Ingero
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Scored across 11 tools
Each tool has a distinct purpose: diagnostic checks, causal chain analysis, call stacks, graph analysis, fleet queries, etc. There is no overlap or ambiguity, making selection straightforward for an agent.
Most tools follow a 'verb_noun' pattern (get_*, graph_*, run_*, query_*), which is clear and predictable. However, 'pagerduty_trigger' deviates slightly (noun_verb), and the mix of prefixes (get, graph, run, query) slightly reduces consistency.
With 11 tools, the server covers its domain comprehensively without being overwhelming. Each tool serves a well-defined function, and the count feels appropriate for a GPU observability and analysis tool.
The core workflows (diagnostics, statistics, call stacks, causal analysis, graph analysis, fleet queries, SQL access, alerting) are covered. Minor gaps like listing sessions or managing configurations are absent, but these are not essential for the main use case.