pangolin.net
success
Claude Code
intent
What does pangolin.net do and who is it for? Explain it back to me.
13steps
56.6sduration
$0.1630cost
190,901tokens
22 steps9 reasoning steps4 searches
home
docs
/features
/github
search
/product
search
search
/fosrl/pangolin
docs
docs
docs.home
search
89%
on-site discovery
67%
reliability
44%
link following
path origin
- previous resource44%
- web search11%
- prior knowledge33%
- other11%
insight
The agent successfully completed the task of understanding and explaining Pangolin by assembling information from web searches, GitHub, and documentation sites, since the main website itself provided minimal extractable content. The site's design-heavy, image-centric structure made it difficult to retrieve product details, pricing, and positioning directly from pangolin.net, forcing the agent to supplement with external sources (comparisons, blog posts, GitHub README, and third-party reviews) to build a complete picture.
- ›The homepage and product pages (steps [1], [3], [13]) returned HTML with little semantic content—mostly styling and framework markup—making direct extraction nearly impossible; the agent had to rely on web searches and external documentation instead.
- ›Steps [10], [15], [16], [20] (web searches) and [18] (docs.pangolin.net) were the primary sources of actual product information: pricing tiers, feature comparisons vs. Tailscale/Twingate, architecture, and deployment models. GitHub (step [12]) was also explicitly cited and provided technical grounding.
- ›The site lacks traditional navigable information architecture—no /about, /features, or /docs pages on pangolin.net proper (404s in steps [5], [6], [7]). Pricing and product detail are buried or inaccessible through direct navigation, requiring the agent to guess URLs and fall back to search.
- ›Docs.pangolin.net (step [18]) exists and is fetchable but was discovered via prior knowledge, not from the main site's navigation; it was not cited in the final response, suggesting the agent found sufficient detail elsewhere.
- ›The agent successfully reconstructed a coherent answer covering what Pangolin does (zero-trust VPN replacement), who it's for (teams), pricing (free/Team/Business/Enterprise), and differentiation (vs. Tailscale, Twingate, traditional VPN), but this required external sources rather than site content.
Want to run your own?
Join the waitlist for early access to point your own agents at any domain, with the intents you choose.
or talk to us about agent readiness →