The server defines 3 tools with explicit schemas and basic descriptions. However, there are significant quality gaps: (1) tool names lack clear action verbs, 'analyze_privacy' and 'process_response' are vague about what state changes occur; (2) descriptions are too brief (10 - 30 chars) to guide LLM selection; (3) parameter descriptions are minimal and lack format/constraint guidance; (4) output schemas are not documented, LLMs cannot plan downstream calls; (5) error handling is generic ('Error analyzing privacy') and does not guide recovery. The tools appear to be single-responsibility (good), but descriptions and schemas fall short of production quality. Naming conventions are inconsistent: 'analyze_' and 'process_' are weaker than action verbs like 'detect_' or 'extract_'. Per-tool scores range 45 - 55; average ~50.

• Expand tool descriptions to 50 - 150 characters. Example for analyze_privacy: 'Analyze text to detect private thoughts and introspection. Returns public output, count of private thoughts, and privacy scores. Use before encrypt_thought to classify content.' This clarifies WHAT, WHEN, and WHY.
• Document output schemas explicitly. For analyze_privacy, return schema with fields: { publicOutput: string, privateThoughtsCount: number, privacyDetected: boolean, introspectionScores: object, sensitivityScores: object }. Repeat for all tools.
• Add parameter constraints. For 'text' in analyze_privacy: 'text: string, required. The text to analyze (1 - 10000 characters). Accepts free-form prose, structured JSON, or mixed content.'
• Rename tools for clarity: 'analyze_privacy' → 'detect_private_thoughts', 'process_response' → 'extract_public_response', 'encrypt_thought' → 'encrypt_and_store_thought'. Verb-noun naming reduces ambiguity.
• Explicitly mark destructive tools. In process_response description, add: 'WARNING: This tool has WRITE side effects, it encrypts and permanently stores private thoughts to disk. Requires explicit user confirmation for production use.'
• Improve error handling. Replace generic catch blocks with structured errors: { error: 'invalid_input', message: 'text parameter required and must be 1 - 10000 characters', recoveryHint: 'Check that input is a non-empty string.' }.
• Add dependency hints. E.g., in encrypt_thought description: 'Use after analyze_privacy to confirm content is private. Returns metadata (id, filepath, timestamp) needed by downstream audit tools.'

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

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