No user-submitted related servers found.
Scored across 51 tools
The set contains several overlapping families (search_dsl/count/malcolm_search/arkime_sessions; and a five-way aggregation family of arkime_unique/arkime_multiunique/arkime_spiview/arkime_spigraph/arkime_spigraphhierarchy; plus three 'alert' concepts and two file-by-hash tools). However, almost every description explicitly names its siblings and states which to use instead, so an agent is steered correctly rather than left guessing. Boundaries are mostly clear, with only a couple of genuinely confusable pairs.
Names are uniformly snake_case with verb_noun shape and scoped prefixes: arkime_*, malcolm_*, plus a handful of bare OpenSearch tools (search_dsl, count, list_indices, index_mapping, cluster_health). The prefix convention is readable and predictable, but the mixed prefix/no-prefix grouping is a minor deviation from one single convention.
51 tools is well past the 25+ 'too many' threshold and strains an agent's ability to select the right one. The domain is genuinely broad (Malcolm + Arkime + OpenSearch + NetBox), but there is visible redundancy across the search and aggregation families that could be consolidated.
Coverage spans search, aggregation, field discovery, sessions/PCAP/payload/files, alerts, OpenSearch alerting, anomaly detection, dashboards, hunts, saved views/shortcuts/crons, cluster/coverage/node health, and NetBox, plus write operations (create_alert, create_hunt, create_view, add_tags). No obvious lifecycle gap or dead end for the stated network-monitoring purpose.