kouji.dev
success
Claude Code
intent
What does kouji.dev do and who is it for? Explain it back to me.
2steps
20.5sduration
$0.0027cost
11,957tokens
3 steps1 reasoning step
home
llms.txt
100%
answer from your site
100%
answer efficiency
100%
followed site links
answer sources
- from this site100%
url discovery
- given in the task50%
- followed a link50%
insight
Agent satisfied the task by retrieving and synthesizing positioning from the homepage and llms.txt file. The site was navigable but sparse: it publishes a machine-readable llms.txt targeting AI agents, yet omits key details (pricing, services list, blog existence) and leaves flagship projects (Orrery) unexplained.
- ›The site publishes llms.txt explicitly for AI agents, containing a 'When to use this' section that directly answers the task—the site is agent-aware and structured for this use case.
- ›Pricing and engagement models are completely absent from both the homepage and llms.txt, forcing the agent to report 'none listed' rather than answer the question.
- ›The agent found a contradiction: llms.txt mentions a blog section, but the homepage fetch found no blog link or page, leaving blog existence unconfirmed and requiring the agent to flag the discrepancy.
- ›Orrery, a flagship open project, is described only as 'the ultimate harness for coding agents' with no functional explanation—the site assumes reader familiarity rather than educating.
- ›The agent correctly attributed gaps to missing site content (not failed fetches), and cited both sources in its final response, showing methodological rigor despite incomplete source material.
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