Mr. Wolf has 17 tools with complete input schemas and descriptions, but quality is uneven. Naming follows verb_noun convention well (search, get, list, add, transition, create_*). Descriptions are present but often terse (10-50 chars), below the 50-200 char baseline for LLM optimization. Parameters are typed with enums where appropriate (confidence: low|medium|high), but many lack actionable constraints or format guidance. Output schemas are not documented, LLMs cannot predict response structure. Error handling is absent from visible code. The 'ping' tool is deprecated in MCP 2026-07-28 spec. Composition is reasonable: tools are single-responsibility, but chaining IDs are not guaranteed in responses.

• Document output schemas for all tools. Example: search() returns {results: [{id, type, title, confidence, importance, tags}], total_count, next_cursor}. This enables LLMs to chain tools and extract the right fields.
• Expand tool descriptions to 80-150 chars. Add WHEN to use and WHAT it returns. Example: 'Search memory objects by query and optional filters. Returns matching objects with confidence scores and tags. Use this to find relevant context before creating new objects.'
• Add enum constraints for 'status', 'lifetime', 'truthRole', 'memoryClass' parameters. Document valid values in parameter descriptions: 'status: one of active|archived|superseded'.
• Implement error handling with recovery guidance. Return structured errors: {error: 'not_found', message: 'Memory object not found', suggestion: 'Try search() with a partial query'}.
• Remove 'ping' tool or redesign as a stateless health check. If needed, replace with a simple 'health_check' that returns {status: 'ok'} without relying on session state.