This server exhibits severe definition quality gaps across all dimensions. Tool descriptions are present but generic (avg ~80 chars, well below the 194-char baseline). Input schemas are visible but lack proper type definitions for complex parameters (e.g., 'session' in run_full_session is typed as 'object' with no nested schema). Parameter descriptions are minimal and often omit constraints, ranges, or format guidance. Output schemas are entirely undocumented, no tool specifies what fields it returns or their types. Error handling is absent; tools provide no recovery guidance. The server appears designed for internal hackathon testing rather than production agent integration. No tool demonstrates idempotency guarantees, permission gates, or audit trail support.

• Add explicit output schemas for all 11 tools. Document every field returned, its type, and whether it is required. Example: run_single_turn should return {session_id: string, response_text: string, success: boolean, error?: string}.
• Expand tool descriptions to 100 - 200 characters. Include WHEN to call each tool and how it differs from similar tools. E.g., 'Use run_single_turn for one adversarial prompt; use run_full_session for multi-turn red-teaming (10-20 turns) with automatic guardrail checking.'
• Add error handling and recovery guidance. E.g., if scrape_musinsa_base_data fails, return {success: false, error: 'Scraping failed. Falling back to procedural generation.', fallback_data: [...]}. Document which errors are retryable.
• Define constraints for numeric and enum parameters. E.g., batch_size should have min/max (1 - 1000); company should document that only 'kakaopaysec', 'musinsa', 'samilpwc' are valid.
• Add idempotency hints and permission gates. Mark save_log as idempotent (safe to retry). Document that run_full_session requires write access to results_dir and may modify plugin state.

Inferred effective spec: <=2025-11-25.

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