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Human-in-the-Loop Browser (HLB)

Automate browser tasks with human verification for Cloudflare, reCAPTCHA, and 2FA.

Updated Aug 23, 2026
Search Tags:#authentication#playwright#cloudflare#human-in-the-loop#browser-automation#captcha
One-click install
npx skills add https://github.com/chomchomchomy/antigravity-skills --skill human-in-the-loop-browser-hlb
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Human-in-the-Loop Browser (HLB)
Source: https://github.com/chomchomchomy/antigravity-skills/tree/main/human_in_the_loop_browser
Command: npx skills add https://github.com/chomchomchomy/antigravity-skills --skill human-in-the-loop-browser-hlb

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AIと人間が協力して、スクレイピング対策が施されたサイトの自動化を実現する。AIが高速操作を担い、人間が認証・判断を担当することで、CloudflareやCAPTCHA、2FAなどの障壁を超える手法を提供します。

Core Features & Use Cases

  • Automated browser automation: AI-driven navigation, data extraction, and error detection, with human intervention at critical steps.
  • Human verification at barriers: ログイン認証、CAPTCHA解除、予期せぬポップアップの対応を人間が実施。
  • Use Case: 企業データのスクレイピングが難しいサイトで、AIが表面処理を行い、人間が認証を完了させることでデータ収集を継続。

Quick Start

Launch the HLB session, complete human authentication when prompted, then resume automated browser tasks.

Frequently Asked Questions about Human-in-the-Loop Browser (HLB)

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

FAQPage Schema
How do I automate Playwright browser tasks when Cloudflare or reCAPTCHA blocks the script?▼

You can overcome Cloudflare or reCAPTCHA blocks in Playwright browser automation by combining AI-driven navigation with human-in-the-loop verification, prompting a human to solve authentication barriers while AI handles standard page interactions.

What is human-in-the-loop browser automation for anti-scraping defenses?▼

Human-in-the-loop browser automation is a technique where AI executes fast browser operations while a human completes verification steps like 2FA or CAPTCHA, enabling scraping automation on sites with strict anti-bot defenses.

Does this browser automation approach require running Python with Playwright in headless mode?▼

No, this approach requires Python with Playwright configured in headless=False mode, ensuring the browser interface remains visible so a human can manually complete verification prompts when AI encounters authentication barriers.

Can I use AI browser automation to handle 2FA login prompts on protected sites?▼

Yes, AI can navigate pages and extract data until a 2FA login prompt appears, at which point human-in-the-loop verification takes over to complete authentication before automated browser tasks resume.

What are the limitations of using human verification for browser automation?▼

The limitation of human verification for browser automation is that scraping pauses whenever human intervention is required for CAPTCHA or unexpected pop-ups, meaning automation is not fully unattended and requires active monitoring.

What is the best way to scrape data from sites with strict Cloudflare protection?▼

The best way to scrape Cloudflare-protected sites is pairing AI-driven browser automation with human-in-the-loop verification, letting AI handle navigation and data extraction while humans resolve Cloudflare challenges.

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