Server has 37 tools with basic verb-noun naming (list_, get_, create_, update_, delete_, patch_). However, critical quality gaps severely limit production readiness. All tools lack parameter descriptions, parameters are defined with type and name only, no guidance on format, constraints, or usage. Tool descriptions are minimal (10-30 chars), far below the 50-200 char baseline for LLM optimization. No output schemas documented. Generic dict parameters (asset_data, report_data, vuln_data, patch_data) provide zero guidance on required fields or structure. No error handling guidance, no pagination support despite list tools, no idempotency markers. Security concern: YOGOSHA_API_KEY injected via environment but no audit logging or permission gates. STDIO transport caps protocol readiness at 50 maximum.

• Add 50-200 character descriptions to every tool explaining WHAT it does, WHEN to use it, and what it returns. Example: 'List all security programs in Yogosha. Returns program IDs, names, and status. Call this first to discover available programs before querying assets or reports.'
• Replace generic dict parameters with explicit, typed object schemas. For create_asset, define: {type: 'object', properties: {name: {type: 'string', description: 'Asset name (1-255 chars)'}, type: {type: 'string', enum: ['domain', 'ip', 'url'], description: 'Asset type'}, ...}, required: ['name', 'type']}
• Document output schemas for all tools. Example for get_program: {type: 'object', properties: {program_id: {type: 'string'}, name: {type: 'string'}, status: {type: 'string', enum: ['active', 'paused', 'closed']}, created_at: {type: 'string', format: 'date-time'}}}
• Add pagination to list_* tools: limit (1-100, default 20), offset (default 0), and return total_count. Example: list_programs(limit=20, offset=0) returns {programs: [...], total_count: 150, has_more: true}
• Wrap response.raise_for_status() with try-except to catch HTTP errors and return actionable messages. Example: 'Program not found. Available programs: [list]. Try get_program(program_id=<valid_id>)' instead of raw 404.