Server defines 10 tools with schemas and descriptions, but quality is inconsistent. All tools have descriptions (10-150 chars, mostly adequate), and input schemas are present with type definitions. However, output schemas are completely undocumented, no tool declares what it returns, forcing LLMs to guess downstream field names and types. Parameter descriptions are sparse (many lack context on valid ranges, formats, or dependencies). Error handling is absent, no guidance on retryability, recovery steps, or actionable error messages. Tool naming follows verb_noun convention (good), but composition issues exist: create_episode, update_episode_status, record_trace_event, and record_audit_event all operate on episodes with overlapping concerns, yet lack clear separation of responsibilities. No tool accepts human-friendly identifiers (all require opaque IDs like project_id, episode_id). STDIO transport caps protocol readiness at 50, further limiting production viability.

• Document output schema for every tool. Specify field names, types, and whether results are paginated. Example: 'Returns {episode_id: string, status: string, created_at: ISO8601, trace_events: array}'.
• Add enum constraints to open-ended string parameters: sensitivity (e.g., PUBLIC|INTERNAL|CONFIDENTIAL), importance (e.g., LOW|MEDIUM|HIGH), and event_type (e.g., TOOL_CALL|DECISION|ERROR).
• Extend parameter descriptions with format and range constraints. E.g., 'step_index: integer, 0-based, must be sequential within episode' and 'ttl_days: integer, 1-365 days'.
• Add error handling guidance to tool descriptions. E.g., 'Returns 404 if episode not found (retryable with correct ID); 403 if caller lacks write permission (non-retryable, escalate to admin)'.
• Consider accepting optional human-friendly identifiers alongside IDs. E.g., add project_name parameter to create_episode so agents can pass 'My Project' instead of requiring a prior lookup.