The agent assembled a partial but useful explanation of the Admissions Simulator by combining GitHub repository discovery (step 7) with README documentation (step 12) and the GitHub project page itself (step 10). The website itself—a React SPA hosted on Cloudflare Pages—did not expose its own documentation, features, or positioning in a machine-readable or fetchable form, forcing the agent to rely entirely on external sources (GitHub) and prior knowledge to answer the task. The agent correctly identified what the tool does, who it's for, and that it's free, but could not verify the current UI/UX or confirm whether the deployed version matches the GitHub documentation.

• ›The deployed website (steps 1, 3, 4, 5) returned only blank React shell HTML with no embedded content, metadata, or structured data describing the product. All actionable information came from GitHub (steps 7, 10, 12) or was inferred from prior knowledge.
• ›Step 7 (web search) surfaced the GitHub repository link via search results; step 10 fetched the GitHub project page; step 12 retrieved the README.md directly. Together these provided the core facts (beginner-level simulator, University of the Philippines, free/open-source, three user types). None of this was discoverable from the live site itself.
• ›A critical gap emerged: the GitHub README describes a PHP/MySQL/HTML stack, but the deployed site is a React app on Cloudflare Pages (inferred from step 1's HTML structure). The agent could not resolve this discrepancy or view the actual UI to verify current features, leaving the explanation partially grounded in potentially outdated documentation.
• ›The site lacks agent-accessible discovery surfaces: no /about, /pricing, /faq, or similar pages returned meaningful content (steps 3, 4, 5 all returned identical blank shells). The agent had to guess common routes rather than follow navigation.
• ›No metadata, open graph tags, robots.txt, or other machine-readable positioning signals were present in the fetches to help an agent understand the product without external lookup.