browser-automation
Playwright-based browser automation for scraping JavaScript-rendered scientific databases
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-browser-automation
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About
Use cases: testing, 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/browser-automation
What's inside
- Skill name
browser-automation- Description
- Playwright-based browser automation for scraping JavaScript-rendered scientific databases
- License
- Apache-2.0
- Instructions
- 50 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
- browser_fetch.cpython-313.pyc · scripts/__pycache__/
- browser_fetch.py · scripts/
SKILL.md (first lines)
## Overview
Web browser automation using Playwright for scraping JavaScript-rendered scientific databases, automating form submissions, and capturing dynamic content unavailable via static scraping. Renders pages fully (including React/Vue/Angular SPAs) and extracts clean text content.
Useful for databases that require JavaScript to display data, interactive tools that need form interaction, and pages where content loads asynchronously after the initial HTML response.
## Usage
```bash
# Fetch a JavaScript-rendered page
python3 skills/browser-automation/scripts/browser_fetch.py \
--url "https://www.rcsb.org/structure/1TUP"
# Wait for specific element before extracting
python3 skills/browser-automation/scripts/browser_fetch.py \
--url "https://www.ncbi.nlm.nih.gov/gene/672" \
--wait-for ".gene-summary"
# Extract text content
python3 skills/browser-automation/scripts/browser_fetch.py \
--url "https://www.ebi.ac.uk/chembl/compound_report_card/CHEMBL25/" \
--extract-text
# Save screenshot
python3 skills/browser-automation/scripts/browser_fetch.py \
--url "https://alphafold.ebi.ac.uk/entry/P04637" \
--screenshot /tmp/p53_alphafold.png
```
## Output Format
```json
{
"url": "https://www.rcsb.org/structure/1TUP",
"content": "1TUP Structure Summary\n\nTumor suppressor p53 bound to DNA...",
"title": "RCSB PDB - 1TUP",
"status": "success"
}
```
## Setup
Install Playwright and its browser binaries:
```bash
pip install playwright
playwright install chromium
```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
browser-automation skill. Agent Mart. https://agentmart.dev/skills/lamm-mit-browser-automation (last updated 2026-10-24)