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Designs multi-agent system architectures with orchestration patterns, tool schemas, and performance evaluation.
Passed 21 of 25 test cases with the skill, and 12 of 25 without it.
and 11 more in the full report
9 fixed12 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which reference file provides the evaluation methodology covering performance, cost, reliability, and satisfaction dimensions for analyzing agent execution logs?
| Checked | Without skill | With skill |
|---|---|---|
| references references/evaluation_methodology.md | Missed | Passed |
The instructions your model reads when the skill loads.
A toolkit for designing, architecting, and evaluating multi-agent systems. It provides structured approaches to agent architecture patterns, tool design principles, communication strategies, and performance evaluation frameworks for building robust, scalable AI agent systems.
Before designing the system, confirm these inputs. If any is unknown or vague, ASK — do not assume:
tool_schema_generator.py emits)Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
| Tool | Purpose | Command |
|---|---|---|
agent_planner.py | Design architecture from requirements (pattern, roles, topology, Mermaid diagram, roadmap) | python agent_planner.py requirements.json -o my_system --format both |
agent_evaluator.py | Evaluate performance from execution logs (success, cost, latency, bottlenecks) | python agent_evaluator.py execution_logs.json -o perf_report --format both --detailed |
tool_schema_generator.py | Generate OpenAI/Anthropic tool schemas with validation | python tool_schema_generator.py tools.json -o my_tools --format both --validate |
test cases passed, vs 12 / 25 without
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