firecrawl-scraper
Web scraping of JavaScript-rendered scientific websites using Firecrawl API
Skill by lamm-mit
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/lamm-mit-firecrawl-scraper
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: backend, research
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/firecrawl-scraper
What's inside
- Skill name
firecrawl-scraper- Description
- Web scraping of JavaScript-rendered scientific websites using Firecrawl API
- License
- Apache-2.0
- Instructions
- 48 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Agent Skills spec issues
- metadata: must be a key/value mapping
Files (3)
- SKILL.md
- firecrawl_scrape.cpython-313.pyc · scripts/__pycache__/
- firecrawl_scrape.py · scripts/
SKILL.md (first lines)
## Overview
Web scraping using the Firecrawl API for JavaScript-rendered scientific websites, database pages, and literature sources. Returns clean Markdown content optimized for LLM processing. Handles dynamic content, authentication flows, and complex single-page applications that static scrapers cannot access.
Particularly useful for scraping scientific databases with JavaScript-heavy frontends, preprint servers, supplementary data pages, and research institution websites.
## Usage
```bash
# Scrape a scientific database page as markdown
python3 skills/firecrawl-scraper/scripts/firecrawl_scrape.py --url "https://www.uniprot.org/uniprotkb/P53_HUMAN"
# Scrape and return raw HTML
python3 skills/firecrawl-scraper/scripts/firecrawl_scrape.py --url "https://www.rcsb.org/structure/1TUP" --format html
# Use explicit API key
python3 skills/firecrawl-scraper/scripts/firecrawl_scrape.py \
--url "https://www.biorxiv.org/content/10.1101/2024.01.01.000001" \
--api-key fc-yourkey123 \
--format markdown
```
## Output Format
```json
{
"url": "https://www.uniprot.org/uniprotkb/P53_HUMAN",
"content": "# Cellular tumor antigen p53\n\n**Organism:** Homo sapiens...",
"format": "markdown",
"title": "P53_HUMAN - Cellular tumor antigen p53",
"links": [
"https://www.uniprot.org/uniprotkb/P04637",
"https://www.rcsb.org/structure/2OCJ"
]
}
```
## Setup
Set your Firecrawl API key as an environment variable:
```bash
export FIRECRAWL_API_KEY=fc-yourkey123
```
Or pass it directly via `--api-key`. Get a key at https://firecrawl.dev.From lamm-mit/scienceclaw, Apache-2.0.
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Signals
- Stars
- 250
- Forks
- 47
- Open issues
- 1
- Last commit (this folder)
- Mar 14, 2026 (7 months ago)
- Last release
- Jun 23, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/lamm-mit/scienceclaw
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
firecrawl-scraper skill. Agent Mart. https://agentmart.dev/skills/lamm-mit-firecrawl-scraper (last updated 2026-10-24)