webcrawl-mcp

A lightweight MCP server that gives Claude Code (or any MCP client) the ability to scrape, search, map, and crawl the web — using free, open-source libraries. Firecrawl is supported as an optional fallback for JS-heavy sites when you have a key.

Why

Most scraping doesn't actually need a headless browser. trafilatura handles the ~80% case (articles, docs, blogs) locally, which is faster and keeps external API usage to a minimum. This server routes the easy stuff through local extraction and only falls back to Firecrawl when content quality is genuinely poor.

Tools

Tool	Purpose
webcrawl_scrape	Fetch a single URL → markdown
webcrawl_search	DuckDuckGo search (optionally scrape results)
webcrawl_map	Discover same-domain URLs from a starting page
webcrawl_crawl	BFS crawl multiple pages

Install

pip install webcrawl-mcp

Requires Python 3.12+.

Quick smoke test (should print Webcrawl MCP server running then exit cleanly with Ctrl-C):

webcrawl-mcp

Install from source (for development)

git clone https://github.com/andyliszewski/webcrawl.git
cd webcrawl
python -m venv venv
source venv/bin/activate      # Windows: venv\Scripts\activate
pip install -e .

Configure your MCP client

Claude Code

Create .mcp.json in your project root (or merge into ~/.claude/settings.json):

{
  "mcpServers": {
    "webcrawl": {
      "command": "uvx",
      "args": ["webcrawl-mcp"]
    }
  }
}

This uses uvx to run the package in a temporary environment — no manual install needed. If uvx is unavailable, install via pip install webcrawl-mcp and use "command": "webcrawl-mcp" with no args instead.

For a source checkout (development), point command at your venv's Python and use "args": ["-m", "webcrawl_mcp"].

Then in a Claude Code session run /mcp — you should see webcrawl listed with four tools.

Claude Desktop

Same JSON shape, placed in claude_desktop_config.json (see Anthropic's docs for the OS-specific path). Restart Claude Desktop after editing.

Other MCP clients (Cursor, Cline, Continue, Zed, etc.)

The command / args / env shape is standardized. Consult your client's MCP docs for where to put it.

Verify it's working

Ask your agent something like:

Use the webcrawl_scrape tool to fetch https://docs.python.org/3/library/asyncio.html and summarize the first section.

You should see the tool invocation in the client UI, followed by a summary grounded in the live page content. If nothing happens, see Troubleshooting.

Environment variables

All optional:

Variable	Default	Purpose
USER_AGENT	Mozilla/5.0 (compatible; WebcrawlMCP/1.0; …)	HTTP User-Agent
REQUEST_TIMEOUT	30	Seconds before request timeout
FIRECRAWL_API_KEY	(unset)	If set, enables Firecrawl fallback for low-quality extractions. Leave unset for a fully free setup.
FIRECRAWL_API_URL	https://api.firecrawl.dev/v1	Firecrawl endpoint

Set these inside the env block of your MCP config, not in your shell — MCP servers run under the client, not your terminal.

Fallback behavior

1. trafilatura extracts main content from HTML.
2. If that fails or returns <200 chars, markdownify converts the raw HTML.
3. If the result is still low-quality and FIRECRAWL_API_KEY is set, Firecrawl is used as a last resort.

Without a Firecrawl key, the tool is fully self-contained and free.

Troubleshooting

Client doesn't list webcrawl under MCP servers. The command path is almost always the problem. It must be an absolute path to the Python binary inside your venv, not just python. Test it in a terminal: /path/you/configured -m webcrawl_mcp should print Webcrawl MCP server running.

ModuleNotFoundError: webcrawl_mcp. Either pip install -e . didn't run in the same venv as command, or PYTHONPATH is missing/wrong. Double-check both point at the same checkout.

Python version mismatch. Requires 3.12+. python --version inside your venv should report ≥ 3.12. If not, recreate the venv with a newer Python.

Scrapes return very little text. Some sites render with JavaScript and can't be extracted statically. Either set FIRECRAWL_API_KEY to enable the fallback path, or accept that this tool isn't the right fit for that specific site.

Search is slow or rate-limited. DuckDuckGo throttles bursty querying. Space out searches, or reduce num_results.

Responsible use

This tool is for fetching public web content for research, coding assistance, and similar legitimate uses. You are responsible for:

• Respecting each target site's Terms of Service and robots.txt.
• Not overloading servers — the built-in per-domain rate limiter helps, but don't circumvent it.
• Complying with applicable laws around automated access and data use in your jurisdiction.

License

MIT — see LICENSE.

Acknowledgements

Built on top of trafilatura, httpx, beautifulsoup4, markdownify, ddgs, and fastmcp. Firecrawl integration uses the public Firecrawl API (not affiliated).