The agent could not access the primary website (matan-shabi.com returned HTTP 402 with deployment disabled) and instead assembled an understanding of Matan Shabi's professional identity and portfolio from GitHub, LinkedIn, ZoomInfo, and web search snippets. The site itself is not navigable; the agent had to rely entirely on external professional profiles and prior knowledge to answer what the person does, who they serve, and their expertise, but could not determine pricing or service offerings because those details are either not published online or gated behind the offline portfolio.

• ›Step [3] and [6] search results surfaced LinkedIn and GitHub profiles that established Matan Shabi as a DevOps engineer, but the actual matan-shabi.com domain remained inaccessible (HTTP 402 'Deployment Disabled').
• ›Step [8] (GitHub profile fetch) returned HTML but the agent did not extract specific project details from it; instead, the agent cited details about 'Admin Panel', 'Python Mini-Games', and 'Parking Management System' that came from search snippets or prior knowledge rather than from the parsed GitHub page content.
• ›Step [12] search snippet included a link to 'מתן שאבי | Matan Shabi – DevOps & Cloud Security' at matan-shabi.com itself, confirming the site exists and has a Hebrew-language version, but the agent could not fetch it to verify current content.
• ›The site does not publish pricing, service terms, or a clear value proposition in any accessible form; the agent correctly flagged this as unfindable rather than inventing it.
• ›The agent had to bridge a significant gap: the primary subject (matan-shabi.com) is offline, forcing reliance on external identity signals (LinkedIn job title, GitHub repos, ZoomInfo employment record) that describe the person, not the website's offerings.