VulnHunt Security Intelligence

The tools are split into two clear groups: gpufeed_* (GPU pricing) and vulnhunt_* (security intelligence). Within gpufeed, get_cheapest, get_availability, and recommend overlap somewhat in returning offers, but descriptions distinguish them (e.g., 'cheapest verified' vs. 'bounded recommendation'). Overall, boundaries are mostly distinct.

All tool names use a consistent prefix_noun pattern (gpufeed_* or vulnhunt_*) with snake_case, and verbs are mostly consistent (get, compare, estimate, recommend, status). Minor deviation: 'status' is a noun rather than a verb, but it's readable and predictable.

11 tools is well-scoped for a server that combines GPU pricing and security intelligence. Each tool appears to serve a distinct purpose (status, availability, history, comparison, recommendation, etc.), and the count is neither too thin nor excessive.

The GPU pricing side lacks explicit CRUD operations (e.g., no create/update/delete for observations or alerts), but may be intentional for read-only pricing data. The vulnhunt side has only three tools (chains, decision, payment_resources) and lacks obvious operations like contract scanning or report retrieval, leaving notable gaps for a security intelligence domain.