AIP is a protocol specification, not an MCP server. The 15 'tools' are HTTP endpoints across multiple services (registry, SDK examples, demo). Tool definitions lack proper JSON Schema with type constraints, parameter descriptions are minimal or absent, and output schemas are undocumented. Most tools have trivial descriptions (10-30 chars). No error handling guidance, no security patterns, no idempotency markers. This is a protocol reference implementation, not a production-grade MCP tool suite.

• Document output schemas for all tools. E.g., search-agents should declare: { results: [{ agent: {id, name}, capability: string, endpoint: string, trustScore: number, pricing?: object }], total: number, page: number }
• Expand descriptions to 100-200 chars. Example: 'health' → 'Check if the AIP server is running and responsive. Returns status and agent count. Call this first to verify connectivity before invoking other tools.'
• Add enum constraints to capability, tags, and status parameters. E.g., capability: {type: 'string', enum: ['email.send', 'calendar.create', ...]} or document valid values in description.
• Add error recovery hints to all error responses. E.g., 'Agent not found. Try search-agents with partial name or tags to discover available agents.'
• Mark destructive tools with idempotentHint: false and add a confirm parameter or separate confirm_deregister tool to prevent accidental deletion.