The server provides 4 cryptographic audit tools with reasonable descriptions and schemas, but lacks critical details for LLM reliability. Descriptions are domain-specific and mention compliance requirements (GDPR, HIPAA, EU AI Act), which is helpful context. However, parameter descriptions are sparse or missing in critical areas (e.g., piqrypt_verify_chain's 'events' param lacks specifics on expected structure), and output schemas are entirely undocumented. Tool names follow verb_noun pattern correctly (stamp, verify, export, search), but error handling guidance is absent, the code throws generic errors without recovery hints. Security and composition are reasonable (tools do single things, chain operations via hash/event references), but the server lacks validation examples, input constraints (e.g., agent_id format, timestamp bounds), and per-parameter type enforcement beyond basic JSON Schema.

• Add explicit output schema documentation for all four tools. For each tool in the code, document the response structure: what fields are returned, their types, and which fields are safe to chain to downstream tools. Example: 'piqrypt_stamp_event returns {event_hash: string, timestamp: number, chain_position: number, signature: string}'.
• Expand parameter descriptions with validation rules. For 'agent_id', add: 'Agent identifier (2-64 chars, alphanumeric + underscore, e.g., trading_bot_v1, hr_decision_engine).' For timestamps, add: 'Unix UTC seconds (must be valid past timestamp, typically 946684800 to present).'
• Add minimum and maximum constraints to numeric parameters in the JSON Schema. For 'limit' in piqrypt_search_events, add 'minimum': 1, 'maximum': 10000 in the schema. For timestamps, add 'minimum': 946684800 (2000-01-01) if reasonable.
• Implement structured error responses in the Python bridge wrapper. Instead of throwing raw stderr, catch exceptions and return {error: {code: string, message: string, recovery_hint: string}}. Examples: {code: 'AGENT_NOT_FOUND', message: 'Agent trading_bot_v2 not found', recovery_hint: 'Try list_agents() to see available agents.'}'.
• Document mutual exclusivity and dependencies between parameters. For piqrypt_search_events, clarify: 'from_timestamp and to_timestamp are optional and independent. If both provided, from_timestamp must be <= to_timestamp. If neither provided, searches all time.' Add this to the schema description or in a separate 'constraints' field.