This server has 12 tools with complete JSON Schema definitions and mostly adequate descriptions. Many tools lack context about when to use them, prerequisites, or recovery guidance. Error handling is generic ('return {"error": str(e)}') with no actionable recovery hints. Parameter descriptions are present but terse. The server does not implement tool annotations (readOnlyHint/destructiveHint/idempotentHint), which would clarify intent for agents. Overall: functional schemas and adequate naming, but descriptions and error guidance fall short of production baselines.

• Expand tool descriptions to 50-200 chars following the WHAT/WHEN/WHAT-IT-RETURNS template. Example: 'start_session' → 'Start a new reasoning session for the given problem. Use this first to set problem statement and success criteria. Returns session_id needed for all subsequent operations.'
• Add tool annotations: mark write tools (start_session, add_thought, create_branch, merge_branch, store_memory, record_decision, export_session) with destructiveHint; mark read-only tools with readOnlyHint; mark idempotent tools (load_session, list_sessions) with idempotentHint.
• Enhance error handling by catching specific exceptions (NoActiveSessionError, ValidationError, ExportError visible in code) and returning recovery hints. E.g., catch NoActiveSessionError and return {'error': 'No active session. Call start_session(problem, success_criteria) first.'}
• Document output schemas in tool descriptions or via a separate schema registry. E.g., start_session returns {session_id: str, session_type: str, problem: str, success_criteria: str, ...}. Use these in descriptions: 'Returns {session_id, session_type, problem, success_criteria, constraints, codebase_context}'.
• Add format/range constraints to numeric parameters. E.g., confidence param: 'Confidence level of the thought (0.0 - 1.0, default 0.8)'. Tags parameter: 'Comma or pipe-separated tags; use & for AND searches (e.g., auth&security or python,api).'
• Implement input validation and sanitization. In query_memories, validate regex patterns before passing to session_manager. Return clear error: 'Invalid regex pattern: /invalid[/. Regex must be valid PCRE or Python re syntax.'

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

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