. Scrape & Vectorize in 1 API Call
res = requests.post("https://api.flycrawl.net/api/v1/scrape",
headers={"Authorization": "Bearer YOUR_API_KEY"},
json={"url": "https://example.com/docs", "formats": ["embeddings"]}).json()
# 2. Upsert directly to Pinecone Index
pinecone.Index("my-rag").upsert(vectors=res["embeddings"]["vectors"])
# ✨ Done! Your AI Bot is now trained on live docs.{
"mcpServers": {
"flycrawl": {
"url": "https://api.flycrawl.net/api/v1/mcp",
"headers": {
"Authorization": "Bearer YOUR_FLYCRAWL_API_KEY"
}
}
}
}Explore & Download Crawl Outputs for 200+ Top Websites
Want to test the raw extraction quality? Inspect deterministic Fit-Markdown files from BBC, OpenAI, Reddit, GitHub, Amazon and 200+ global domains across 7 categories. Download clean .md files with 1 click.
Engineered for High-Throughput & Uninterrupted Reliability
Designed to power mission-critical AI pipelines, market intelligence platforms, and high-volume vector indexing.
Fit-Markdown Standardization
Intelligently strips navigation headers, footers, cookie banners, and CSS bloat, delivering pure semantic text ready for immediate embedding.
Advanced Anti-Bot & WAF Resilience
Dynamic browser fingerprinting and distributed retry protocols that navigate Cloudflare, rate limits, and regional CDNs reliably.
Zero Memory Leaks (<50MB Footprint)
Strict memory-reclamation architecture ensures workers operate 24/7 over tens of thousands of domains without performance degradation.
High-Capacity Batch Processing
Process enterprise datasets containing 50,000+ URLs in parallel with multi-worker orchestration and automated catalog structuring.
Structured YAML Metadata
Every document includes structured YAML frontmatter containing Title, Source URL, Description, and Extraction Timestamps for Vector DB indexing.
Enterprise REST API & Webhooks
Integrate into your backend services in minutes using standard HTTP endpoints, Bearer API Keys, and Swagger OpenAPI schemas.
Real Business Advantages vs. Global Competitors
Stop paying high monthly retainer fees for messy raw data. See how FlyCrawl saves you time, infrastructure bills, and engineering headaches.
Up to 80% Lower Costs
Instead of mandatory $99/mo plans, pay only for what you crawl with ultra-low $0.0019/page rates.
Zero-Cleaning Required
Receive clean, structured Fit-Markdown ready for AI models and human reading without manual regex or HTML cleanup.
Instant Crypto Settlement
Top up in seconds using USDT (TRC-20) or TON with zero KYC requirements or payment gateway blocks.
100% Zero-Risk Policy
If a target page cannot be extracted or is blocked by target servers, you are charged 0 credits. Zero wasted budget.
Who is FlyCrawl Built For?
Engineered specifically for developers, data scientists, and AI product teams who require clean web context without infrastructure overhead.
AI & LLM Engineers
RAG & Vector IngestionFeeding clean web data into Pinecone, Qdrant, Chroma, LangChain, or LlamaIndex. Fit-Markdown strips 90%+ HTML noise, slashing your OpenAI/Claude token billing.
AI Agents & Cursor MCP Builders
Claude Desktop / WindsurfAutonomous agents (CrewAI, AutoGen, Cursor, Claude Desktop) that need real-time sub-second web browsing and docs extraction through native MCP endpoints.
Data Scientists & Market Researchers
Price & Competitive IntelMonitoring competitor prices, product catalogs, financial reports, and news trends at scale without writing or maintaining fragile CSS selectors.
SaaS Founders & Indie Hackers
Cost-Effective GrowthBuilding AI Copilots, SEO tools, and lead generation apps. Cut infrastructure costs by 80% with $0.0019/page and zero charges on failed pages.
Freelancers & Global Developers
No-KYC Crypto PaymentDevelopers facing Stripe card restrictions or seeking privacy. Top up on demand using USDT (TRC-20) or TON without international card hurdles or KYC.
Academic Researchers & NLP Labs
Dataset & Corpus BuildingCreating high-quality domain-specific datasets and benchmark corpuses for fine-tuning open-source LLMs with deep recursive sitemap traversal.
How FlyCrawl Compares to Modern AI Web Scrapers
Python Async + Playwright. Great for free local self-hosting and JSON schema extraction.
Best for: Free Local HostZero-config URL prefix proxy reader. Fast cloud markdown extraction without setup.
Best for: Zero-Config CloudRust-powered ultra-fast cloud scraper with automated anti-bot and captcha bypass.
Best for: High-Speed BatchesEnterprise ML extraction without selectors for e-commerce and articles.
Best for: Enterprise ScrapesActor ecosystem for recursive crawling and vector ingestion for RAG pipelines.
Best for: Apify Cloud UsersDedicated search & extraction engine for autonomous AI Agents.
Best for: Agentic AI SearchSpecialized for extracting technical docs and knowledgebases for Vector DBs.
Best for: Doc IngestionThe popular Web-to-Markdown pioneer. High stability but heavy 8-docker self-host.
Best for: Standard CloudComprehensive 9-Engine Feature & Pricing Matrix
Scroll horizontally to inspect pricing, engine speed, crypto accessibility, and token economy across all tools.
| Feature / Metric |
FlyCrawl
|
🔥 Firecrawl
firecrawl.dev
|
🤖 Crawl4AI
Open-Source
|
⚡ Jina Reader
r.jina.ai
|
🕷️ Spider Cloud
spider.cloud
|
🏢 Zyte API
zyte.com
|
📦 Apify
apify.com
|
🔍 Tavily AI
tavily.com
|
📖 Mendable
mendable.ai
|
|---|---|---|---|---|---|---|---|---|---|
| Output Quality & Fit-Markdown | ✅ 100% Fit-Markdown (90%+ Token Saving) | ✅ Standard Markdown | ✅ Clean Markdown + Schema | ✅ Clean Text & Markdown | ✅ Raw Text & Fast Markdown | ✅ Structured JSON Extraction | ✅ Vector & Markdown | ✅ Agentic Search Context | ✅ Doc Markdown Index |
| Cost per Page / Minimum Spend |
$0.0019 / page Start from $0 (No KYC) |
$0.0060 / page Min $99/mo Card |
Free Open-Source Host compute cost |
$0.0020 / call Free Tier + API Card |
$0.0050 / page Min $19/mo Card |
$0.0120+ / page Enterprise Minimums |
$0.0050 / page +$49/mo Compute |
$0.0080 / search Min $20/mo Card |
Custom Enterprise High Monthly Quote |
| Instant Crypto Top-Up (No KYC) | ✅ USDT / TON (Instant) | ❌ Stripe Card Only | N/A Self-Hosted | ❌ Credit Card Only | ❌ Credit Card Only | ❌ Bank Wire / Card | ❌ Credit Card Only | ❌ Credit Card Only | ❌ Invoice / Card |
| Engine Speed & Architecture |
~350ms Compiled C#/Go (Zero Leak) |
~1200ms Node.js + BullMQ |
~800ms Python Async + Playwright |
~650ms Cloud Gateway Proxy |
~400ms Rust Async Engine |
~1500ms Distributed ML Parser |
~1100ms Node.js Actor Container |
~750ms Search Index Aggregator |
~900ms Cloud Doc Scraper |
| Dynamic JavaScript & SPA Support | ✅ Chromium Headless & Stealth | ✅ Playwright Cluster | ✅ Playwright Async | ✅ Cloud JS Reader | ✅ Headless Chrome | ✅ Splash & Chrome | ✅ Crawlee Browser | ⚠️ Search Index Only | ✅ Doc JS Rendering |
| Deep Recursive Crawling & Maps | ✅ Fast Recursive + Live SSE | ✅ Async Queue Crawl | ⚠️ Custom Script Loop | ❌ Single URL Reader Only | ✅ Multi-Page Crawler | ✅ Scrapy Enterprise | ✅ Recursive Actor | ❌ Search API Only | ✅ Sitemap Crawler |
| Enterprise Anti-SSRF Isolation | ✅ Strict Internal IP Guard | ⚠️ Basic Proxy | ⚠️ Manual Firewall Config | ✅ Cloud Gateway Guard | ✅ Cloud Network Isolation | ✅ Enterprise Proxy Pool | ✅ Sandbox Container | ✅ Search Engine Sandbox | ⚠️ Standard Cloud |
| Zero-Charge Guarantee on Errors | ✅ 100% Free on Failure | ⚠️ Partial Deductions | N/A Self-Hosted | ⚠️ Rate Limit Deduction | ⚠️ Charged Per Attempt | ⚠️ Contract Dependent | ⚠️ Compute Consumed | ⚠️ Deducted Per Call | ⚠️ SLA Dependent |
| Native Model Context Protocol (MCP) | ✅ Built-in MCP Server Endpoint | ⚠️ Community Plugin Only | ❌ No Native Server | ⚠️ Basic MCP Wrapper | ❌ No MCP Support | ❌ REST API Only | ⚠️ Apify Actor Wrapper | ✅ Tavily MCP Server | ❌ No MCP Support |
| Setup Friction & Cloud Deployment | ✅ Instant 1-Click / 1 Binary | ⚠️ 8+ Docker containers | ✅ pip install crawl4ai | ✅ Instant URL Prefix | ✅ Cloud API + Rust CLI | ⚠️ Complex Setup | ⚠️ Docker Actor Config | ✅ Instant Search API | ⚠️ Enterprise Onboarding |
Which AI Scraping Solution is Best for Your Stack?
For self-hosting, Crawl4AI is the most economical and flexible option. For simple cloud APIs, Firecrawl and Jina Reader offer high stability. For high throughput, zero memory leaks, and crypto accessibility without international card blocks, FlyCrawl delivers the best cost-to-speed ratio.
High-Performance Web Scraping for Any Static or Dynamic Website
FlyCrawl is the complete scraping engine designed for modern developers. Scrape single URLs, crawl full domains recursively, bypass bot protections, and extract LLM-ready Fit-Markdown with zero boilerplate.
Instant Single-Page Scraping
Extract clean, noise-free Markdown from any news article, product page, blog post, or documentation in under 350ms.
POST /api/v1/scrape
Deep Recursive Sitemap Scraping
Discover every sub-page via automated XML sitemap traversal. Crawl up to 50,000 pages concurrently with live SSE event streaming.
POST /api/v1/crawl
Automated Cloudflare & WAF Bypass
Bypass Cloudflare Turnstile, DataDome, and sophisticated bot-blockers with our stealth Chromium rendering cluster.
Stealth Mode & Residential Proxy
SDKs for Python, TypeScript & MCP
Integrate into LangChain, LlamaIndex, Claude Desktop, Cursor, or your custom Python scraper script in just 3 lines of code.
pip install flycrawl-python
Scalable Extraction Plans for Developers & AI Teams
Start for free with 100 credits. Choose between economical 30-day monthly cycles or Never-Expiring lifetime credits.
Ideal for testing the API on live websites.
- ✨ 100 Free Fit-Markdown Credits
- 📄 Clean Fit-Markdown & JSON
- 🚀 4 Concurrent Workers
- 🔑 1 Live API Key
For indie devs & automated crawlers.
- ✨ 30,000 Fit-Markdown Pages
- ⚡ 8 Concurrent Workers
- 🛡️ Anti-Bot & Cloudflare Bypass
- 🔑 3 Live API Keys
For production AI, RAG & LLM pipelines.
- ✨ 120,000 Fit-Markdown Pages
- ⚡ 32 Priority Workers
- 🔄 Webhook Callbacks & Async Streams
- 🔑 Unlimited API Keys
Dedicated proxy clusters & SLA contracts.
- ✨ 500,000+ Credits
- 🚀 64 Dedicated Ultra Workers
- 🔒 Dedicated Bandwidth & SLA
- 🤝 Direct 24/7 Telegram & VIP Support
One API Call. Deterministic Fit-Markdown.
Need an Exclusive Crawler or Dedicated Custom Pipeline?
Have specific anti-bot challenges, private on-premise crawler software needs, complex multi-step scraping logic, or monthly volumes exceeding 10M+ pages? Tell us your requirements and our architecture team will deliver a custom proposal.