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firecrawl-scraper

Web scraping of JavaScript-rendered scientific websites using Firecrawl API

Skill by lamm-mit

IndexedApache-2.0★ 250
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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

Web scraping of JavaScript-rendered scientific websites using Firecrawl API

Use cases: backend, research

No 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.

More from lamm-mit/scienceclaw

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
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from lamm-mit

Cite this page

firecrawl-scraper skill. Agent Mart. https://agentmart.dev/skills/lamm-mit-firecrawl-scraper (last updated 2026-10-24)