ReclaimLLM
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TDQS
Scored across 14 tools
Most tools are clearly distinct (list_projects, get_session, summarize_session, handoff, transfer_session), but the replay family (replay_eligibility, replay_session, replay_corpus, replay_compare) and the search family (search_sessions, search_by_filename, filter_sessions) have overlapping boundaries that require careful reading. The descriptions do a good job of disambiguating, but an agent could still confuse replay_eligibility with replay_session, or search_sessions with filter_sessions.
The naming is mostly consistent with verb_noun patterns (list_projects, search_sessions, filter_sessions, get_session, summarize_session, transfer_session, replay_eligibility, replay_session, replay_corpus, replay_compare). Minor deviations include file_brief and handoff, which use noun/verb-only forms instead of a clear verb_noun pattern, and search_by_filename breaks the pattern slightly.
14 tools is a reasonable, well-scoped count for a session-management and replay-analysis server. Each tool serves a distinct purpose within the domain: discovery, retrieval, summarization, handoff, transfer, signals, and replay analysis. No tool feels redundant or superfluous.
The tool surface covers the core session lifecycle well: list/search/filter sessions, get/summarize sessions, file-based history, handoff, transfer, signals, and replay analysis. Minor gaps include no tool for deleting sessions or managing projects, but those are likely outside the server's stated purpose. The replay workflow is well covered with eligibility check, single-session replay, corpus replay, and comparison.