This is a framework/example server with 19 tools spread across multiple example files. Definition quality varies significantly by tool. Strong points: all tools have descriptions and input schemas with typed parameters; many descriptions are adequate (100-200 chars). Weak points: (1) duplicate tool names ('search' appears twice, 'supabase_select_live' appears twice) signal composition issues and LLM confusion; (2) descriptions are generic and lack actionable context ('Ping the server' for ping tool does not guide when to use it); (3) no documented output schemas for any tool, LLMs cannot plan downstream calls; (4) parameters lack context constraints (e.g., 'operation' in calc_basic has no enum, forcing LLM to guess valid values); (5) error handling guidance is absent from all tool descriptions; (6) several tools (reset, delete_file, deploy) are high-risk but lack confirmation/dry-run guidance. The tool set mixes utility (math, echo) with auth examples (Supabase) and advanced patterns (elicitation), reflecting an example framework rather than a cohesive production service. Average tool description length ~120 chars, below the 194-char baseline for A+ tools. No tool has documented return types.

• URGENT: Remove duplicate tool definitions. Consolidate 'search' into a single tool with clear naming ('search_documents' or domain name). Remove one 'supabase_select_live' duplicate. This is blocking LLM tool selection.
• URGENT: Document output schemas for ALL 19 tools. Add a 'Returns:' section to each tool description specifying field names, types, and structure. Example: 'add returns {result: integer}'. Without this, LLMs cannot chain tools.
• Add enum constraints to 'operation' parameters in calc_basic and calc_full. Change schema from free-form string to 'enum': ['add', 'subtract'] or ['add', 'subtract', 'multiply', 'divide'] respectively.
• Expand minimal descriptions (ping, echo, add, set_log_level) to 50-100 chars minimum. Include WHEN to use and WHAT is returned. Current descriptions like 'Ping the server' and 'Echo a message' do not guide LLM selection.
• Implement pattern:confirmation-request for high-risk tools. Add a 'confirm_reset', 'confirm_delete_file', or 'confirm_deploy' tool that accepts a confirmation token, or add a 'dry_run' parameter to these tools so agents can preview effects before committing.
• Remove deprecated 'ping' tool entirely (removed from MCP 2026-07-28 spec).
• Improve parameter context in descriptions. For 'operation' in calc_* tools, document valid values directly even before adding enums: 'operation must be one of: add, subtract, multiply (calc_full only), divide (calc_full only)'.
• Add error handling guidance to descriptions of tools that interact with external services (supabase_query, supabase_select_live, create_account). Example: 'If table name is invalid, tool returns: error_type=NOT_FOUND with available_tables list. Retry with correct table name.'

Inferred effective spec: 2025-06-18+.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry