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Scored across 4 tools
Each tool has a clear, distinct purpose: ask is read-only Q&A, execute is write-capable task execution in an isolated worktree, list_sessions enumerates sessions, and close_session terminates them. There is no meaningful overlap; even ask and execute are sharply differentiated by their mode and permissions.
All tools share the agy_ prefix and use imperative verbs, but agy_ask and agy_execute omit an explicit object while agy_list_sessions and agy_close_session include one. The pattern is predictable and readable, with only a minor inconsistency in verb-phrase structure.
Four tools is on the lean side but appropriate for a focused server that wraps agy CLI session management. Each tool covers a distinct operation (ask, execute, list, close), so none feel redundant or missing.
The tool set covers the full session lifecycle: start an ask or execute session, continue one via session_id, list all sessions, and close/delete them. Minor gaps exist (no dedicated 'get session details' tool, no way to modify a session's plan), but list_sessions provides sufficient visibility and the ask/execute tools accept session_id to continue, so agents can work around these.