investigate

Investigate Skill

Version: 1.0.0 Purpose: Keyword-based routing to specialized detective skills Pattern: Smart delegation via Task tool

Overview

This skill analyzes your investigation query and routes to the appropriate detective specialist:

• debugger-detective (errors, bugs, crashes)
• tester-detective (tests, coverage, edge cases)
• architect-detective (architecture, design, patterns)
• developer-detective (implementation, data flow - default)

Routing Logic

Priority System (Highest First)

1. Error/Debug (Priority 1) - Time-critical bug fixes

   • Keywords: "debug", "error", "broken", "failing", "crash"
   • Route to: debugger-detective

2. Testing (Priority 2) - Specialized test analysis

   • Keywords: "test", "coverage", "edge case", "mock"
   • Route to: tester-detective

3. Architecture (Priority 3) - High-level understanding

   • Keywords: "architecture", "design", "structure", "layer"
   • Route to: architect-detective

4. Implementation (Default, Priority 4) - Most common

   • Keywords: "implementation", "how does", "code flow"
   • Route to: developer-detective

Conflict Resolution

When multiple keywords from different categories are detected:

• Highest priority wins (Priority 1 beats Priority 2, etc.)
• No matches: Default to developer-detective

Workflow

Phase 1: Extract Query

The investigation query should be available from the task description or user input.

# Query comes from the Task description or user request
INVESTIGATION_QUERY="${TASK_DESCRIPTION:-$USER_QUERY}"

# Normalize to lowercase for case-insensitive matching
QUERY_LOWER=$(echo "$INVESTIGATION_QUERY" | tr '[:upper:]' '[:lower:]')

Phase 2: Keyword Detection

# Priority 1: Error/Debug keywords
if echo "$QUERY_LOWER" | grep -qE "debug|error|broken|failing|crash"; then
  DETECTIVE="debugger-detective"
  KEYWORDS="debug/error keywords"
  PRIORITY=1
  RATIONALE="Bug fixes are time-critical and require call chain tracing"

# Priority 2: Testing keywords
elif echo "$QUERY_LOWER" | grep -qE "test|coverage|edge case|mock"; then
  DETECTIVE="tester-detective"
  KEYWORDS="test/coverage keywords"
  PRIORITY=2
  RATIONALE="Test analysis is specialized and requires callers analysis"

# Priority 3: Architecture keywords
elif echo "$QUERY_LOWER" | grep -qE "architecture|design|structure|layer"; then
  DETECTIVE="architect-detective"
  KEYWORDS="architecture/design keywords"
  PRIORITY=3
  RATIONALE="High-level understanding requires PageRank analysis"

# Priority 4: Implementation (default)
else
  DETECTIVE="developer-detective"
  KEYWORDS="implementation (default)"
  PRIORITY=4
  RATIONALE="Most common investigation type - data flow via callers/callees"
fi

Phase 3: User Feedback

Before delegating, inform the user of the routing decision:

echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo "🔍 Investigation Routing"
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo ""
echo "Query: $INVESTIGATION_QUERY"
echo ""
echo "Detected: $KEYWORDS (Priority $PRIORITY)"
echo "Routing to: $DETECTIVE"
echo "Reason: $RATIONALE"
echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo ""

Phase 4: Delegation via Task Tool

Use the Task tool to delegate to the selected detective:

Task({
  description: INVESTIGATION_QUERY,
  agent: DETECTIVE,
  context: {
    routing_reason: `Auto-routed based on ${KEYWORDS}`,
    original_query: INVESTIGATION_QUERY,
    priority: PRIORITY
  }
})

Examples

Example 1: Debug Keywords

Input: "Why is login broken?"

Detection:

• Keyword matched: "broken"
• Priority: 1 (Error/Debug)
• Route to: debugger-detective

Feedback:

🔍 Investigation Routing
Query: Why is login broken?
Detected: debug/error keywords (Priority 1)
Routing to: debugger-detective
Reason: Bug fixes are time-critical and require call chain tracing

Example 2: Test Keywords

Input: "What's the test coverage for payment?"

Detection:

• Keywords matched: "test", "coverage"
• Priority: 2 (Testing)
• Route to: tester-detective

Feedback:

🔍 Investigation Routing
Query: What's the test coverage for payment?
Detected: test/coverage keywords (Priority 2)
Routing to: tester-detective
Reason: Test analysis is specialized and requires callers analysis

Example 3: Architecture Keywords

Input: "What's the architecture of the auth layer?"

Detection:

• Keywords matched: "architecture", "layer"
• Priority: 3 (Architecture)
• Route to: architect-detective

Feedback:

🔍 Investigation Routing
Query: What's the architecture of the auth layer?
Detected: architecture/design keywords (Priority 3)
Routing to: architect-detective
Reason: High-level understanding requires PageRank analysis

Example 4: No Keywords (Default)

Input: "How does payment work?"

Detection:

• No keywords matched
• Priority: 4 (Default)
• Route to: developer-detective

Feedback:

🔍 Investigation Routing
Query: How does payment work?
Detected: implementation (default) (Priority 4)
Routing to: developer-detective
Reason: Most common investigation type - data flow via callers/callees

Example 5: Multi-Keyword Conflict

Input: "Debug the test coverage"

Detection:

• Keywords matched: "debug" (Priority 1) AND "test" (Priority 2)
• Priority 1 wins
• Route to: debugger-detective

Feedback:

🔍 Investigation Routing
Query: Debug the test coverage
Detected: debug/error keywords (Priority 1)
Routing to: debugger-detective
Reason: Bug fixes are time-critical and require call chain tracing
(Note: Also detected test keywords, but debug takes priority)

Complete Implementation

Here's the full workflow:

#!/bin/bash

# Get investigation query from task description
INVESTIGATION_QUERY="${TASK_DESCRIPTION}"

# Normalize to lowercase
QUERY_LOWER=$(echo "$INVESTIGATION_QUERY" | tr '[:upper:]' '[:lower:]')

# Keyword detection with priority routing
if echo "$QUERY_LOWER" | grep -qE "debug|error|broken|failing|crash"; then
  DETECTIVE="debugger-detective"
  KEYWORDS="debug/error keywords"
  PRIORITY=1
  RATIONALE="Bug fixes are time-critical and require call chain tracing"

elif echo "$QUERY_LOWER" | grep -qE "test|coverage|edge case|mock"; then
  DETECTIVE="tester-detective"
  KEYWORDS="test/coverage keywords"
  PRIORITY=2
  RATIONALE="Test analysis is specialized and requires callers analysis"

elif echo "$QUERY_LOWER" | grep -qE "architecture|design|structure|layer"; then
  DETECTIVE="architect-detective"
  KEYWORDS="architecture/design keywords"
  PRIORITY=3
  RATIONALE="High-level understanding requires PageRank analysis"

else
  DETECTIVE="developer-detective"
  KEYWORDS="implementation (default)"
  PRIORITY=4
  RATIONALE="Most common investigation type - data flow via callers/callees"
fi

# Show routing decision
echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo "🔍 Investigation Routing"
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo ""
echo "Query: $INVESTIGATION_QUERY"
echo ""
echo "Detected: $KEYWORDS (Priority $PRIORITY)"
echo "Routing to: $DETECTIVE"
echo "Reason: $RATIONALE"
echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo ""

Then use the Task tool to delegate:

Task({
  description: INVESTIGATION_QUERY,
  agent: DETECTIVE
})

Fallback Protocol

If routing produces unexpected results:

1. Show routing decision to user
2. Ask for override if needed via AskUserQuestion
3. Default to developer-detective if ambiguous

Override Pattern

// If user wants to override the routing
AskUserQuestion({
  questions: [{
    question: `Auto-routing selected ${DETECTIVE}. Override?`,
    header: "Investigation Routing",
    multiSelect: false,
    options: [
      { label: "Continue with auto-routing", description: `Use ${DETECTIVE}` },
      { label: "debugger-detective", description: "Root cause analysis" },
      { label: "tester-detective", description: "Test coverage analysis" },
      { label: "architect-detective", description: "Architecture patterns" },
      { label: "developer-detective", description: "Implementation details" }
    ]
  }]
})

Integration with Existing Workflow

This skill is additive only and does not change existing behavior:

• Direct detective usage still works (Task → specific detective)
• /analyze command unchanged (launches codebase-detective)
• Parallel orchestration patterns unchanged
• All claudemem hooks preserved

Use Cases

When to Use Investigate Skill	When to Use Direct Detective
Investigation type unclear	You know which specialist you need
General exploration	Parallel orchestration (multimodel plugin)
Quick routing decision	Specific workflow requirements
Learning/experimenting	Production automation

Notes

• Case-insensitive keyword matching
• Priority system resolves conflicts
• User sees routing decision before delegation
• Original query preserved in Task context
• Default to developer-detective when no keywords match
• Works with all claudemem versions (v0.3.0+)

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Maintained by: MadAppGang Plugin: code-analysis v3.1.0 Last Updated: January 2026 (v1.0.0 - Initial release)