Transform any website into clean markdown or AI-ready structured data without worrying about rate limits or proxy management.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install firecrawl-scraping
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install firecrawl-scraping using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Firecrawl Web Scraping?
The Firecrawl skill is a high-performance web scraping and data extraction engine designed to turn any URL into usable markdown or structured JSON. It is a vital component for developers building workflows with Openclaw Skills who need reliable access to web data without the complexity of managing headless browsers or rotating proxies. By leveraging Firecrawl technology, this skill ensures that web content is cleaned and formatted specifically for ingestion by AI models.
Whether you need to generate a sitemap or extract specific product details using a schema, this skill provides a seamless interface for web data acquisition. It enhances the capabilities of Openclaw Skills by providing a robust, pay-as-you-go solution for large-scale data extraction tasks, effectively eliminating the barriers of IP blocking and rate limiting.
Firecrawl Web Scraping Use Cases
- Converting web pages into clean markdown for Retrieval-Augmented Generation (RAG) and LLM training.
- Extracting structured product data, pricing, and feature lists from e-commerce sites using AI schemas.
- Generating comprehensive sitemaps for domain discovery and content auditing.
- Automating competitive research by monitoring changes across multiple web targets without getting blocked.
How Firecrawl Web Scraping Works
- The user provides a target URL and selects one of the three core actions: scrape, extract, or map.
- The request is sent to the Firecrawl engine via the SkillBoss API, which manages the underlying browser infrastructure.
- For scraping, the engine strips HTML clutter to produce clean markdown; for extraction, it uses AI to map content to a user-defined JSON schema.
- The processed data is returned to the Openclaw Skills environment, ready for use in subsequent automation steps or agent responses.
Firecrawl Web Scraping Setup
To integrate this skill into your workflow, you must obtain an API key from SkillBoss.
- Sign up and get your key at the SkillBoss Console.
- Configure your environment by setting the primary API key:
export SKILLBOSS_API_KEY='your_api_key_here'
Firecrawl Web Scraping Data Schema & Taxonomy
The skill organizes data based on the requested action, ensuring high compatibility with AI-driven workflows within the Openclaw Skills framework:
| Action | Input Requirements | Output Format |
|---|---|---|
| scrape | url |
Clean Markdown string |
| extract | url, schema |
Structured JSON object |
| map | url |
List of URLs (Sitemap) |
All requests require a valid SKILLBOSS_API_KEY passed via the Authorization header.
Firecrawl Web Scraping Advanced Features
- AI-powered structured extraction that understands complex web layouts via custom JSON schemas.
- Built-in anti-bot bypass and proxy rotation to ensure high success rates on protected websites.
- Zero rate limits, allowing for high-concurrency scraping tasks within the Openclaw Skills ecosystem.
- Pay-per-use pricing model that eliminates the need for expensive monthly subscriptions for occasional scraping needs.
SKILL.md
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