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agent-designer

Design multi-agent system architectures and generate tool schemas for OpenAI and Anthropic.

Updated Mar 12, 2026
Search Tags:#system design#AI architecture#agent orchestration#multi-agent systems#performance evaluation#tool schema generation
One-click install
npx skills add https://github.com/Fantasia1999/claude-skills-zh --skill agent-designer-fantasia1999
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: agent-designer
Source: https://github.com/Fantasia1999/claude-skills-zh/tree/main/translations/engineering/agent-designer
Command: npx skills add https://github.com/Fantasia1999/claude-skills-zh --skill agent-designer-fantasia1999

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill provides a comprehensive toolkit for designing, building, and evaluating multi-agent systems, offering structured approaches to agent architecture patterns, tool design, communication, and performance assessment.

Core Features & Use Cases

  • Design Multi-Agent Architectures: Automatically generate system architectures based on requirements.
  • Generate Tool Schemas: Create structured tool schemas compatible with OpenAI and Anthropic.
  • Evaluate System Performance: Analyze execution logs to identify bottlenecks and optimization opportunities.
  • Use Case: A product manager needs to design a complex AI system for customer support. They can use Agent Designer to define the system's architecture, specify the tools each agent will use, and then evaluate its performance under simulated load.

Quick Start

Use the agent designer skill to design a multi-agent architecture for a customer support system based on the provided requirements.

Frequently Asked Questions about agent-designer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I design a multi-agent architecture for a customer support system?▼

Designing multi-agent systems involves generating structured architecture patterns based on requirements, specifying tool schemas for each agent, and establishing communication strategies for coordinated execution.

What is the best way to generate tool schemas compatible with OpenAI and Anthropic?▼

Generating tool schemas compatible with OpenAI and Anthropic requires applying structured tool design principles to automatically produce schemas that integrate with major AI model frameworks.

How do I evaluate multi-agent system performance using execution logs?▼

Evaluate multi-agent system performance by analyzing execution logs through a performance evaluation framework to identify bottlenecks and discover optimization opportunities in agent orchestration.

When do I need multi-agent systems instead of a single AI agent?▼

Multi-agent systems are needed when a task requires complex AI architecture with distributed agent orchestration, specialized tool usage, and coordinated communication beyond a single agent's capacity.

Can I use this approach to simulate load and analyze bottlenecks in AI architecture?▼

Yes, you can analyze bottlenecks in AI architecture by running simulated loads and using detailed performance evaluation frameworks to assess agent execution logs for optimization opportunities.

What are the limitations of automated multi-agent architecture generation?▼

Automated multi-agent architecture generation depends on the clarity of input requirements, and its performance evaluation is limited to the quality and detail captured within agent execution logs.

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