Server has 6 tools with basic descriptions and input schemas. Naming follows verb_noun convention (setup_project, get_dashboard, get_project_status, get_pipeline, append_log, update_task). However, descriptions are inconsistent in depth, some are detailed (setup_project: 60 chars), others minimal (get_project_status: 50 chars). Parameter descriptions exist but lack constraints (e.g., 'status' in update_task accepts 'done', 'active', 'blocked', 'remove' but no enum is declared). Output schemas are not documented, callers cannot predict response structure. Error handling is minimal; no recovery guidance or actionable error messages visible. Security: PROJECTS_ROOT is environment-injected (good), but no permission gates or audit logging. Composition is reasonable, each tool has one responsibility, but tools lack pagination/limits for potentially large results (get_dashboard, get_pipeline).

• Document output schemas for all tools. E.g., get_dashboard returns {projects: [{name, health, progress, blocker}], pipeline_stages: {ideation, active, completed}, last_updated: ISO8601}. This enables LLMs to extract and chain data.
• Convert status parameter in update_task to an enum: {type: 'string', enum: ['done', 'active', 'blocked', 'remove'], description: 'New task status...'}. Prevents hallucinated values.
• Add pagination to get_dashboard and get_pipeline: accept optional limit (default 20, max 100) and offset parameters. Return total_count and next_offset. Prevents context window exhaustion.
• Enhance error messages with recovery hints. E.g., if append_log fails because project doesn't exist, return: 'Project "xyz" not found. Available: [list]. Try setup_project("xyz") first.'
• Add audit logging: log tool calls with timestamp, caller identity (if available), tool name, parameters (sanitized), and result. Use stderr or structured logging for compliance.

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

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