agentic-system-factory

name	agentic-system-factory
description	Design GitHub Copilot-based agentic AI systems. Use when turning a user brief into a complete system with agents, prompts, skills, instructions, hooks, MCP integration, manifests, runbooks, and rollout guidance.
argument-hint	Describe the target system, domain, infrastructure, integrations, constraints, and success criteria
user-invocable	true

Agentic System Factory

Use this skill to design complete agentic AI systems on top of GitHub Copilot.

What This Skill Produces

• a structured design brief
• a system architecture and execution model
• a role matrix for orchestrators and specialist agents
• a .github/ customization bundle plan
• runtime artifacts such as manifests, ledgers, runbooks, and reports
• verification, recovery, and rollout guidance

When To Use

• designing a new Copilot-based engineering automation system
• turning a workflow idea into prompts, agents, skills, hooks, and integrations
• creating systems for complex engineering, operational, documentation, or release workflows
• reviewing whether a proposed agentic system is actually completable and efficient

Required Inputs

Gather or confirm the following whenever possible:

• business or engineering objective
• domain and target workflow
• repository or workspace scope
• build, test, and execution environment
• external systems or MCP servers
• approval, security, or policy constraints
• completion criteria and verification rules
• preferred output format or delivery package

Procedure

1. Use the requirements intake template to normalize the brief.
2. Use the design procedure to shape the architecture.
3. Apply the pattern catalog to choose robust execution patterns.
4. Map the architecture into a Copilot bundle using references/copilot-bundle-template.md.
5. Validate completeness with the delivery contract.
6. Use the worked example when a concrete reference design will help.
7. Deliver the design in English with clear, reusable artifacts.

Deliverables

• system brief
• architecture blueprint
• agent and tool matrix
• file bundle plan
• artifact and manifest plan
• hook and integration strategy
• optimization strategy
• implementation roadmap

References

• Design procedure
• Pattern catalog
• Delivery contract
• Worked example

Templates

• Requirements intake template
• System blueprint template: references/system-blueprint-template.md
• Copilot bundle template: references/copilot-bundle-template.md
• Implementation roadmap template: references/implementation-roadmap-template.md