Critical failures across all dimensions. Tool names lack action verbs (health_handler, recent_handler, count_handler, ws_handler are HTTP endpoint descriptors, not action-oriented names). Descriptions are present but generic and lack LLM-optimized guidance on WHEN to use each tool. Only 2 of 6 tools have visible input schemas; 4 tools (health_handler, recent_handler, count_handler, ws_handler) have no documented input parameters or output schemas. The two translation tools (translate_inp_to_mcp, translate_inp_to_a2a) have minimal schemas with no type constraints, enums, or validation guidance. No error handling documentation. No security considerations despite protocol translation responsibilities. Tool composition is poor: ws_handler is a WebSocket streaming endpoint, not a discrete tool, it violates single-responsibility principle.

• Rename all tools to action-verb form: health_handler → get_health_status, recent_handler → list_recent_telemetry, count_handler → count_telemetry_by_layer, ws_handler → stream_telemetry_events (or remove if not a discrete tool).
• Add complete input and output schemas for all tools. For get_health_status, document: input={} (no params), output={status: 'healthy'|'degraded'|'unhealthy', uptime_seconds: number, version: string}.
• For translate_inp_to_mcp and translate_inp_to_a2a, define the 'payload' object structure explicitly. Add enums for 'action' field (e.g., 'create', 'update', 'delete', 'query'). Document required vs optional fields.
• Add error handling guidance: 'If translation fails due to invalid INP format, returns {error: string, valid_actions: [string]}. Caller should validate action against valid_actions before retrying.'
• Document list_recent_telemetry pagination: add limit (1-100, default 20) and offset parameters. Return {events: [...], total_count: number, has_more: boolean} to enable agent-driven pagination.