A multi-agent orchestration system with tool delegation, subagent management, and MCP client integration for LLM-powered task execution
Single tool 'delegate_task' has a detailed input schema with 6 parameters, all typed and described. Description is comprehensive (280+ chars) and explains single/parallel execution, timeouts, and toolset restrictions. However, output schema is completely undocumented, no return type specification visible. Parameter descriptions are adequate but lack examples of valid toolset values and error recovery guidance. The tool combines multiple concerns (single task, parallel tasks, context passing) which could be split for clarity. No evidence of error handling patterns or recovery guidance in the schema.
Delegates task(s) to focused subagents with isolated context and restricted tools. Single task: pass 'goal'. Parallel tasks: pass 'tasks' array (up to 10 concurrent). Use timeout_seconds when the task is expected to need more or less time; default is 600 seconds. Each subagent runs in its own session and returns a structured result.
Output schema completely undocumented. No return type, field structure, or success/failure format specified. LLMs cannot plan downstream operations or extract results.
No error handling guidance. Tool description lacks recovery instructions for timeout, invalid toolset, or subagent failure scenarios. LLMs cannot self-correct on errors.
Parameter 'required_toolsets' lacks enum constraint. Description lists available options as prose ('CORE, TERMINAL, SEARCH...') instead of formal enum. LLMs may hallucinate invalid toolset names.
Tool combines single-task and parallel-task modes in one definition. Consider splitting into 'delegate_single_task' and 'delegate_parallel_tasks' for clarity and reduced cognitive load on LLM selection.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 50 | 2026-07-28+ | v2 |
Parameters 'goal' and 'tasks' are mutually exclusive but this is not explicitly stated in descriptions. LLMs may pass both, causing ambiguous behavior.