The agent assembled a substantial but incomplete understanding of Cede Hub by working around Cloudflare protection on the company's own domains. Direct fetches of app.cedehub.io, cedehub.io, and docs.cedehub.io all returned 403 errors, forcing the agent to rely entirely on web search results and external sources (MEXC announcement, Crypto.com press release, Crynet article, GitHub, Quantoshi). The agent delivered a coherent explanation of what Cede Hub does, who it serves, and how it differs from competitors, but could not retrieve primary pricing information or revenue model details because those resources were either behind Cloudflare or not indexed/published publicly.

• ›All direct fetches to cedehub.io properties (steps [1], [3], [8]) returned Cloudflare 403 challenges, making the company's own documentation inaccessible to the agent. This forced a complete pivot to web search.
• ›Web search results (steps [5], [11], [22], [24]) returned titles and URLs to secondary sources (MEXC, Crypto.com, Crynet, GitHub) that contained substantive information about Cede Hub's platform mechanics, partnerships, and non-custodial architecture. These became the de facto primary sources.
• ›The agent explicitly identified pricing gaps in its final response: 'Pricing is not publicly disclosed on accessible pages' and 'I couldn't find published fee tiers or pricing structures.' This reflects the site's failure to surface pricing information through either direct access or indexable external coverage.
• ›The agent successfully inferred the business model (traders: free; projects: custom enterprise pricing) through logical inference rather than published documentation, demonstrating heavy reliance on reasoning over direct retrieval.
• ›Search result snippets (not full fetches) provided enough information to construct the comparison table and feature list, indicating the platform is discussed in external technical press but does not publish comparable information from its own domains.