browser

Automate web browser interactions and data extraction using AI-optimized element references.

Updated Dec 12, 2025

Search Tags:#automation #agent #scraping #browser #snapshot #web

Ready to run

npx skills add https://github.com/MichelMokbel/RMS-1 --skill browser-michelmokbel

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: browser
Source: https://github.com/MichelMokbel/RMS-1/tree/main/.claude/skills/browser
Command: npx skills add https://github.com/MichelMokbel/RMS-1 --skill browser-michelmokbel

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the high-context overhead of traditional web automation by using AI-optimized element references, allowing agents to interact with complex web pages without processing the entire DOM.

Core Features & Use Cases

AI-Optimized Snapshots: Reduces context usage by 93% by generating interactive element refs (@e1, @e2) instead of full DOM trees.
Multi-Session Support: Enables parallel browser sessions for isolated tasks like authentication and data scraping.
Use Case: Automate complex login flows and data extraction tasks by navigating to a site, capturing an interactive snapshot, and performing precise clicks or form fills using element references.

Quick Start

Use the browser skill to open the target website and capture an interactive snapshot of the page elements.

Frequently Asked Questions about browser

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate web scraping without processing the entire DOM?▼

Web scraping without full DOM processing is achieved by using AI-optimized accessibility trees. This skill generates interactive element refs to reduce context usage by 93%, enabling precise data extraction without loading the entire page structure.

What is an AI-optimized snapshot for web automation?▼

An AI-optimized snapshot for web automation is a condensed page representation using interactive element refs like @e1 and @e2. It replaces full DOM trees, reducing context usage by 93% and allowing agents to interact with complex pages efficiently.

Can I run parallel browser sessions for isolated web scraping tasks?▼

Yes, you can run parallel browser sessions for isolated web scraping tasks. This skill features multi-session support, enabling concurrent workflows for isolated operations like authentication and data extraction across different browser instances.

How do I automate complex login flows and form filling using element references?▼

Automating complex login flows and form filling is done by navigating to the target site and capturing an interactive snapshot. You then perform precise clicks and form fills using generated deterministic element references instead of raw DOM selectors.

Do I need agent-browser integration to map DOM elements for web automation?▼

Yes, agent-browser integration is required to map DOM elements to deterministic interaction refs. This integration is necessary to generate the AI-optimized accessibility trees that enable efficient web automation without processing the entire DOM.