Related Servers

With 134 tools, many overlap heavily: spawn/tasks/tournament/task_logs/task_thread/claim_pickup/release_pickup all concern spawning and managing child sessions; review_thread/auto_review_trigger/shadow_review_run/curator_review/candidate_review_run/curator_run are all 'review' triggers with unclear boundaries; lesson_append/lesson_patch/lesson_remove/lesson_restore/lesson_neighbors/lesson_violation/lesson_get/lesson_list form a dense cluster where an agent may struggle to pick the right mutation. Tool descriptions are detailed but the sheer volume and overlapping 'review'/'evolve'/'dialectic' families make misselection likely.

Patterns are mostly snake_case with verb_noun, and families like lesson_*, curator_*, evolve_*, dialectic_*, spawn_budget_*, and sync_* are clearly prefixed, which helps grouping. However conventions are mixed: some tools are bare verbs (note, link, unlink, search, distill, forget, ingest, spawn, tournament), some are noun-only (brief, context, peers, presence, inbox, tasks, neighbors), some embed verbs inconsistently (auto_review_trigger vs review_thread vs shadow_review_run), and dialectic_claim/dialectic_review/dialectic_supersede mix noun/verb ordering. The prefix families prevent chaos, but it's not a predictable verb_noun pattern throughout.

134 tools is extreme and far beyond what any agent can reliably select from in-context; it vastly exceeds the 25+ threshold that already scores poorly. While each tool may earn its place in the system's architecture, the surface is so large that tool selection becomes a serious practical concern.

The surface is remarkably complete: full lifecycle for lessons (get/list/append/patch/remove/restore/violation/neighbors), skills (create/edit/patch/write_file/remove_file/delete/restore/validate/list/record), threads (open/close/idle/note/review/claim/release), dialectic claims (claim/evidence/review/supersede/synthesis/observation_resolve), plus mechanics, daemons, cleanup, sync, curation, and evolution. Every domain appears to have CRUD/lifecycle coverage with no obvious dead ends.