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Agent Stealth Scraper
by
System Architect Zero
· GitHub ↗
· v1.0.0
1363
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Install in OpenClaw
/install agent-stealth-scraper
Description
High-performance, adaptive web scraping engine. Native bypass for Cloudflare Turnstile and interstitial pages. Designed for 2026 Agentic Intelligence.
README (SKILL.md)
Agent Stealth Scraper
Bypass modern anti-bot protections with adaptive element tracking. Built on top of the Scrapling framework for 1000x faster parsing than traditional BS4.
Features
- Anti-Bot Mastery: Native support for bypassing Cloudflare and other challenges.
- Adaptive Selection: Elements are found using similarity algorithms, making your scripts resilient to UI changes.
- AIOHTTP Powered: Fully asynchronous for high-scale data harvesting.
Usage
npx openclaw skill run agent-stealth-scraper --url "https://target-website.com"
Architect's Note
Information sovereignty is built on data accessibility.
Usage Guidance
This package is essentially a one-page marketing stub claiming advanced Cloudflare/Turnstile bypass without any source code, install steps, dependencies, or homepage. Before installing or enabling it, ask the publisher for: (1) source code or a trustworthy release URL, (2) a clear runtime dependency list (browsers, captchasolvers, libraries) and network endpoints it will contact, and (3) legal/ethical guidance for use (bypassing protections can violate terms of service or law). Do not provide any credentials to this skill. If you want to test it, run it in an isolated sandbox or ephemeral environment and inspect network activity and filesystem changes. If the author cannot supply verifiable code and provenance, treat the skill as untrusted and avoid enabling it in production.
Capability Analysis
Type: OpenClaw Skill
Name: agent-stealth-scraper
Version: 1.0.0
The 'agent-stealth-scraper' skill is classified as suspicious due to its explicitly stated high-risk capabilities, as detailed in `SKILL.md`. It is described as a 'High-performance, adaptive web scraping engine' with 'Native bypass for Cloudflare Turnstile and interstitial pages' and 'Anti-Bot Mastery' for 'high-scale data harvesting'. While these capabilities are central to its stated purpose, they are also commonly leveraged for unauthorized data collection and circumvention of security measures, making the skill inherently risky and prone to misuse, even without explicit malicious instructions in the provided documentation.
Capability Assessment
Purpose & Capability
The name/description claim 'native bypass for Cloudflare Turnstile and interstitial pages' and high-performance scraping, but the skill declares no binaries, no packages, no credentials, no config paths, and no source or homepage. Implementing reliable anti-bot bypass typically requires headless-browser tooling (e.g., Puppeteer/Playwright), third-party captcha-solving services, or platform-specific binaries; none are requested or documented. The capability claimed is therefore disproportionate to the tiny, instruction-only manifest.
Instruction Scope
SKILL.md contains only a high-level marketing description and a single example CLI invocation (npx openclaw skill run ...). It does not describe what the agent should actually do at runtime (no commands, no network endpoints, no libraries to call). The instructions are vague and grant broad, undefined discretion: a real scraper-with-bypass would need detailed runtime steps. This ambiguity increases risk because the skill could later be implemented as arbitrary behavior without matching the declared metadata.
Install Mechanism
No install spec and no code files are present, so nothing will be written to disk or automatically installed by the skill bundle itself. That reduces immediate supply-chain risk. However, absence of an install step also means the skill is currently a stub/marketing doc rather than a functioning implementation.
Credentials
The skill declares no required environment variables, credentials, or config paths. That is proportionate in the sense of not requesting secrets, but it is inconsistent with the claimed functionality (bypassing anti-bot systems commonly requires third-party services or binaries). The lack of any declared credentials or endpoints is a red flag for completeness/provenance, though not directly an exfiltration risk in its current form.
Persistence & Privilege
The skill is not marked 'always: true' and uses default invocation settings. It is user-invocable and the agent may call it autonomously (the platform default), which is normal. There is no evidence this skill requests persistent or elevated platform privileges beyond standard skill invocation.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install agent-stealth-scraper - After installation, invoke the skill by name or use
/agent-stealth-scraper - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of agent-stealth-scraper.
- High-performance, adaptive web scraping engine with native support for bypassing Cloudflare Turnstile and interstitial pages.
- Utilizes adaptive similarity algorithms for resilient element selection.
- Built on the Scrapling framework for significantly faster parsing compared to traditional methods.
- Asynchronous architecture powered by AIOHTTP for scalable data harvesting.
Metadata
Frequently Asked Questions
What is Agent Stealth Scraper?
High-performance, adaptive web scraping engine. Native bypass for Cloudflare Turnstile and interstitial pages. Designed for 2026 Agentic Intelligence. It is an AI Agent Skill for Claude Code / OpenClaw, with 1363 downloads so far.
How do I install Agent Stealth Scraper?
Run "/install agent-stealth-scraper" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Agent Stealth Scraper free?
Yes, Agent Stealth Scraper is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Agent Stealth Scraper support?
Agent Stealth Scraper is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Agent Stealth Scraper?
It is built and maintained by System Architect Zero (@tmstudio667-commits); the current version is v1.0.0.
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