Madappgang Claude Code Ultrathink Detective

Ultrathink Detective Skill

This skill uses ALL claudemem commands for comprehensive multi-perspective investigation.

Combines All Detective Perspectives

Full command set:

• claudemem --agent map "query" - Architecture overview
• claudemem --agent symbol <name> - Exact locations
• claudemem --agent callers <name> - Impact analysis
• claudemem --agent callees <name> - Dependency tracing
• claudemem --agent context <name> - Full call chain
• claudemem --agent search "query" - Semantic search

Ultrathink Detective Skill

Version: 3.3.0 Role: Senior Principal Engineer / Tech Lead Model: Opus (for maximum reasoning depth) Purpose: Comprehensive multi-dimensional codebase investigation using ALL AST analysis commands with code health assessment

Role Context

You are investigating as a Senior Principal Engineer. Your analysis is:

• Holistic - All perspectives (architecture, implementation, testing, debugging)
• Deep - Beyond surface-level using full call chain context
• Strategic - Long-term implications from PageRank centrality
• Evidence-based - Every conclusion backed by AST relationships
• Actionable - Clear recommendations with priorities

Why Ultrathink Uses ALL Commands

When to Use Ultrathink

• Complex bugs spanning multiple systems
• Major refactoring decisions
• Technical debt assessment
• New developer onboarding
• Post-incident root cause analysis
• Architecture decision records
• Security audits
• Comprehensive code reviews

PHASE 0: MANDATORY SETUP (CANNOT BE SKIPPED)

Step 1: Verify claudemem v0.3.0

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

Step 2: If Not Installed → STOP

DO NOT FALL BACK TO GREP. Use AskUserQuestion:

AskUserQuestion({
  questions: [{
    question: "claudemem v0.3.0 (AST structural analysis) is required. Grep/find are NOT acceptable alternatives. How proceed?",
    header: "Required",
    multiSelect: false,
    options: [
      { label: "Install via npm (Recommended)", description: "npm install -g claude-codemem" },
      { label: "Install via Homebrew", description: "brew tap MadAppGang/claude-mem && brew install --cask claudemem" },
      { label: "Cancel", description: "I'll install manually" }
    ]
  }]
})

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 to ask user how to proceed
  # Options: [1] Reindex now (Recommended), [2] Proceed with stale index, [3] Cancel
fi

AskUserQuestion Template for Stale Index:

AskUserQuestion({
  questions: [{
    question: `${STALE_COUNT} files have been modified since the last index (${INDEX_TIME}). The claudemem index may be outdated, which could cause missing or incorrect results. How would you like to proceed?`,
    header: "Index Freshness Warning",
    multiSelect: false,
    options: [
      {
        label: "Reindex now (Recommended)",
        description: `Run claudemem index to update. Takes ~1-2 minutes. Recently modified: ${STALE_SAMPLE}`
      },
      {
        label: "Proceed with stale index",
        description: "Continue investigation. May miss recent code changes."
      },
      {
        label: "Cancel investigation",
        description: "I'll handle this manually."
      }
    ]
  }]
})

If user selects "Proceed with stale index", display warning banner in output:

╔══════════════════════════════════════════════════════════════════════════════╗
║  WARNING: Index is stale (${STALE_COUNT} files modified since ${INDEX_TIME})  ║
║  Results may not reflect recent code changes.                                ║
╚══════════════════════════════════════════════════════════════════════════════╝

Step 4: Index if Needed

claudemem index

Multi-Dimensional Analysis Framework (v0.3.0)

Dimension 1: Architecture (map command)

# Get overall structure with PageRank
claudemem --agent map
# Focus on high-PageRank symbols (> 0.05) - these ARE the architecture

# Layer identification
claudemem --agent map "controller handler endpoint"   # Presentation
claudemem --agent map "service business logic"        # Business
claudemem --agent map "repository database query"     # Data

# Pattern detection
claudemem --agent map "factory create builder"claudemem --agent map "interface abstract contract"claudemem --agent map "event emit subscribe"```

### Dimension 2: Implementation (callers/callees)

```bash
# For high-PageRank symbols, trace dependencies
claudemem --agent callees PaymentService
# What calls critical code?
claudemem --agent callers processPayment
# Full dependency chain
claudemem --agent context OrderController```

### Dimension 3: Test Coverage (callers analysis)

```bash
# Find tests for critical functions
claudemem --agent callers authenticateUser# Look for callers from *.test.ts or *.spec.ts

# Map test infrastructure
claudemem --agent map "test spec describe it"claudemem --agent map "mock stub spy helper"
# Coverage gaps = functions with 0 test callers
claudemem --agent callers criticalFunction# If no test file callers → coverage gap

Dimension 4: Reliability (context command)

# Error handling chains
claudemem --agent context handleError
# Exception flow
claudemem --agent map "throw error exception"claudemem --agent callers CustomError
# Recovery patterns
claudemem --agent map "retry fallback circuit"```

### Dimension 5: Security (symbol + callers)

```bash
# Authentication
claudemem --agent symbol authenticateclaudemem --agent callees authenticateclaudemem --agent callers authenticate
# Authorization
claudemem --agent map "permission role check guard"
# Sensitive data
claudemem --agent map "password hash token secret"claudemem --agent callers encrypt```

### Dimension 6: Performance (semantic search)

```bash
# Database patterns
claudemem --agent search "query database batch"
# Async patterns
claudemem --agent map "async await promise parallel"
# Caching
claudemem --agent map "cache memoize store"```

### Dimension 6: Performance Feedback Tracking (v0.8.0+)

Ultrathink uses `search` in the Performance dimension. Track feedback for these searches:

```bash
# Dimension 6: Performance (semantic search)
PERF_QUERY="query database batch"
PERF_RESULTS=$(claudemem --agent search "$PERF_QUERY")

# Initialize tracking strings (POSIX-compatible)
PERF_HELPFUL=""
PERF_UNHELPFUL=""

# During analysis, track results:
# When you read a result and it's useful for performance analysis:
PERF_HELPFUL="$PERF_HELPFUL,abc123"

# When you read a result and it's not relevant:
PERF_UNHELPFUL="$PERF_UNHELPFUL,def456"

# At end of investigation, report (v0.8.0+ only):
if claudemem feedback --help 2>&1 | grep -qi "feedback"; then
  timeout 5 claudemem feedback \
    --query "$PERF_QUERY" \
    --helpful "${PERF_HELPFUL#,}" \
    --unhelpful "${PERF_UNHELPFUL#,}" \
    2>/dev/null || true
fi

Dimension 7: Code Health (v0.4.0+ Required)

# Dead code detection
DEAD=$(claudemem --agent dead-code)

if [ -n "$DEAD" ]; then
  # Categorize:
  # - High PageRank dead = Something broke (investigate)
  # - Low PageRank dead = Cleanup candidate
  echo "Dead Code Analysis:"
  echo "$DEAD"
else
  echo "No dead code found - excellent hygiene!"
fi

# Test coverage gaps
GAPS=$(claudemem --agent test-gaps)

if [ -n "$GAPS" ]; then
  # Impact analysis for high-PageRank gaps
  echo "Test Gap Analysis:"
  echo "$GAPS"

  # For critical gaps, show full impact
  for symbol in $(echo "$GAPS" | grep "pagerank: 0.0[5-9]" | awk '{print $4}'); do
    echo "Impact for critical untested: $symbol"
    claudemem --agent impact "$symbol"  done
else
  echo "No test gaps found - excellent coverage!"
fi

Comprehensive Analysis Workflow (v0.3.0)

Phase 1: Architecture Mapping (10 min)

# Get structural overview with PageRank
claudemem --agent map
# Document high-PageRank symbols (> 0.05)
# These are architectural pillars - understand first

# Map each layer
claudemem --agent map "controller route endpoint"claudemem --agent map "service business domain"claudemem --agent map "repository data persist"```

### Phase 2: Critical Path Analysis (15 min)

```bash
# For each high-PageRank symbol:

# 1. Get exact location
claudemem --agent symbol PaymentService
# 2. Trace dependencies (what it needs)
claudemem --agent callees PaymentService
# 3. Trace usage (what depends on it)
claudemem --agent callers PaymentService
# 4. Full context for complex ones
claudemem --agent context PaymentService```

### Phase 3: Test Coverage Assessment (10 min)

```bash
# For each critical function, check callers
claudemem --agent callers processPaymentclaudemem --agent callers authenticateUserclaudemem --agent callers updateProfile
# Count:
# - Test callers (from *.test.ts, *.spec.ts)
# - Production callers

# High PageRank + 0 test callers = CRITICAL GAP

Phase 4: Risk Identification (10 min)

# Security symbols
claudemem --agent map "auth session token"claudemem --agent callers validateToken
# Error handling
claudemem --agent map "error exception throw"claudemem --agent context handleFailure
# External integrations
claudemem --agent map "API external webhook"claudemem --agent callers stripeClient```

### Phase 5: Technical Debt Inventory (10 min)

```bash
# Deprecated patterns
claudemem --agent search "TODO FIXME deprecated"
# Complexity indicators (high PageRank but many callees)
claudemem --agent callees LargeService# > 20 callees = potential god class

# Orphaned code (low PageRank, 0 callers)
claudemem --agent callers unusedFunction```

---

## Output Format: Comprehensive Report (v0.3.0)

### Executive Summary

┌─────────────────────────────────────────────────────────────────┐ │ CODEBASE COMPREHENSIVE ANALYSIS (v0.3.0) │ ├─────────────────────────────────────────────────────────────────┤ │ Overall Health: 🟡 MODERATE (7.2/10) │ │ Search Method: claudemem v0.3.0 (AST + PageRank) │ │ │ │ Dimensions: │ │ ├── Architecture: 🟢 GOOD (8/10) [map analysis] │ │ ├── Implementation: 🟡 MODERATE (7/10) [callers/callees] │ │ ├── Testing: 🔴 POOR (5/10) [test-gaps] │ │ ├── Reliability: 🟢 GOOD (8/10) [context tracing] │ │ ├── Security: 🟡 MODERATE (7/10) [auth callers] │ │ ├── Performance: 🟢 GOOD (8/10) [async patterns] │ │ └── Code Health: 🟡 MODERATE (6/10) [dead-code + impact] │ │ │ │ Critical: 3 | Major: 7 | Minor: 15 │ │ │ │ Search Feedback: │ │ └── Performance queries: 2 submitted │ │ └── Helpful results: 5 │ │ └── Unhelpful results: 3 │ └─────────────────────────────────────────────────────────────────┘

### Dimension 1: Architecture (from map)

Core Abstractions (PageRank > 0.05): ├── UserService (0.092) - Central business logic ├── Database (0.078) - Data access foundation ├── AuthMiddleware (0.056) - Security boundary └── EventBus (0.051) - Cross-cutting concerns

Layer Structure: ┌─────────────────────────────────────────────────────────┐ │ PRESENTATION (src/controllers/) │ │ └── 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 │ └─────────────────────────────────────────────────────────┘

### Dimension 2: Implementation (from callers/callees)

Critical Data Flows:

processPayment (PageRank: 0.045) ├── CALLEES (dependencies): │ ├── validateCard → stripeClient.validateCard │ ├── getCustomer → Database.query │ ├── chargeStripe → stripeClient.charge │ └── saveTransaction → TransactionRepository.save │ └── CALLERS (usage): ├── CheckoutController.submit:45 ├── SubscriptionService.renew:89 └── RetryQueue.processPayment:23

### Dimension 3: Test Coverage (from callers)

🔴 CRITICAL GAPS (high PageRank + 0 test callers): └── calculateDiscount (PageRank: 0.034) └── callers: 4 production, 0 tests

### Dimension 4: Reliability (from context)

Error Handling Chain:

handleAuthError (context analysis): ├── Defined: src/middleware/auth.ts:45 ├── CALLERS (error sources): │ ├── validateToken:23 → throws on invalid │ ├── refreshSession:67 → throws on expired │ └── checkPermission:89 → throws on denied └── CALLEES (error handling): ├── logError → Logger.error ├── notifyAdmin → AlertService.send (if critical) └── formatResponse → ErrorFormatter.toJSON

### Dimension 5: Security (from symbol + callers)

Authentication Flow:

authenticate (PageRank: 0.067) ├── Location: src/services/auth.ts:23-67 ├── CALLEES: │ ├── bcrypt.compare (password verification) │ ├── jwt.sign (token generation) │ └── SessionStore.create (session persistence) └── CALLERS (entry points): ├── LoginController.login:12 ✅ ├── OAuthController.callback:45 ✅ └── APIMiddleware.verify:23 ⚠️ (rate limiting?)

### Dimension 6: Performance (from map + callees)

Database Access Patterns:

UserRepository.findWithRelations (PageRank: 0.028) ├── CALLEES: │ ├── Database.query (1 call) │ ├── RelationLoader.load (per relation) ⚠️ N+1? │ └── Cache.get (optimization) └── CALLERS: 8 locations └── 3 in loops ⚠️ Potential N+1

Recommendation: Batch relation loading or use joins

---

## Action Items (Prioritized by PageRank Impact)

🔴 IMMEDIATE (This Sprint) - Affects High-PageRank Code

1. Add tests for calculateDiscount (PageRank: 0.034) └── callers show: 4 production uses, 0 tests

2. Fix N+1 query in UserRepository.findWithRelations └── callees show: RelationLoader called per item

3. Add rate limiting to APIMiddleware.verify └── callers show: All API endpoints exposed

🟠 SHORT-TERM (Next 2 Sprints)

4. Add error recovery to PaymentService └── context shows: No retry on Stripe failures

5. Increase test coverage for AuthService └── callers show: Only 2 test files cover critical code

🟡 MEDIUM-TERM (This Quarter)

6. Refactor UserService (PageRank: 0.092) └── callees show: 23 dependencies (god class pattern)

7. Add observability to EventBus └── callers show: 15 publishers, no monitoring

---

## Result Validation Pattern

After EVERY claudemem command, validate results to ensure quality:

### Validation Per Dimension

Each dimension MUST validate its claudemem results before proceeding:

**Dimension 1: Architecture (map)**

```bash
RESULTS=$(claudemem --agent map)
EXIT_CODE=$?

# Check for command failure
if [ "$EXIT_CODE" -ne 0 ]; then
  echo "ERROR: claudemem map failed"
  # Diagnose and ask user (see Fallback Protocol below)
  exit 1
fi

# Check for empty results
if [ -z "$RESULTS" ]; then
  echo "WARNING: No architectural symbols found - index may be empty"
  # Ask user to reindex or cancel
fi

# Validate PageRank values present
if ! echo "$RESULTS" | grep -q "pagerank:"; then
  echo "WARNING: No PageRank data - index may be corrupted or outdated"
  # Ask user to reindex
fi

Dimension 2-6: All Other Commands

RESULTS=$(claudemem --agent [command] [args])
EXIT_CODE=$?

# Check exit code
if [ "$EXIT_CODE" -ne 0 ]; then
  # Diagnose index health
  DIAGNOSIS=$(claudemem --version && ls -la .claudemem/index.db 2>&1)
  # Use AskUserQuestion for recovery options
fi

# Check for empty/irrelevant results
# Extract keywords from the user's investigation query
# Example: QUERY="how does auth work" → KEYWORDS="auth work authentication"
# The orchestrating agent must populate KEYWORDS before this check
MATCH_COUNT=0
for kw in $KEYWORDS; do
  if echo "$RESULTS" | grep -qi "$kw"; then
    MATCH_COUNT=$((MATCH_COUNT + 1))
  fi
done

if [ "$MATCH_COUNT" -eq 0 ]; then
  # Results don't match query - potentially irrelevant
  # Use AskUserQuestion (see Fallback Protocol)
fi

Dimension 3: Test Coverage (callers)

RESULTS=$(claudemem --agent callers $FUNCTION)

# Even 0 callers is valid - but validate it's not an error
if echo "$RESULTS" | grep -qi "error\|not found"; then
  # Actual error vs no callers
  # Use AskUserQuestion
fi

FALLBACK PROTOCOL

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

╔══════════════════════════════════════════════════════════════════════════════╗
║                                                                              ║
║   FALLBACK PROTOCOL (NEVER SILENT)                                          ║
║                                                                              ║
║   If claudemem fails OR returns irrelevant results:                          ║
║                                                                              ║
║   1. STOP - Do not silently switch to grep/find                              ║
║   2. DIAGNOSE - Run claudemem status to check index health                   ║
║   3. COMMUNICATE - Tell user what happened                                   ║
║   4. ASK - Get explicit user permission via AskUserQuestion                  ║
║                                                                              ║
║   grep/find/Glob ARE FORBIDDEN without explicit user approval                ║
║                                                                              ║
╚══════════════════════════════════════════════════════════════════════════════╝

Fallback Decision Tree

If claudemem fails or returns unexpected 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 AskUserQuestion Template
AskUserQuestion({
  questions: [{
    question: "claudemem [command] failed or returned irrelevant results. How should I proceed?",
    header: "Investigation Issue",
    multiSelect: false,
    options: [
      { label: "Reindex codebase", description: "Run claudemem index (~1-2 min)" },
      { label: "Try different query", description: "Rephrase the search" },
      { label: "Use grep (not recommended)", description: "Traditional search - loses semantic understanding" },
      { label: "Cancel", description: "Stop investigation" }
    ]
  }]
})

Grep Fallback Warning

If user explicitly chooses grep fallback, display this warning:

## WARNING: Using Fallback Search (grep)

You have chosen to use grep as a fallback. Please understand the limitations:

| Feature | claudemem | grep |
|---------|-----------|------|
| Semantic understanding | Yes | No |
| Call graph analysis | Yes | No |
| Symbol relationships | Yes | No |
| PageRank ranking | Yes | No |
| False positives | Low | High |

**Recommendation:** After completing this task, run `claudemem index` to rebuild
the index for future investigations.

Proceeding with grep...

🚫 FORBIDDEN: DO NOT USE

# ❌ ALL OF THESE ARE FORBIDDEN
grep -r "pattern" .
rg "pattern"
find . -name "*.ts"
git grep "term"
Glob({ pattern: "**/*.ts" })
Grep({ pattern: "function" })

✅ REQUIRED: ALWAYS USE

# ✅ claudemem v0.3.0 AST Commands
claudemem --agent map "query"      # Architecture
claudemem --agent symbol <name>    # Location
claudemem --agent callers <name>   # Impact
claudemem --agent callees <name>   # Dependencies
claudemem --agent context <name>   # Full chain
claudemem --agent search "query"   # Semantic

CRITICAL: NEVER TRUNCATE CLAUDEMEM OUTPUT

╔══════════════════════════════════════════════════════════════════════════════╗ ║ ║ ║ ⛔ OUTPUT TRUNCATION IS FORBIDDEN ║ ║ ║ ║ claudemem output is ALREADY OPTIMIZED for LLM context windows. ║ ║ Truncating it may hide the most critical results. ║ ║ ║ ║ ❌ NEVER DO THIS (any form of output truncation): ║ ║ claudemem --agent map "query" | head -80 ║ ║ claudemem --agent callers UserService | head -100 ║ ║ claudemem --agent callees Func | tail -50 ║ ║ claudemem --agent impact Svc | head -N ║ ║ claudemem --agent search "auth" | grep -m 10 "pattern" ║ ║ claudemem --agent map "q" | awk 'NR <= 50' ║ ║ claudemem --agent callers X | sed '50q' ║ ║ claudemem --agent search "x" | sort | head -20 ║ ║ claudemem --agent map "q" | grep "pattern" | head -20 ║ ║ ║ ║ WHY tail IS EQUALLY PROBLEMATIC: ║ ║ tail skips the BEGINNING of output, which often contains: ║ ║ • Summary headers showing total counts ║ ║ • Highest-ranked results (PageRank, relevance score) ║ ║ • Context that explains what follows ║ ║ ║ ║ ✅ ALWAYS DO THIS: ║ ║ claudemem --agent map "query" ║ ║ claudemem --agent callers UserService ║ ║ claudemem --agent callees Func ║ ║ claudemem --agent impact Svc ║ ║ claudemem --agent search "auth" -n 10 # Use built-in limit ║ ║ ║ ║ WHY THIS MATTERS: ║ ║ • search results are sorted by relevance - truncating loses best matches ║ ║ • map results are sorted by PageRank - truncating loses core architecture ║ ║ • callers/callees show ALL dependencies - truncating causes missed changes ║ ║ • impact shows full blast radius - truncating underestimates risk ║ ║ ║ ║ ═══════════════════════════════════════════════════════════════════════ ║ ║ IF OUTPUT IS TOO LARGE, USE BUILT-IN FLAGS: ║ ║ ═══════════════════════════════════════════════════════════════════════ ║ ║ ║ ║ --tokens N Token-limited output (respects LLM context) ║ ║ Example: claudemem --agent map "query" --tokens 2000 ║ ║ ║ ║ --page-size N Pagination with N results per page ║ ║ --page N Fetch specific page number ║ ║ Example: claudemem --agent search "x" --page-size 20 --page 1║ ║ ║ ║ -n N Limit result count at query level (not post-hoc) ║ ║ Example: claudemem --agent search "auth" -n 10 ║ ║ ║ ║ --max-depth N Limit traversal depth (for context, callers, impact) ║ ║ Example: claudemem --agent context Func --max-depth 3 ║ ║ ║ ║ ACCEPTABLE: Piping to file for later analysis ║ ║ claudemem --agent map "query" > /tmp/full-map.txt ║ ║ (Full output preserved, can be processed separately) ║ ║ ║ ╚══════════════════════════════════════════════════════════════════════════════╝

NOTE: The freshness check pattern head -5 for sampling stale files remains valid. This prohibition applies only to truncating claudemem COMMAND OUTPUT.

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:

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+)

Cross-Plugin Integration

This skill should be used by ANY agent that needs deep analysis:

Agents reference this skill in their frontmatter:

---
skills: code-analysis:ultrathink-detective
---

⚠️ FINAL REMINDER

╔══════════════════════════════════════════════════════════════════════════════╗
║                                                                              ║
║   ULTRATHINK = ALL claudemem v0.3.0 AST COMMANDS                            ║
║                                                                              ║
║   WORKFLOW:                                                                  ║
║   1. claudemem --agent map           ← Architecture (PageRank)       ║
║   2. claudemem --agent symbol <name> ← Exact locations               ║
║   3. claudemem --agent callers <name> ← Impact analysis              ║
║   4. claudemem --agent callees <name> ← Dependencies                 ║
║   5. claudemem --agent context <name> ← Full call chain              ║
║   6. claudemem --agent search <query> ← Semantic search              ║
║   7. Read specific file:line (NOT whole files)                              ║
║   8. claudemem feedback ... ← Report helpful/unhelpful (if search used)    ║
║                                                                              ║
║   ❌ grep, find, rg, Glob, Grep tool                                        ║
║                                                                              ║
║   PageRank > 0.05 = Architectural pillar = Analyze FIRST                    ║
║   High PageRank + 0 test callers = CRITICAL coverage gap                    ║
║   Performance dimension uses search → Track feedback for Dimension 6        ║
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