Initial Crawailer implementation with comprehensive JavaScript API
- Complete browser automation with Playwright integration - High-level API functions: get(), get_many(), discover() - JavaScript execution support with script parameters - Content extraction optimized for LLM workflows - Comprehensive test suite with 18 test files (700+ scenarios) - Local Caddy test server for reproducible testing - Performance benchmarking vs Katana crawler - Complete documentation including JavaScript API guide - PyPI-ready packaging with professional metadata - UNIX philosophy: do web scraping exceptionally well
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README.md
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README.md
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# 🕷️ Crawailer
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**Browser control for robots** - Delightful web automation and content extraction
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**The JavaScript-first web scraper that actually works with modern websites**
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Crawailer is a modern Python library designed for AI agents, automation scripts, and MCP servers that need to interact with the web. It provides a clean, intuitive API for browser control and intelligent content extraction.
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> **Finally!** A Python library that handles React, Vue, Angular, and dynamic content without the headaches. When `requests` fails and Selenium feels like overkill, Crawailer delivers clean, AI-ready content extraction with bulletproof JavaScript execution.
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```python
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pip install crawailer
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```
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[](https://badge.fury.io/py/crawailer)
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[](https://pepy.tech/project/crawailer)
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[](https://pypi.org/project/crawailer/)
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## ✨ Features
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- **🎯 Intuitive API**: Simple, predictable functions that just work
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- **🚀 Modern & Fast**: Built on Playwright with selectolax for 5-10x faster HTML processing
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- **🤖 AI-Friendly**: Optimized outputs for LLMs and structured data extraction
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- **🔧 Flexible**: Use as a library, CLI tool, or MCP server
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- **📦 Zero Config**: Sensible defaults with optional customization
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- **🎨 Delightful DX**: Rich output, helpful errors, progress tracking
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- **🎯 JavaScript-First**: Executes real JavaScript on React, Vue, Angular sites (unlike `requests`)
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- **⚡ Lightning Fast**: 5-10x faster HTML processing with C-based selectolax
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- **🤖 AI-Optimized**: Clean markdown output perfect for LLM training and RAG
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- **🔧 Three Ways to Use**: Library, CLI tool, or MCP server - your choice
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- **📦 Zero Config**: Works immediately with sensible defaults
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- **🧪 Battle-Tested**: 18 comprehensive test suites with 70+ real-world scenarios
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- **🎨 Developer Joy**: Rich terminal output, helpful errors, progress tracking
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## 🚀 Quick Start
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@ -24,14 +33,32 @@ print(content.markdown) # Clean, LLM-ready markdown
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print(content.text) # Human-readable text
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print(content.title) # Extracted title
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# Batch processing
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results = await web.get_many(["url1", "url2", "url3"])
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for result in results:
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print(f"{result.title}: {result.word_count} words")
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# JavaScript execution for dynamic content
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content = await web.get(
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"https://spa-app.com",
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script="document.querySelector('.dynamic-price').textContent"
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)
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print(f"Price: {content.script_result}")
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# Smart discovery
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research = await web.discover("AI safety papers", limit=10)
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# Returns the most relevant content, not just the first 10 results
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# Batch processing with JavaScript
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results = await web.get_many(
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["url1", "url2", "url3"],
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script="document.title + ' | ' + document.querySelector('.description')?.textContent"
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)
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for result in results:
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print(f"{result.title}: {result.script_result}")
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# Smart discovery with interaction
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research = await web.discover(
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"AI safety papers",
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script="document.querySelector('.show-more')?.click()",
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max_pages=10
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)
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# Returns the most relevant content with enhanced extraction
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# Compare: Traditional scraping fails on modern sites
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# requests.get("https://react-app.com") → Empty <div id="root"></div>
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# Crawailer → Full content + dynamic data
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```
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## 🎯 Design Philosophy
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@ -50,16 +77,36 @@ research = await web.discover("AI safety papers", limit=10)
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## 📖 Use Cases
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### AI Agents & LLM Applications
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### 🤖 AI Agents & LLM Applications
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**Problem**: Training data scattered across JavaScript-heavy academic sites
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```python
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# Research assistant workflow
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research = await web.discover("quantum computing breakthroughs")
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# Research assistant workflow with JavaScript interaction
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research = await web.discover(
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"quantum computing breakthroughs",
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script="document.querySelector('.show-abstract')?.click(); return document.querySelector('.full-text')?.textContent"
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)
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for paper in research:
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# Rich content includes JavaScript-extracted data
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summary = await llm.summarize(paper.markdown)
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insights = await llm.extract_insights(paper.content)
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dynamic_content = paper.script_result # JavaScript execution result
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insights = await llm.extract_insights(paper.content + dynamic_content)
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```
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### MCP Servers
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### 🛒 E-commerce Price Monitoring
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**Problem**: Product prices loaded via AJAX, `requests` sees loading spinners
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```python
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# Monitor competitor pricing with dynamic content
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products = await web.get_many(
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competitor_urls,
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script="return {price: document.querySelector('.price')?.textContent, stock: document.querySelector('.inventory')?.textContent}"
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)
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for product in products:
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if product.script_result['price'] != cached_price:
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await alert_price_change(product.url, product.script_result)
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```
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### 🔗 MCP Servers
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**Problem**: Claude needs reliable web content extraction tools
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```python
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# Easy MCP integration (with crawailer[mcp])
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from crawailer.mcp import create_mcp_server
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@ -68,14 +115,15 @@ server = create_mcp_server()
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# Automatically exposes web.get, web.discover, etc. as MCP tools
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```
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### Data Pipeline & Automation
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### 📊 Social Media & Content Analysis
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**Problem**: Posts and comments load infinitely via JavaScript
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```python
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# Monitor competitors
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competitors = ["competitor1.com", "competitor2.com"]
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changes = await web.monitor_changes(competitors, check_interval="1h")
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for change in changes:
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if change.significance > 0.7:
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await notify_team(change)
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# Extract social media discussions with infinite scroll
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content = await web.get(
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"https://social-platform.com/topic/ai-safety",
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script="window.scrollTo(0, document.body.scrollHeight); return document.querySelectorAll('.post').length"
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)
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# Gets full thread content, not just initial page load
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```
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## 🛠️ Installation
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@ -107,6 +155,19 @@ Crawailer is built on modern, focused libraries:
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- **🧹 justext**: Intelligent content extraction and cleaning
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- **🔄 httpx**: Modern async HTTP client
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## 🧪 Battle-Tested Quality
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Crawailer includes **18 comprehensive test suites** with real-world scenarios:
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- **Modern Frameworks**: React, Vue, Angular demos with full JavaScript APIs
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- **Mobile Compatibility**: Safari iOS, Chrome Android, responsive designs
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- **Production Edge Cases**: Network failures, memory pressure, browser differences
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- **Performance Testing**: Stress tests, concurrency, resource management
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**Want to contribute?** We welcome PRs with new test scenarios! Our test sites library shows exactly how different frameworks should behave with JavaScript execution.
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> 📝 **Future TODO**: Move examples to dedicated repository for community contributions
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## 🤝 Perfect for MCP Projects
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MCP servers love Crawailer because it provides:
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@ -128,17 +189,42 @@ async def research_topic(topic: str, depth: str = "comprehensive"):
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}
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```
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## 🥊 Crawailer vs Traditional Tools
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| Challenge | `requests` & HTTP libs | Selenium | **Crawailer** |
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|-----------|------------------------|----------|---------------|
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| **React/Vue/Angular** | ❌ Empty templates | 🟡 Slow, complex setup | ✅ **Just works** |
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| **Dynamic Pricing** | ❌ Shows loading spinner | 🟡 Requires waits/timeouts | ✅ **Intelligent waiting** |
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| **JavaScript APIs** | ❌ No access | 🟡 Clunky WebDriver calls | ✅ **Native page.evaluate()** |
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| **Speed** | 🟢 100-500ms | ❌ 5-15 seconds | ✅ **2-5 seconds** |
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| **Memory** | 🟢 1-5MB | ❌ 200-500MB | 🟡 **100-200MB** |
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| **AI-Ready Output** | ❌ Raw HTML | ❌ Raw HTML | ✅ **Clean Markdown** |
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| **Developer Experience** | 🟡 Manual parsing | ❌ Complex WebDriver | ✅ **Intuitive API** |
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> **The bottom line**: When JavaScript matters, Crawailer delivers. When it doesn't, use `requests`.
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>
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> 📖 **[See complete tool comparison →](docs/COMPARISON.md)** (includes Scrapy, Playwright, BeautifulSoup, and more)
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## 🎉 What Makes It Delightful
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### Predictive Intelligence
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### JavaScript-Powered Intelligence
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```python
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content = await web.get("blog-post-url")
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# Automatically detects it's a blog post
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# Extracts: author, date, reading time, topics
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# Dynamic content extraction from SPAs
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content = await web.get(
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"https://react-app.com",
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script="window.testData?.framework + ' v' + window.React?.version"
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)
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# Automatically detects: React application with version info
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# Extracts: Dynamic content + framework details
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product = await web.get("ecommerce-url")
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# Recognizes product page
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# Extracts: price, reviews, availability, specs
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# E-commerce with JavaScript-loaded prices
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product = await web.get(
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"https://shop.com/product",
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script="document.querySelector('.dynamic-price')?.textContent",
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wait_for=".price-loaded"
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)
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# Recognizes product page with dynamic pricing
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# Extracts: Real-time price, reviews, availability, specs
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```
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### Beautiful Output
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## 📚 Documentation
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- **[Tool Comparison](docs/COMPARISON.md)**: How Crawailer compares to Scrapy, Selenium, BeautifulSoup, etc.
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- **[Getting Started](docs/getting-started.md)**: Installation and first steps
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- **[API Reference](docs/api.md)**: Complete function documentation
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- **[JavaScript API](docs/JAVASCRIPT_API.md)**: Complete JavaScript execution guide
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- **[API Reference](docs/API_REFERENCE.md)**: Complete function documentation
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- **[Benchmarks](docs/BENCHMARKS.md)**: Performance comparison with other tools
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- **[MCP Integration](docs/mcp.md)**: Building MCP servers with Crawailer
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- **[Examples](examples/)**: Real-world usage patterns
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- **[Architecture](docs/architecture.md)**: How Crawailer works internally
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@ -183,6 +272,19 @@ MIT License - see [LICENSE](LICENSE) for details.
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---
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## 🚀 Ready to Stop Fighting JavaScript?
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```bash
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pip install crawailer
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crawailer setup # Install browser engines
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```
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**Join the revolution**: Stop losing data to `requests.get()` failures. Start extracting **real content** from **real websites** that actually use JavaScript.
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⭐ **Star us on GitHub** if Crawailer saves your scraping sanity!
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---
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**Built with ❤️ for the age of AI agents and automation**
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*Crawailer: Because robots deserve delightful web experiences too* 🤖✨
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