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Firecrawler

Raw HTML ruins your LLM prompts with noise and navigation clutter. Clean context needs clean input. The openclaw firecrawl skill converts any URL into ready-to-use Markdown.

What breaks without openclaw firecrawl skill

HTML-polluted prompts. Noisy scraped content. RAG pipelines choking on unformatted web pages.

Clean Markdown from any URL in one command × 295-star Firecrawl-powered skill ÷ 5–15 minutes ÷ no HTML parsing code = web content that feeds straight into LLM context.

openclaw firecrawl skill — what it actually does

01
Converts any public URL into clean structured Markdown text.
02
Feeds formatted content directly into LLM prompts and RAG pipelines.
03
Crawls third-party documentation for automated ingestion workflows.
04
Truncates oversized pages with --max-chars to protect context budget.

Security check — openclaw firecrawl skill

Privacy score: 7/10 — accesses connected platform APIs only. Lock it: review OAuth scopes before install, confirm macOS, Linux; OpenClaw ≥1.0 compatibility.

Quick start — openclaw firecrawl skill in 5–15 minutes

Setup time: 5–15 minutes

!
You need:
  • OpenClaw core
  • Firecrawl API key

Install the package:

# Install via ClawhHub
clawhub install andrewdmwalker/firecrawler
1
Get a Firecrawl API key at firecrawl.dev
2
Set FIRECRAWL_API_KEY in .env
3
Install the skill
4
Run /firecrawl scrape <url> to get clean Markdown

Troubleshooting openclaw firecrawl skill

1
1. Paywalled or login-protected pages return empty content
2
2. Very long pages may exceed context window — use --max-chars to truncate

Compatibility & status

Works with: macOS, Linux; OpenClaw ≥1.0 beginner Last updated: Nov 2025 ★ 295 on GitHub MIT

Official docs →

View on GitHub →

Related — more like openclaw firecrawl skill

Keep feeding raw HTML to your prompts and watch accuracy degrade. Install Firecrawler now and clean every source before it enters context.

Get it on GitHub →