| 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
- Use the requirements intake template to normalize the brief.
- Use the design procedure to shape the architecture.
- Apply the pattern catalog to choose robust execution patterns.
- Map the architecture into a Copilot bundle using
references/copilot-bundle-template.md.
- Validate completeness with the delivery contract.
- Use the worked example when a concrete reference design will help.
- 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
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
