madappgang/architect-detective

Architect Detective Skill

This skill uses claudemem's AST structural analysis for architecture investigation.

Why Claudemem Works Better for Architecture

| Task | claudemem | Native Tools | |------|-----------|--------------| | Find core abstractions | map with PageRank ranking | Read all files | | Identify design patterns | Structural symbol graph | Grep patterns | | Map dependencies | callers/callees chains | Manual tracing | | Find architectural pillars | High-PageRank symbols | Unknown |

Primary commands:

• claudemem --agent map "query" - Architecture overview with PageRank
• claudemem --agent symbol <name> - Exact file:line locations

Architect Detective Skill

Version: 3.3.0 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 --agent map "architecture layers"
# Find core abstractions (highest PageRank)
claudemem --agent map  # Full map, sorted by importance

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

### Layer Boundary Discovery

```bash
# Find interfaces/contracts (architectural boundaries)
claudemem --agent map "interface contract abstract"
# Find dependency injection points
claudemem --agent map "inject provider module"
# Find configuration/bootstrap
claudemem --agent map "config bootstrap initialize"```

### Pattern Discovery

```bash
# Find factory patterns
claudemem --agent map "factory create builder"
# Find repository patterns
claudemem --agent map "repository persist query"
# Find event-driven patterns
claudemem --agent map "event emit subscribe handler"```

### Dependency Analysis

```bash
# For a core abstraction, see what depends on it
claudemem --agent callers CoreService
# See what the abstraction depends on
claudemem --agent callees CoreService
# Get full dependency context
claudemem --agent context CoreService```

### Dead Code Detection (v0.4.0+ Required)

```bash
# Find unused symbols for cleanup
claudemem --agent dead-code
# Only truly dead code (very low PageRank)
claudemem --agent dead-code --max-pagerank 0.005```

**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:**
```bash
DEAD_CODE=$(claudemem --agent dead-code)
if [ -z "$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

PHASE 0: MANDATORY SETUP

Step 1: Verify claudemem v0.3.0

which claudemem && claudemem --version
# Must be 0.3.0+

Step 2: If Not Installed → STOP

Use AskUserQuestion (see ultrathink-detective for template)

Step 3: Check Index Status

# Check claudemem installation and index
claudemem --version && ls -la .claudemem/index.db 2>/dev/null

Step 3.5: Check Index Freshness

Before proceeding with investigation, verify the index is current:

# First check if index exists
if [ ! -d ".claudemem" ] || [ ! -f ".claudemem/index.db" ]; then
  # Use AskUserQuestion to prompt for index creation
  # Options: [1] Create index now (Recommended), [2] Cancel investigation
  exit 1
fi

# Count files modified since last index
STALE_COUNT=$(find . -type f \( -name "*.ts" -o -name "*.tsx" -o -name "*.js" -o -name "*.jsx" -o -name "*.py" -o -name "*.go" -o -name "*.rs" \) \
  -newer .claudemem/index.db 2>/dev/null | grep -v "node_modules" | grep -v ".git" | grep -v "dist" | grep -v "build" | wc -l)
STALE_COUNT=$((STALE_COUNT + 0))  # Normalize to integer

if [ "$STALE_COUNT" -gt 0 ]; then
  # Get index time with explicit platform detection
  if [[ "$OSTYPE" == "darwin"* ]]; then
    INDEX_TIME=$(stat -f "%Sm" -t "%Y-%m-%d %H:%M" .claudemem/index.db 2>/dev/null)
  else
    INDEX_TIME=$(stat -c "%y" .claudemem/index.db 2>/dev/null | cut -d'.' -f1)
  fi
  INDEX_TIME=${INDEX_TIME:-"unknown time"}

  # Get sample of stale files
  STALE_SAMPLE=$(find . -type f \( -name "*.ts" -o -name "*.tsx" \) \
    -newer .claudemem/index.db 2>/dev/null | grep -v "node_modules" | grep -v ".git" | head -5)

  # Use AskUserQuestion (see template in ultrathink-detective)
fi

Step 4: Index if Needed

claudemem index

---

Workflow: Architecture Analysis (v0.3.0)

Phase 1: Map the Landscape

# Get structural overview with PageRank
claudemem --agent map
# Focus on high-PageRank symbols (> 0.01) - these are architectural pillars

Phase 2: Identify Layers

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

Phase 3: Trace Dependencies

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

Phase 4: Identify Boundaries

# Find interfaces (architectural contracts)
claudemem --agent map "interface abstract"
# Check how implementations connect
claudemem --agent callers IUserRepository```

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

```bash
# Find dead code
DEAD_CODE=$(claudemem --agent dead-code)

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 |

Result Validation Pattern

After EVERY claudemem command, validate results:

Map Command Validation

After map commands, validate architectural symbols were found:

RESULTS=$(claudemem --agent map "service layer business logic")
EXIT_CODE=$?

# Check for failure
if [ "$EXIT_CODE" -ne 0 ]; then
  DIAGNOSIS=$(claudemem status 2>&1)
  # Use AskUserQuestion
fi

# Check for empty results
if [ -z "$RESULTS" ]; then
  echo "WARNING: No symbols found - may be wrong query or index issue"
  # Use AskUserQuestion: Reindex, Different query, or Cancel
fi

# Check for high-PageRank symbols (> 0.01)
HIGH_PR=$(echo "$RESULTS" | grep "pagerank:" | awk -F': ' '{if ($2 > 0.01) print}' | wc -l)

if [ "$HIGH_PR" -eq 0 ]; then
  # No architectural symbols found - may be wrong query or index issue
  # Use AskUserQuestion: Reindex, Broaden query, or Cancel
fi

Symbol Validation

SYMBOL=$(claudemem --agent symbol ArchitecturalComponent)

if [ -z "$SYMBOL" ] || echo "$SYMBOL" | grep -qi "not found\|error"; then
  # Component doesn't exist or index issue
  # Use AskUserQuestion
fi

---

FALLBACK PROTOCOL

CRITICAL: Never use grep/find/Glob without explicit user approval.

If claudemem fails or returns irrelevant results:

1. STOP - Do not silently switch tools
2. DIAGNOSE - Run claudemem status
3. REPORT - Tell user what happened
4. ASK - Use AskUserQuestion for next steps

// Fallback options (in order of preference)
AskUserQuestion({
  questions: [{
    question: "claudemem map returned no architectural symbols or failed. How should I proceed?",
    header: "Architecture Discovery Issue",
    multiSelect: false,
    options: [
      { label: "Reindex codebase", description: "Run claudemem index (~1-2 min)" },
      { label: "Try broader query", description: "Use different architectural terms" },
      { label: "Use grep (not recommended)", description: "Traditional search - loses PageRank ranking" },
      { label: "Cancel", description: "Stop investigation" }
    ]
  }]
})

See ultrathink-detective skill for complete Fallback Protocol documentation.

---

Anti-Patterns

| Anti-Pattern | Why Wrong | Correct Approach | |--------------|-----------|------------------| | grep -r "class" | No ranking, no structure | claudemem --agent map | | 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 | | cmd \| head/tail | Hides high-PageRank symbols | Use full output or --tokens |

Output Truncation Warning

╔══════════════════════════════════════════════════════════════════════════════╗ ║ ║ ║ ❌ Anti-Pattern 7: Truncating Claudemem Output ║ ║ ║ ║ FORBIDDEN (any form of output truncation): ║ ║ → BAD: claudemem --agent map "query" | head -80 ║ ║ → BAD: claudemem --agent callers X | tail -50 ║ ║ → BAD: claudemem --agent search "x" | grep -m 10 "y" ║ ║ → BAD: claudemem --agent map "q" | awk 'NR <= 50' ║ ║ → BAD: claudemem --agent callers X | sed '50q' ║ ║ → BAD: claudemem --agent search "x" | sort | head -20 ║ ║ → BAD: claudemem --agent map "q" | grep "pattern" | head -20 ║ ║ ║ ║ CORRECT (use full output or built-in limits): ║ ║ → GOOD: claudemem --agent map "query" ║ ║ → GOOD: claudemem --agent search "x" -n 10 ║ ║ → GOOD: claudemem --agent map "q" --tokens 2000 ║ ║ → GOOD: claudemem --agent search "x" --page-size 20 --page 1 ║ ║ → GOOD: claudemem --agent context Func --max-depth 3 ║ ║ ║ ║ WHY: Output is pre-optimized; truncation hides critical results ║ ║ ║ ╚══════════════════════════════════════════════════════════════════════════════╝

---

Feedback Reporting (v0.8.0+)

After completing investigation, report search feedback to improve future results.

When to Report

Report feedback ONLY if you used the search command during investigation:

| Result Type | Mark As | Reason | |-------------|---------|--------| | Read and used | Helpful | Contributed to investigation | | Read but irrelevant | Unhelpful | False positive | | Skipped after preview | Unhelpful | Not relevant to query | | Never read | (Don't track) | Can't evaluate |

Feedback Pattern

# Track during investigation
SEARCH_QUERY="your original query"
HELPFUL_IDS=""
UNHELPFUL_IDS=""

# When reading a helpful result
HELPFUL_IDS="$HELPFUL_IDS,$result_id"

# When reading an unhelpful result
UNHELPFUL_IDS="$UNHELPFUL_IDS,$result_id"

# Report at end of investigation (v0.8.0+ only)
if claudemem feedback --help 2>&1 | grep -qi "feedback"; then
  timeout 5 claudemem feedback \
    --query "$SEARCH_QUERY" \
    --helpful "${HELPFUL_IDS#,}" \
    --unhelpful "${UNHELPFUL_IDS#,}" 2>/dev/null || true
fi

Output Update

Include in investigation report:

Search Feedback: [X helpful, Y unhelpful] - Submitted (v0.8.0+)

---

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

---

Maintained by: MadAppGang Plugin: code-analysis v2.7.0 Last Updated: December 2025 (v3.3.0 - Cross-platform compatibility, inline templates, improved validation)