Evaluate technical approaches, assess system designs, and make informed architectural decisions that balance quality attributes with business constraints.
/plugin marketplace add marcel-Ngan/ai-dev-team/plugin install marcel-ngan-ai-dev-team@marcel-Ngan/ai-dev-teamThis skill inherits all available tools. When active, it can use any tool Claude has access to.
Evaluate technical approaches, assess system designs, and make informed architectural decisions that balance quality attributes with business constraints.
Understand the current state:
## Architecture Context: {{feature}}
### System Overview
- **Domain:** {{domain}}
- **Current Architecture:** {{pattern}} (e.g., Monolith, Microservices)
- **Tech Stack:** {{stack}}
### Existing Components Affected
| Component | Type | Impact Level |
|-----------|------|--------------|
| {{component}} | Service/Module/DB | High/Medium/Low |
### Constraints
- **Technical:** {{technicalConstraints}}
- **Business:** {{businessConstraints}}
- **Team:** {{teamConstraints}}
- **Timeline:** {{timelineConstraints}}
Evaluate against key quality attributes:
| Attribute | Question | Consideration |
|---|---|---|
| Performance | How fast must it respond? | Latency, throughput |
| Scalability | How much growth expected? | Horizontal vs vertical |
| Reliability | What uptime is required? | Redundancy, failover |
| Security | What data sensitivity? | Auth, encryption, audit |
| Maintainability | How often will it change? | Modularity, testability |
| Deployability | How often deployed? | CI/CD, rollback |
## Technical Feasibility: {{feature}}
### Can We Build It?
- [ ] Required technology is available
- [ ] Team has necessary skills
- [ ] No blocking technical constraints
- [ ] Integration points are accessible
### Should We Build It This Way?
- [ ] Aligns with existing architecture
- [ ] Doesn't create technical debt
- [ ] Scales with expected growth
- [ ] Maintainable long-term
### Effort Assessment
| Component | Complexity | Estimate | Risk |
|-----------|------------|----------|------|
| {{component}} | Low/Med/High | {{points}} | {{risk}} |
### Dependencies
| Dependency | Type | Status | Mitigation |
|------------|------|--------|------------|
| {{dep}} | Internal/External | Available/Unknown | {{mitigation}} |
When multiple approaches exist:
## Architecture Options: {{feature}}
### Option 1: {{approach1Name}}
**Description:** {{description}}
**Pros:**
- {{pro1}}
- {{pro2}}
**Cons:**
- {{con1}}
- {{con2}}
**Quality Attributes:**
| Attribute | Rating | Notes |
|-----------|--------|-------|
| Performance | ⭐⭐⭐ | {{notes}} |
| Scalability | ⭐⭐ | {{notes}} |
| Maintainability | ⭐⭐⭐⭐ | {{notes}} |
**Effort:** {{estimate}}
**Risk:** Low/Medium/High
---
### Option 2: {{approach2Name}}
[Same structure]
---
### Recommendation
**Selected:** Option {{n}}
**Rationale:**
{{rationale}}
**Trade-offs Accepted:**
{{tradeoffs}}
When integrating with existing systems:
## Integration Analysis: {{feature}}
### Integration Points
| System | Interface | Direction | Protocol |
|--------|-----------|-----------|----------|
| {{system}} | {{interface}} | Inbound/Outbound | REST/gRPC/Event |
### Data Flow
[Source] → [Transform] → [Destination] {{dataFlowDescription}}
### API Considerations
- **Authentication:** {{authMethod}}
- **Rate Limiting:** {{rateLimits}}
- **Versioning:** {{versionStrategy}}
- **Error Handling:** {{errorStrategy}}
### Failure Modes
| Failure | Impact | Mitigation |
|---------|--------|------------|
| {{failure}} | {{impact}} | {{mitigation}} |
Estimate technical complexity:
| Factor | Low (1) | Medium (2) | High (3) |
|---|---|---|---|
| New Technology | None | Some learning | Significant |
| Integration Points | 0-1 | 2-3 | 4+ |
| Data Migration | None | Simple | Complex |
| Security Requirements | Standard | Enhanced | Critical |
| Performance Requirements | Standard | Demanding | Extreme |
| Team Experience | Expert | Familiar | New |
Total Score: Sum of factors
## Technical Risks: {{feature}}
### Identified Risks
| Risk | Probability | Impact | Mitigation |
|------|-------------|--------|------------|
| {{risk}} | High/Med/Low | High/Med/Low | {{mitigation}} |
### Risk Matrix
| | Low Impact | Medium Impact | High Impact |
|------------|------------|---------------|-------------|
| **High Prob** | Monitor | Mitigate | Avoid |
| **Med Prob** | Accept | Mitigate | Mitigate |
| **Low Prob** | Accept | Accept | Monitor |
### Contingency Plans
{{#each highRisks}}
**{{risk}}:** {{contingencyPlan}}
{{/each}}
Add technical notes to user stories:
### Technical Notes (for Story {{storyKey}})
**Architecture Impact:** Low/Medium/High
**Affected Components:**
- {{component1}}
- {{component2}}
**Implementation Approach:**
{{approach}}
**Technical Considerations:**
- {{consideration1}}
- {{consideration2}}
**Dependencies:**
- {{dependency}}
**Estimated Complexity:** {{complexity}} points
**Risks:**
- {{risk}}
| Agent | Analysis Use |
|---|---|
| Software Architect | Primary - all architectural analysis |
| Senior Developer | Technical approach decisions |
| DevOps Engineer | Infrastructure architecture |
| Product Owner | Understanding technical constraints |
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