No user-submitted related servers found.
Scored across 122 tools
Tools are grouped with clear prefixes (cache_, brain_, team_, global_, syndicate_), but within each group there are many tools with overlapping scopes. For example, recall_best_solution, smart_recall, team_recall, global_recall, and brain_search all retrieve knowledge with subtle differences. Detailed descriptions help but the volume forces agents to read carefully to avoid misselection.
Overall naming follows a consistent snake_case verb_noun pattern with descriptive prefixes (e.g., cache_get, brain_conflicts, team_assign_role). A few tools like trace_dependency and compact_recover lack prefixes, and some use acronyms (madc_deliberate, cls_ingest), but the majority is predictable and well-organized.
122 tools is far beyond typical MCP servers (3-15). Even for a comprehensive cognitive brain system, this number risks overwhelming agents and makes the set hard to navigate. Many tools could be consolidated (e.g., multiple session utilities, multiple recall variants with overlapping functionality).
The tool set is extremely comprehensive, covering every aspect of the declared purpose: cache CRUD and monitoring, lesson lifecycle (learn, recall, confirm, resolve, consolidate), team management, global knowledge commons, federation, session management, roadmap, and knowledge graph inspection. No obvious gaps exist for the stated domain.
