Playwright Scraper▌

by dennisgl
Leverage advanced web scraping in Node.js using Playwright and BeautifulSoup for robust JavaScript web scraping and cont
Leverages Playwright and BeautifulSoup to enable robust web scraping and content extraction, converting complex JavaScript-heavy web pages into high-quality Markdown with browser automation capabilities.
best for
- / Extracting content from dynamic websites
- / Converting web articles to readable format
- / Automating content research and documentation
capabilities
- / Scrape JavaScript-heavy websites
- / Convert web content to Markdown
- / Handle modern web pages with browser automation
- / Parse and clean HTML content
- / Control SSL certificate verification
what it does
Scrapes web content from JavaScript-heavy sites using Playwright browser automation and converts it to clean Markdown format.
about
Playwright Scraper is a community-built MCP server published by dennisgl that provides AI assistants with tools and capabilities via the Model Context Protocol. Leverage advanced web scraping in Node.js using Playwright and BeautifulSoup for robust JavaScript web scraping and cont It is categorized under search web. This server exposes 1 tool that AI clients can invoke during conversations and coding sessions.
how to install
You can install Playwright Scraper in your AI client of choice. Use the install panel on this page to get one-click setup for Cursor, Claude Desktop, VS Code, and other MCP-compatible clients. This server runs locally on your machine via the stdio transport.
license
Apache-2.0
Playwright Scraper is released under the Apache-2.0 license. This is a permissive open-source license, meaning you can freely use, modify, and distribute the software.
readme
mcp-playwright-scraper
A Model Context Protocol (MCP) server that scrapes web content and converts it to Markdown.
Overview
This MCP server provides a simple tool for scraping web content and converting it to Markdown format. It uses:
- Playwright: For headless browser automation to handle modern web pages including JavaScript-heavy sites
- BeautifulSoup: For HTML parsing and cleanup
- Pypandoc: For high-quality HTML to Markdown conversion
Tools
The server implements a single tool:
scrape_to_markdown: Scrapes content from a URL and converts it to Markdown- Required parameter:
url(string) - The URL to scrape - Optional parameter:
verify_ssl(boolean) - Whether to verify SSL certificates (default: true)
- Required parameter:
Installation
Using uv (recommended)
When using uv no specific installation is needed. We will
use uvx to directly run mcp-playwright-scraper.
Using PIP
Alternatively you can install mcp-playwright-scraper via pip:
pip install mcp-playwright-scraper
After installation, you can run it as a script using:
python -m mcp_playwright_scraper
Prerequisites
- Python 3.11 or higher
- Playwright browser dependencies
- Pandoc (optional, will be automatically installed by pypandoc if possible)
After installation, you need to install Playwright browser dependencies:
playwright install --with-deps chromium
Configuration
Usage with Claude Desktop
Add this to your claude_desktop_config.json:
"mcpServers": {
"mcp-playwright-scraper": {
"command": "uvx",
"args": ["mcp-playwright-scraper"]
}
}
</details>
<details>
<summary>Using pip installation</summary>
"mcpServers": {
"mcp-playwright-scraper": {
"command": "python",
"args": ["-m", "mcp_playwright_scraper"]
}
}
</details>
Usage with Claude Code
# Basic syntax
$ claude mcp add mcp-playwright-scraper -- uvx mcp-playwright-scraper
# Alternatively, with pip installation
$ claude mcp add mcp-playwright-scraper -- python -m mcp_playwright_scraper
<details>
<summary>Development/Unpublished Servers Configuration</summary>
"mcpServers": {
"mcp-playwright-scraper": {
"command": "uv",
"args": [
"--directory",
"/path/to/mcp-playwright-scraper",
"run",
"mcp-playwright-scraper"
]
}
}
</details>
Usage with Zed
Add to your Zed settings.json:
<details> <summary>Using uvx</summary>"context_servers": [
"mcp-playwright-scraper": {
"command": {
"path": "uvx",
"args": ["mcp-playwright-scraper"]
}
}
],
</details>
<details>
<summary>Using pip installation</summary>
"context_servers": {
"mcp-playwright-scraper": {
"command": "python",
"args": ["-m", "mcp_playwright_scraper"]
}
},
</details>
Usage with Cursor
- Open Cursor Settings
- Navigate to Cursor Settings > Features > MCP
- Click the "+ Add New MCP Server" button
- Configure the Server
- Name:
mcp-playwright-scraper - Type: Select
stdio - Command: Enter one of the following:
- Name:
uvx mcp-playwright-scraper
</details>
<details>
<summary>Using pip installation</summary>
python -m mcp_playwright_scraper
</details>
Usage
Once configured in Claude Desktop, you can explicitly use the scraper with a prompt like:
Use the mcp-playwright-scraper to scrape the content from https://example.com and summarize it.
Debugging
You can use the MCP inspector to debug the server:
npx @modelcontextprotocol/inspector uvx mcp-playwright-scraper
Or if you've installed the package in a specific directory or are developing on it:
cd path/to/mcp-playwright-scraper
npx @modelcontextprotocol/inspector uv run mcp-playwright-scraper
Upon launching, the Inspector will display a URL that you can access in your browser to begin debugging.
Development
Building and Publishing
To prepare the package for distribution:
- Sync dependencies and update lockfile:
uv sync
- Build package distributions:
uv build
This will create source and wheel distributions in the dist/ directory.
- Publish to PyPI:
uv publish
Note: You'll need to set PyPI credentials via environment variables or command flags:
- Token:
--tokenorUV_PUBLISH_TOKEN - Or username/password:
--username/UV_PUBLISH_USERNAMEand--password/UV_PUBLISH_PASSWORD
License
This MCP server is licensed under the Apache License, Version 2.0. You are free to use, modify, and distribute the software, subject to the terms and conditions of the Apache License 2.0. For more details, please see the LICENSE file in the project repository or visit http://www.apache.org/licenses/LICENSE-2.0.
FAQ
- What is the Playwright Scraper MCP server?
- Playwright Scraper is a Model Context Protocol (MCP) server profile on explainx.ai. MCP lets AI hosts (e.g. Claude Desktop, Cursor) call tools and resources through a standard interface; this page summarizes categories, install hints, and community ratings.
- How do MCP servers relate to agent skills?
- Skills are reusable instruction packages (often SKILL.md); MCP servers expose live capabilities. Teams frequently combine both—skills for workflows, MCP for APIs and data. See explainx.ai/skills and explainx.ai/mcp-servers for parallel directories.
- How are reviews shown for Playwright Scraper?
- This profile displays 10 aggregated ratings (sample rows for discoverability plus signed-in user reviews). Average score is about 4.5 out of 5—verify behavior in your own environment before production use.
Ratings
4.5★★★★★10 reviews- ★★★★★Shikha Mishra· Oct 10, 2024
Playwright Scraper is among the better-indexed MCP projects we tried; the explainx.ai summary tracks the official description.
- ★★★★★Piyush G· Sep 9, 2024
We evaluated Playwright Scraper against two servers with overlapping tools; this profile had the clearer scope statement.
- ★★★★★Chaitanya Patil· Aug 8, 2024
Useful MCP listing: Playwright Scraper is the kind of server we cite when onboarding engineers to host + tool permissions.
- ★★★★★Sakshi Patil· Jul 7, 2024
Playwright Scraper reduced integration guesswork — categories and install configs on the listing matched the upstream repo.
- ★★★★★Ganesh Mohane· Jun 6, 2024
I recommend Playwright Scraper for teams standardizing on MCP; the explainx.ai page compares cleanly with sibling servers.
- ★★★★★Oshnikdeep· May 5, 2024
Strong directory entry: Playwright Scraper surfaces stars and publisher context so we could sanity-check maintenance before adopting.
- ★★★★★Dhruvi Jain· Apr 4, 2024
Playwright Scraper has been reliable for tool-calling workflows; the MCP profile page is a good permalink for internal docs.
- ★★★★★Rahul Santra· Mar 3, 2024
According to our notes, Playwright Scraper benefits from clear Model Context Protocol framing — fewer ambiguous “AI plugin” claims.
- ★★★★★Pratham Ware· Feb 2, 2024
We wired Playwright Scraper into a staging workspace; the listing’s GitHub and npm pointers saved time versus hunting across READMEs.
- ★★★★★Yash Thakker· Jan 1, 2024
Playwright Scraper is a well-scoped MCP server in the explainx.ai directory — install snippets and categories matched our Claude Code setup.