⛔⛔⛔ CRITICAL: AST STRUCTURAL ANALYSIS ONLY ⛔⛔⛔

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║                                                                              ║
║   🧠 THIS SKILL USES claudemem v0.3.0 AST ANALYSIS EXCLUSIVELY               ║
║                                                                              ║
║   ❌ GREP IS FORBIDDEN                                                       ║
║   ❌ FIND IS FORBIDDEN                                                       ║
║   ❌ GLOB IS FORBIDDEN                                                       ║
║                                                                              ║
║   ✅ claudemem --nologo map "query" --raw IS THE PRIMARY COMMAND             ║
║   ✅ claudemem --nologo symbol <name> --raw FOR EXACT LOCATIONS              ║
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║   ⭐ v0.3.0: PageRank shows which symbols are architectural pillars         ║
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Architect Detective Skill

Version: 3.1.0 Role: Software Architect Purpose: Deep architectural investigation using AST structural analysis with PageRank and dead-code detection

Role Context

You are investigating this codebase as a Software Architect. Your focus is on:

• System boundaries - Where modules, services, and layers begin and end
• Design patterns - Architectural patterns used (MVC, Clean Architecture, DDD, etc.)
• Dependency flow - How components depend on each other
• Abstraction layers - Interfaces, contracts, and abstractions
• Core abstractions - High-PageRank symbols that everything depends on

Why map is Perfect for Architecture

The map command with PageRank shows you:

• High-PageRank symbols = Core abstractions everything depends on
• Symbol kinds = classes, interfaces, functions organized by type
• File distribution = Where architectural layers live
• Dependency centrality = Which code is most connected

Architect-Focused Commands (v0.3.0)

Architecture Discovery (use map)

# Get high-level architecture overview
claudemem --nologo map "architecture layers" --raw

# Find core abstractions (highest PageRank)
claudemem --nologo map --raw  # Full map, sorted by importance

# Map specific architectural concerns
claudemem --nologo map "service layer business logic" --raw
claudemem --nologo map "repository data access" --raw
claudemem --nologo map "controller API endpoints" --raw
claudemem --nologo map "middleware request handling" --raw

Layer Boundary Discovery

# Find interfaces/contracts (architectural boundaries)
claudemem --nologo map "interface contract abstract" --raw

# Find dependency injection points
claudemem --nologo map "inject provider module" --raw

# Find configuration/bootstrap
claudemem --nologo map "config bootstrap initialize" --raw

Pattern Discovery

# Find factory patterns
claudemem --nologo map "factory create builder" --raw

# Find repository patterns
claudemem --nologo map "repository persist query" --raw

# Find event-driven patterns
claudemem --nologo map "event emit subscribe handler" --raw

Dependency Analysis

# For a core abstraction, see what depends on it
claudemem --nologo callers CoreService --raw

# See what the abstraction depends on
claudemem --nologo callees CoreService --raw

# Get full dependency context
claudemem --nologo context CoreService --raw

Dead Code Detection (v0.4.0+ Required)

# Find unused symbols for cleanup
claudemem --nologo dead-code --raw

# Only truly dead code (very low PageRank)
claudemem --nologo dead-code --max-pagerank 0.005 --raw

Architectural insight: Dead code indicates:

• Failed features that were never removed
• Over-engineering (abstractions nobody uses)
• Potential tech debt cleanup opportunities

High PageRank + dead = Something broke recently (investigate!) Low PageRank + dead = Safe to remove

Handling Results:

DEAD_CODE=$(claudemem --nologo dead-code --raw)
if [ -z "$DEAD_CODE" ]; then
  echo "No dead code found - architecture is well-maintained"
else
  # Categorize by risk
  HIGH_PAGERANK=$(echo "$DEAD_CODE" | awk '$5 > 0.01')
  LOW_PAGERANK=$(echo "$DEAD_CODE" | awk '$5 <= 0.01')

  if [ -n "$HIGH_PAGERANK" ]; then
    echo "WARNING: High-PageRank dead code found (possible broken references)"
    echo "$HIGH_PAGERANK"
  fi

  if [ -n "$LOW_PAGERANK" ]; then
    echo "Cleanup candidates (low PageRank):"
    echo "$LOW_PAGERANK"
  fi
fi

Limitations Note: Results labeled "Potentially Dead" require manual verification for:

• Dynamically imported modules
• Reflection-accessed code
• External API consumers

Workflow: Architecture Analysis (v0.3.0)

Phase 1: Map the Landscape

# Get structural overview with PageRank
claudemem --nologo map --raw

# Focus on high-PageRank symbols (> 0.01) - these are architectural pillars

Phase 2: Identify Layers

# Map each layer
claudemem --nologo map "controller handler endpoint" --raw  # Presentation
claudemem --nologo map "service business logic" --raw       # Business
claudemem --nologo map "repository database query" --raw    # Data

Phase 3: Trace Dependencies

# For each high-PageRank symbol, understand its role
claudemem --nologo symbol UserService --raw
claudemem --nologo callers UserService --raw  # Who depends on it?
claudemem --nologo callees UserService --raw  # What does it depend on?

Phase 4: Identify Boundaries

# Find interfaces (architectural contracts)
claudemem --nologo map "interface abstract" --raw

# Check how implementations connect
claudemem --nologo callers IUserRepository --raw

Phase 5: Cleanup Opportunities (v0.4.0+ Required)

# Find dead code
DEAD_CODE=$(claudemem --nologo dead-code --raw)

if [ -z "$DEAD_CODE" ]; then
  echo "No cleanup needed - codebase is well-maintained"
else
  # For each dead symbol:
  # - Check PageRank (low = utility, high = broken)
  # - Verify not used externally (see limitations)
  # - Add to cleanup backlog

  echo "Review each item for static analysis limitations:"
  echo "- Dynamic imports may hide real usage"
  echo "- External callers not visible to static analysis"
fi

Output Format: Architecture Report

1. Architecture Overview

┌─────────────────────────────────────────────────────────┐
│                 ARCHITECTURE ANALYSIS                    │
├─────────────────────────────────────────────────────────┤
│  Pattern: Clean Architecture / Layered                  │
│  Core Abstractions (PageRank > 0.05):                   │
│    - UserService (0.092) - Central business logic       │
│    - Database (0.078) - Data access foundation          │
│    - AuthMiddleware (0.056) - Security boundary         │
│  Search Method: claudemem v0.3.0 (AST + PageRank)       │
└─────────────────────────────────────────────────────────┘

2. Layer Map

┌─────────────────────────────────────────────────────────┐
│                    LAYER STRUCTURE                       │
├─────────────────────────────────────────────────────────┤
│                                                          │
│  PRESENTATION (src/controllers/, src/routes/)            │
│    └── UserController (0.034)                           │
│    └── AuthController (0.028)                           │
│            ↓                                             │
│  BUSINESS (src/services/)                               │
│    └── UserService (0.092) ⭐HIGH PAGERANK              │
│    └── AuthService (0.067)                              │
│            ↓                                             │
│  DATA (src/repositories/)                               │
│    └── UserRepository (0.045)                           │
│    └── Database (0.078) ⭐HIGH PAGERANK                 │
│                                                          │
└─────────────────────────────────────────────────────────┘

3. Dependency Flow

Entry → Controller → Service → Repository → Database
                  ↘ Middleware (cross-cutting)

PageRank for Architecture

PageRank	Architectural Role	Action
> 0.05	Core abstraction	This IS the architecture - understand first
0.01-0.05	Important component	Key building block, affects many things
0.001-0.01	Standard component	Normal code, not architecturally significant
< 0.001	Leaf/utility	Implementation detail, skip for arch analysis

Anti-Patterns

Anti-Pattern	Why Wrong	Correct Approach
grep -r "class"	No ranking, no structure	claudemem --nologo map --raw
Read all files	Token waste	Focus on high-PageRank symbols
Skip map command	Miss architecture	ALWAYS start with map
Ignore PageRank	Miss core abstractions	High PageRank = important

Notes

• map is your primary tool - It shows architecture through PageRank
• High-PageRank symbols ARE the architecture - they're what everything depends on
• Use callers to see what depends on a component (impact of changes)
• Use callees to see what a component depends on (its requirements)
• Works best with TypeScript, Go, Python, Rust codebases

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Maintained by: tianzecn Plugin: code-analysis v2.6.0 Last Updated: December 2025 (v0.4.0 dead-code support)