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Architecture 1ambda Dataops Platform 2
ASecuritySystem architecture analysis and design. Validates architecture patterns, generates dependency graphs, and evaluates module boundaries. Use when analyzing structure, checking layer compliance, or making design decisions.
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- Added September 2, 2026
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[](https://www.skillsdirectory.com/skills/majiayu000-architecture-1ambda-dataops-platform-2)---
name: architecture
description: System architecture analysis and design. Validates architecture patterns, generates dependency graphs, and evaluates module boundaries. Use when analyzing structure, checking layer compliance, or making design decisions.
---
# Architecture
Architecture analysis with pattern validation and dependency checking.
## When to Use
- Architecture compliance verification
- Dependency graph analysis
- Pattern validation (Hexagonal, Clean, Layered)
- Circular dependency detection
- Module boundary evaluation
- Architecture documentation generation
## MCP Workflow
```
# 1. Project structure (high-level first)
serena.list_dir(relative_path=".", recursive=False) # Top-level only
serena.list_dir(relative_path="src/", recursive=True, skip_ignored_files=True)
# 2. Module/layer overview (signatures only)
serena.get_symbols_overview(relative_path="src/domain/")
serena.get_symbols_overview(relative_path="src/application/")
# 3. Past architecture decisions
claude-mem.search(query="architecture decision", project="<project>")
# 4. Layer dependencies (TOKEN CRITICAL - Always limit!)
serena.search_for_pattern(
substring_pattern="^import",
relative_path="src/domain/",
context_lines_after=0,
max_answer_chars=3000
)
# 5. Framework patterns when needed
context7.get-library-docs("<framework>", topic="architecture")
```
## Efficiency Rules
**Do (Token-Efficient):**
- Start with `list_dir(recursive=False)` for top-level structure
- Use `get_symbols_overview` per layer, not entire project
- Search patterns with `relative_path` to limit scope
- Check memory before re-analyzing
**Avoid (Token-Wasteful):**
- Reading entire files to understand structure
- Recursive scans without limiting scope
- Re-analyzing architecture already documented
## Architecture Patterns
### Hexagonal (Ports & Adapters)
```
Primary Adapters <- Controllers, CLI
|
Application <- Use Cases
|
Domain <- Entities, Ports
^
Secondary Adapters <- Repositories, APIs
```
**Rules:** Domain NEVER depends on adapters. Ports in domain, adapters implement.
### Layered
```
Presentation -> Application -> Domain <- Infrastructure
```
**Rules:** Dependencies flow inward. Inner layers know nothing of outer.
## Layer Validation
```python
# Domain should NOT import Infrastructure (TOKEN CRITICAL - Always limit!)
serena.search_for_pattern(
substring_pattern="import.*infra",
relative_path="src/domain/",
context_lines_after=0,
max_answer_chars=3000
)
# Domain should NOT import Presentation
serena.search_for_pattern(
substring_pattern="import.*controller",
relative_path="src/domain/",
context_lines_after=0,
max_answer_chars=3000
)
```
## Output Format
```markdown
## Architecture: [Scope]
### Pattern: [Name]
| Layer | Status | Issues |
|-------|--------|--------|
| Domain | OK / VIOLATION | [details] |
| Application | OK / VIOLATION | [details] |
| Infrastructure | OK / VIOLATION | [details] |
### Violations
1. `file:line` - Domain imports Infrastructure
- Impact: [description]
- Fix: Create port interface
### Dependency Graph
```mermaid
graph TD
API --> APP --> DOMAIN
INFRA --> DOMAIN
```
### Recommendations
1. **[High]** Fix layer violation
2. **[Medium]** Improve cohesion
```
## Layer Rules
| Layer | Contains | Depends On |
|-------|----------|------------|
| Presentation | Controllers, Views | Application |
| Application | Use Cases | Domain |
| Domain | Entities, Ports | Nothing (pure) |
| Infrastructure | Repositories | Domain (implements ports) |
## Anti-Patterns to Detect
- **God class**: Class doing too much
- **Circular dependency**: A -> B -> A
- **Layer leaking**: Infrastructure in domain
- **Entity exposure**: Domain objects in API
- **Tight coupling**: No abstraction between components
## ADR Template
```markdown
# ADR-001: [Title]
## Status
Proposed / Accepted / Deprecated
## Context
What issue motivates this decision?
## Decision
What change are we making?
## Consequences
What becomes easier or harder?
```
## Architecture Diagram Templates
### Component Diagram (C4 Style)
```mermaid
graph TB
subgraph "System Boundary"
subgraph "Presentation"
UI[Web UI]
CLI[CLI Tool]
end
subgraph "Application"
API[API Server]
end
subgraph "Domain"
SVC[Services]
end
subgraph "Infrastructure"
REPO[Repositories]
DB[(Database)]
end
end
UI --> API
CLI --> API
API --> SVC
SVC --> REPO
REPO --> DB
```
### Data Flow Diagram
```mermaid
flowchart LR
A[Request] --> B{Validate}
B -->|Valid| C[Process]
B -->|Invalid| D[Error Response]
C --> E[Persist]
E --> F[Response]
```
### Module Dependencies
```mermaid
graph TD
API[module-server-api] --> APP[module-core-domain]
API --> INFRA[module-core-infra]
INFRA --> APP
COMMON[module-core-common] --> APP
```
## Documentation Workflow
When documenting architecture:
1. **Gather** - Use MCP workflow above
2. **Diagram** - Create Mermaid diagrams
3. **Describe** - Explain key decisions
4. **Validate** - Check against code
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