Ageniti Core presents a mixed quality baseline. Six tools are defined with complete JSON schemas and descriptions, but several fall short of production standards. Tool naming is generally action-oriented (search_tasks, create_task, delete_task), which is good. However, descriptions are sparse (averaging ~30-50 chars, well below the 194-char production baseline), lack context about when to use each tool, and omit guidance on dependencies or multi-step workflows. Parameter descriptions are present but minimal. Output schemas are not documented, we cannot see what search_tasks, create_task, or other tools return beyond the documentation provided. Error handling guidance is absent: no indication of what happens on conflict, permission failure, or invalid input. The 'ping' tool is a health check that adds little agent value. The 'hello' tool is a greeting, not typically part of production agent toolkits. The task-management suite (search_tasks, create_task, delete_task) has reasonable parameter constraints (enums for status/priority, minLength rules) but lacks idempotency semantics, confirmation patterns for destructive operations, or relationship documentation between tools.

• Expand tool descriptions to 80 - 150 characters. For each tool, answer: WHAT does it do? WHEN should the agent use it instead of a similar tool? WHAT does it return? Example: 'search_tasks: Search and filter workspace tasks by keyword or status (open/blocked/done). Returns up to 50 results per page with task IDs, titles, status, and assignee names. Use this to discover tasks before creating or updating them.'
• Document output schemas for all six tools. Define the exact fields returned (task_id, title, status, assignee, created_at, etc.), their types, and format. This is non-negotiable for LLM planning.
• Enhance parameter descriptions with concrete format hints. For create_task.assignee: 'Assignee user ID or email address (e.g., "[email protected]" or "U12345"). If unresolved, the tool will fail with a user_not_found error, use search_users() first if you only have a name.'
• Add confirmation/dry-run support to delete_task. Implement an optional 'confirm' boolean parameter or a separate 'preview_delete_task' tool that returns what would be deleted (task, comments, attachments). This prevents accidental destruction.
• Document error paths and recovery guidance. For each tool, add to the description: 'Returns error_code with message. On user_not_found, use search_users(). On task_not_found, use search_tasks() to verify the task exists. On permission_denied, the agent lacks access, escalate to a human.'
• Add pagination guidance to search_tasks. Clarify: 'Default limit is 10. To fetch more, increment the offset parameter or use the next_cursor returned in the response. Results are sorted by created_at descending.'

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

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