intent-solutions-io/Orchestrating Multi-Agent Systems
010-archive/backups-20251108/plugin-enhancements/plugin-backups/ai-sdk-agents_20251019_193634/skills/skill-adapter/SKILL.md
This skill enables Claude to orchestrate multi-agent systems using the AI SDK v5. It allows Claude to set up agent handoffs, intelligent routing, and coordinated workflows across different AI providers like OpenAI, Anthropic, and Google. Use this skill when the user asks to create multi-agent systems, needs help with agent coordination, task routing, or wants to build complex workflows involving specialized agents. It is triggered by phrases like "multi-agent system", "agent orchestration", "agent handoff", "intelligent routing", or "coordinate agents".
$ install --global
skillsauthnpx skillsauth add intent-solutions-io/plugins-nixtla Orchestrating Multi-Agent SystemsInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 5, 2026, 11:44 PM20.1s1 file scanned
SKILL.md
- name:
- Orchestrating Multi-Agent Systems
- description:
- |
Overview
This skill empowers Claude to create and manage sophisticated multi-agent systems. It leverages the AI SDK v5 to facilitate agent collaboration, task delegation, and intelligent routing, enabling the creation of complex AI-powered workflows.
How It Works
- Project Initialization: The skill sets up a basic multi-agent project structure, including agent files and orchestration configurations.
- Agent Creation: It facilitates the creation of specialized agents with custom system prompts, tool definitions, and handoff rules.
- Orchestration Configuration: It configures the agent orchestration workflow, defining how agents interact and pass tasks to each other.
When to Use This Skill
This skill activates when you need to:
- Create a new multi-agent system from scratch.
- Orchestrate existing agents to perform a complex task.
- Define handoff rules between agents.
- Route tasks intelligently to the most appropriate agent.
- Coordinate a workflow involving multiple LLMs.
Examples
Example 1: Building a Code Generation Pipeline
User request: "Set up a multi-agent system for code generation with an architect, coder, tester, reviewer, and documenter."
The skill will:
- Initialize a multi-agent project with the specified agents.
- Create individual agent files (architect.ts, coder.ts, etc.) with relevant system prompts and tool access.
- Configure an orchestration workflow to pass tasks between the agents in the order: Architect -> Coder -> Tester -> Reviewer -> Documenter.
Example 2: Intelligent Routing for Customer Support
User request: "Create a multi-agent system for customer support that routes inquiries to the appropriate agent based on the topic."
The skill will:
- Initialize a multi-agent project with a coordinator agent and specialized support agents (e.g., billing, technical support, sales).
- Configure the coordinator agent with routing rules based on topic classification.
- Implement handoff mechanisms for agents to transfer inquiries if needed.
Best Practices
- Agent Specialization: Design agents with specific expertise and limited scope for better performance.
- Clear Handoff Rules: Define clear and unambiguous handoff rules to avoid confusion and circular dependencies.
- Comprehensive Testing: Thoroughly test the multi-agent system to ensure proper coordination and task completion.
Integration
This skill integrates seamlessly with other Claude Code plugins, allowing you to combine multi-agent orchestration with other functionalities like code generation, data analysis, and external API integrations. It leverages the AI SDK v5 for robust and flexible agent management.
Related Skills
intent-solutions-io/managing-test-environments
testing
VerifiedTrustedCommunity
This skill enables Claude to manage isolated test environments using Docker Compose, Testcontainers, and environment variables. It is used to create consistent, reproducible testing environments for software projects. Claude should use this skill when the user needs to set up a test environment with specific configurations, manage Docker Compose files for test infrastructure, set up programmatic container management with Testcontainers, manage environment variables for tests, or ensure cleanup after tests. Trigger terms include "test environment", "docker compose", "testcontainers", "environment variables", "isolated environment", "env-setup", and "test setup".
6SKILL.mdUpdated Jun 5, 2026
intent-solutions-io/generating-test-doubles
tools
VerifiedTrustedCommunity
This skill uses the test-doubles-generator plugin to automatically create mocks, stubs, spies, and fakes for unit testing. It analyzes dependencies in the code and generates appropriate test doubles based on the chosen testing framework, such as Jest, Sinon, or others. Use this skill when you need to generate test doubles, mocks, stubs, spies, or fakes to isolate units of code during testing. Trigger this skill by requesting test double generation or using the `/gen-doubles` or `/gd` command.
6SKILL.mdUpdated Jun 5, 2026
intent-solutions-io/generating-test-data
tools
VerifiedTrustedCommunity
This skill enables Claude to generate realistic test data for software development. It uses the test-data-generator plugin to create users, products, orders, and custom schemas for comprehensive testing. Use this skill when you need to populate databases, simulate user behavior, or create fixtures for automated tests. Trigger phrases include "generate test data", "create fake users", "populate database", "generate product data", "create test orders", or "generate data based on schema". This skill is especially useful for populating testing environments or creating sample data for demonstrations.
6SKILL.mdUpdated Jun 5, 2026
intent-solutions-io/analyzing-test-coverage
development
VerifiedTrustedCommunity
This skill analyzes code coverage metrics to identify untested code and generate comprehensive coverage reports. It is triggered when the user requests analysis of code coverage, identification of coverage gaps, or generation of coverage reports. The skill is best used to improve code quality by ensuring adequate test coverage and identifying areas for improvement. Use trigger terms like "analyze coverage", "code coverage report", "untested code", or the shortcut "cov".
6SKILL.mdUpdated Jun 5, 2026