# Scrapfly Documentation ## Table of Contents ### Dashboard - [Intro](https://scrapfly.io/docs) - [Project](https://scrapfly.io/docs/project) - [Account](https://scrapfly.io/docs/account) - [Workspace & Team](https://scrapfly.io/docs/workspace-and-team) - [Billing](https://scrapfly.io/docs/billing) ### Products #### MCP Server - [Getting Started](https://scrapfly.io/docs/mcp/getting-started) - [Tools & API Spec](https://scrapfly.io/docs/mcp/tools) - [Authentication](https://scrapfly.io/docs/mcp/authentication) - [Examples & Use Cases](https://scrapfly.io/docs/mcp/examples) - [FAQ](https://scrapfly.io/docs/mcp/faq) ##### Integrations - [Overview](https://scrapfly.io/docs/mcp/integrations) - [Claude Desktop](https://scrapfly.io/docs/mcp/integrations/claude-desktop) - [Claude Code](https://scrapfly.io/docs/mcp/integrations/claude-code) - [ChatGPT](https://scrapfly.io/docs/mcp/integrations/chatgpt) - [Cursor](https://scrapfly.io/docs/mcp/integrations/cursor) - [Cline](https://scrapfly.io/docs/mcp/integrations/cline) - [Windsurf](https://scrapfly.io/docs/mcp/integrations/windsurf) - [Zed](https://scrapfly.io/docs/mcp/integrations/zed) - [Roo Code](https://scrapfly.io/docs/mcp/integrations/roo-code) - [VS Code](https://scrapfly.io/docs/mcp/integrations/vscode) - [LangChain](https://scrapfly.io/docs/mcp/integrations/langchain) - [LlamaIndex](https://scrapfly.io/docs/mcp/integrations/llamaindex) - [CrewAI](https://scrapfly.io/docs/mcp/integrations/crewai) - [OpenAI](https://scrapfly.io/docs/mcp/integrations/openai) - [n8n](https://scrapfly.io/docs/mcp/integrations/n8n) - [Make](https://scrapfly.io/docs/mcp/integrations/make) - [Zapier](https://scrapfly.io/docs/mcp/integrations/zapier) - [Vapi AI](https://scrapfly.io/docs/mcp/integrations/vapi) - [Agent Builder](https://scrapfly.io/docs/mcp/integrations/agent-builder) - [Custom Client](https://scrapfly.io/docs/mcp/integrations/custom-client) #### Web Scraping API - [Getting Started](https://scrapfly.io/docs/scrape-api/getting-started) - [API Specification]() - [Monitoring](https://scrapfly.io/docs/monitoring) - [Customize Request](https://scrapfly.io/docs/scrape-api/custom) - [Debug](https://scrapfly.io/docs/scrape-api/debug) - [Anti Scraping Protection](https://scrapfly.io/docs/scrape-api/anti-scraping-protection) - [Proxy](https://scrapfly.io/docs/scrape-api/proxy) - [Proxy Mode](https://scrapfly.io/docs/scrape-api/proxy-mode) - [Proxy Mode - Screaming Frog](https://scrapfly.io/docs/scrape-api/proxy-mode/screaming-frog) - [Proxy Mode - Apify](https://scrapfly.io/docs/scrape-api/proxy-mode/apify) - [(Auto) Data Extraction](https://scrapfly.io/docs/scrape-api/extraction) - [Javascript Rendering](https://scrapfly.io/docs/scrape-api/javascript-rendering) - [Javascript Scenario](https://scrapfly.io/docs/scrape-api/javascript-scenario) - [SSL](https://scrapfly.io/docs/scrape-api/ssl) - [DNS](https://scrapfly.io/docs/scrape-api/dns) - [Cache](https://scrapfly.io/docs/scrape-api/cache) - [Session](https://scrapfly.io/docs/scrape-api/session) - [Webhook](https://scrapfly.io/docs/scrape-api/webhook) - [Screenshot](https://scrapfly.io/docs/scrape-api/screenshot) - [Errors](https://scrapfly.io/docs/scrape-api/errors) - [Timeout](https://scrapfly.io/docs/scrape-api/understand-timeout) - [Throttling](https://scrapfly.io/docs/throttling) - [Troubleshoot](https://scrapfly.io/docs/scrape-api/troubleshoot) - [Billing](https://scrapfly.io/docs/scrape-api/billing) - [FAQ](https://scrapfly.io/docs/scrape-api/faq) #### Crawler API - [Getting Started](https://scrapfly.io/docs/crawler-api/getting-started) - [API Specification]() - [Retrieving Results](https://scrapfly.io/docs/crawler-api/results) - [WARC Format](https://scrapfly.io/docs/crawler-api/warc-format) - [Data Extraction](https://scrapfly.io/docs/crawler-api/extraction-rules) - [Webhook](https://scrapfly.io/docs/crawler-api/webhook) - [Billing](https://scrapfly.io/docs/crawler-api/billing) - [Errors](https://scrapfly.io/docs/crawler-api/errors) - [Troubleshoot](https://scrapfly.io/docs/crawler-api/troubleshoot) - [FAQ](https://scrapfly.io/docs/crawler-api/faq) #### Screenshot API - [Getting Started](https://scrapfly.io/docs/screenshot-api/getting-started) - [API Specification]() - [Accessibility Testing](https://scrapfly.io/docs/screenshot-api/accessibility) - [Webhook](https://scrapfly.io/docs/screenshot-api/webhook) - [Billing](https://scrapfly.io/docs/screenshot-api/billing) - [Errors](https://scrapfly.io/docs/screenshot-api/errors) #### Extraction API - [Getting Started](https://scrapfly.io/docs/extraction-api/getting-started) - [API Specification]() - [Rules Template](https://scrapfly.io/docs/extraction-api/rules-and-template) - [LLM Extraction](https://scrapfly.io/docs/extraction-api/llm-prompt) - [AI Auto Extraction](https://scrapfly.io/docs/extraction-api/automatic-ai) - [Webhook](https://scrapfly.io/docs/extraction-api/webhook) - [Billing](https://scrapfly.io/docs/extraction-api/billing) - [Errors](https://scrapfly.io/docs/extraction-api/errors) - [FAQ](https://scrapfly.io/docs/extraction-api/faq) #### Proxy Saver - [Getting Started](https://scrapfly.io/docs/proxy-saver/getting-started) - [Fingerprints](https://scrapfly.io/docs/proxy-saver/fingerprints) - [Optimizations](https://scrapfly.io/docs/proxy-saver/optimizations) - [SSL Certificates](https://scrapfly.io/docs/proxy-saver/certificates) - [Protocols](https://scrapfly.io/docs/proxy-saver/protocols) - [Pacfile](https://scrapfly.io/docs/proxy-saver/pacfile) - [Secure Credentials](https://scrapfly.io/docs/proxy-saver/security) - [Billing](https://scrapfly.io/docs/proxy-saver/billing) #### Cloud Browser API - [Getting Started](https://scrapfly.io/docs/cloud-browser-api/getting-started) - [Proxy & Geo-Targeting](https://scrapfly.io/docs/cloud-browser-api/proxy) - [Unblock API](https://scrapfly.io/docs/cloud-browser-api/unblock) - [File Downloads](https://scrapfly.io/docs/cloud-browser-api/file-downloads) - [Session Resume](https://scrapfly.io/docs/cloud-browser-api/session-resume) - [Human-in-the-Loop](https://scrapfly.io/docs/cloud-browser-api/human-in-the-loop) - [Debug Mode](https://scrapfly.io/docs/cloud-browser-api/debug-mode) - [Bring Your Own Proxy](https://scrapfly.io/docs/cloud-browser-api/bring-your-own-proxy) - [Browser Extensions](https://scrapfly.io/docs/cloud-browser-api/extensions) - [Native Browser MCP](https://scrapfly.io/docs/cloud-browser-api/mcp) - [DevTools Protocol](https://scrapfly.io/docs/cloud-browser-api/cdp-reference) ##### Integrations - [Puppeteer](https://scrapfly.io/docs/cloud-browser-api/puppeteer) - [Playwright](https://scrapfly.io/docs/cloud-browser-api/playwright) - [Selenium](https://scrapfly.io/docs/cloud-browser-api/selenium) - [Vercel Agent Browser](https://scrapfly.io/docs/cloud-browser-api/agent-browser) - [Browser Use](https://scrapfly.io/docs/cloud-browser-api/browser-use) - [Stagehand](https://scrapfly.io/docs/cloud-browser-api/stagehand) - [Billing](https://scrapfly.io/docs/cloud-browser-api/billing) - [Errors](https://scrapfly.io/docs/cloud-browser-api/errors) ### Tools - [Antibot Detector](https://scrapfly.io/docs/tools/antibot-detector) ### SDK - [Golang](https://scrapfly.io/docs/sdk/golang) - [Python](https://scrapfly.io/docs/sdk/python) - [Rust](https://scrapfly.io/docs/sdk/rust) - [TypeScript](https://scrapfly.io/docs/sdk/typescript) - [Scrapy](https://scrapfly.io/docs/sdk/scrapy) ### Integrations - [Getting Started](https://scrapfly.io/docs/integration/getting-started) - [LangChain](https://scrapfly.io/docs/integration/langchain) - [LlamaIndex](https://scrapfly.io/docs/integration/llamaindex) - [CrewAI](https://scrapfly.io/docs/integration/crewai) - [Zapier](https://scrapfly.io/docs/integration/zapier) - [Make](https://scrapfly.io/docs/integration/make) - [n8n](https://scrapfly.io/docs/integration/n8n) ### Academy - [Overview](https://scrapfly.io/academy) - [Web Scraping Overview](https://scrapfly.io/academy/scraping-overview) - [Tools](https://scrapfly.io/academy/tools-overview) - [Reverse Engineering](https://scrapfly.io/academy/reverse-engineering) - [Static Scraping](https://scrapfly.io/academy/static-scraping) - [HTML Parsing](https://scrapfly.io/academy/html-parsing) - [Dynamic Scraping](https://scrapfly.io/academy/dynamic-scraping) - [Hidden API Scraping](https://scrapfly.io/academy/hidden-api-scraping) - [Headless Browsers](https://scrapfly.io/academy/headless-browsers) - [Hidden Web Data](https://scrapfly.io/academy/hidden-web-data) - [JSON Parsing](https://scrapfly.io/academy/json-parsing) - [Data Processing](https://scrapfly.io/academy/data-processing) - [Scaling](https://scrapfly.io/academy/scaling) - [Walkthrough Summary](https://scrapfly.io/academy/walkthrough-summary) - [Scraper Blocking](https://scrapfly.io/academy/scraper-blocking) - [Proxies](https://scrapfly.io/academy/proxies) --- # CrewAI [ View as markdown ](https://scrapfly.io/?view=markdown) Copy for LLM Copy for LLM [ Open in ChatGPT ](https://chatgpt.com/?hints=search&prompt=Read%20from%20https%3A%2F%2Fscrapfly.io%2Fdocs%2Fmcp%2Fintegrations%2Fcrewai%20so%20I%20can%20ask%20questions%20about%20it.) [ Open in Claude ](https://claude.ai/new?q=Read%20from%20https%3A%2F%2Fscrapfly.io%2Fdocs%2Fmcp%2Fintegrations%2Fcrewai%20so%20I%20can%20ask%20questions%20about%20it.) [ Open in Perplexity ](https://www.perplexity.ai/search/new?q=Read%20from%20https%3A%2F%2Fscrapfly.io%2Fdocs%2Fmcp%2Fintegrations%2Fcrewai%20so%20I%20can%20ask%20questions%20about%20it.) Framework for orchestrating AI agent teams. Equip your CrewAI agents with Scrapfly web scraping capabilities for autonomous data collection and research tasks. AI Agent Framework Python [ Official Website ](https://docs.crewai.com/concepts/tools#mcp-tools) 1. [MCP Documentation](https://scrapfly.io/docs/mcp) 2. [Integrations](https://scrapfly.io/docs/mcp/integrations) 3. CrewAI ## Prerequisites Before getting started, make sure you have the following: - Python 3.10+ installed - `crewai` and `crewai` package installed - Your Scrapfly API key ## Setup Instructions CrewAI supports MCP tools through the tools integration. Follow these steps to equip your agent crew with Scrapfly capabilities. 1. **Install Required Packages** Install CrewAI and the tools package with MCP support: ``` pip install crewai ``` Tip: Virtual EnvironmentUse a virtual environment to manage dependencies: ``` python -m venv venv source venv/bin/activate # On Windows: venv\Scripts\activate pip install crewai ``` 2. **Integrate Scrapfly MCP with CrewAI Agent** Build a CrewAI agent equipped with web scraping capabilities: ``` from crewai import Agent, Task, Crew # Create agent with MCP tools using string references web_scraping_agent = Agent( role="Web Scraping Expert", goal="Scrape and extract data from the web", backstory="Expert web scraping agent that can scrape and extract data from the web", mcps=[ "https://mcp.scrapfly.io/mcp?key=YOUR_API_KEY", ] ) ``` **Pro Tip:** The agent will automatically call `scraping_instruction_enhanced` to get required parameters before scraping! 3. **Build a Crew** Create a Crew to utilize the Agent powered by Scrapfly MCP: ``` from crewai import Agent, Task, Crew # Create agent with MCP tools using string references web_scraping_agent = Agent( role="Web Scraping Expert", goal="Scrape and extract data from the web", backstory="Expert web scraping agent that can scrape and extract data from the web", mcps=[ "https://mcp.scrapfly.io/mcp?key=YOUR_API_KEY", ] ) # Create task web_scraping_task = Task( description="Extract the product data on web-scraping.dev/products", expected_output="A list of product data in JSON format", agent=web_scraping_agent ) # Create and run crew crew = Crew(agents=[web_scraping_agent], tasks=[web_scraping_task]) result = crew.kickoff() ``` ## Example Prompts ###### Competitive Intelligence Crew Multi-agent team scraping competitor websites, analyzing pricing, and generating reports ###### Content Aggregation Workflow Agents scraping news sites, summarizing articles, and categorizing content ###### Market Research Team Crew collecting product data, customer reviews, and market trends from multiple sources ###### Research Assistant Crew Agents scraping academic papers, extracting citations, and building knowledge graphs ## Troubleshooting ##### Import Error: crewai-tools not found **Problem:** `ModuleNotFoundError: No module named 'crewai_tools'` **Solution:** - Install the package: `pip install crewai-tools` - Verify Python environment: `which python` - Try upgrading: `pip install --upgrade crewai crewai-tools` - Check Python version is 3.10+: `python --version` ##### npx Command Not Found **Problem:** MCPTool cannot execute `npx` command **Solution:** - Ensure Node.js 18+ is installed: `node --version` - Verify `npx` is in PATH: `npx --version` - Restart terminal after installing Node.js - Try full path: `command="/usr/local/bin/npx"` ##### OAuth2 in Production Environments **Problem:** OAuth2 browser window cannot open in server/CI environment **Solution:** - Use API key authentication for production deployments - Store API key in environment variable: `SCRAPFLY_API_KEY` - Load from environment: `args=["mcp-remote", f"https://mcp.scrapfly.io/mcp?key={os.getenv('SCRAPFLY_API_KEY')}"]` ##### Agent Not Using Scrapfly Tools **Problem:** Agent does not call Scrapfly tools when assigned scraping tasks **Solution:** - Verify tools loaded: `print([tool.name for tool in scrapfly_tools])` - Check agent has tools assigned: `tools=scrapfly_tools` in Agent creation - Use explicit task descriptions mentioning "scrape" or "web data" - Enable verbose mode: `verbose=True` to see agent reasoning ##### Crew Execution Hangs **Problem:** Crew execution hangs or times out during scraping **Solution:** - Check network connectivity to `https://mcp.scrapfly.io/mcp` - Verify target URLs are accessible - Increase task timeout if scraping large pages - Enable verbose mode to see where execution stalls ## Next Steps - [Explore available MCP tools](https://scrapfly.io/docs/mcp/tools) and their capabilities - [See real-world examples](https://scrapfly.io/docs/mcp/examples) of what you can build - [Learn about authentication methods](https://scrapfly.io/docs/mcp/authentication) in detail - [Read the FAQ](https://scrapfly.io/docs/mcp/faq) for common questions [ Back to All Integrations ](https://scrapfly.io/docs/mcp/integrations)