Detect Orphaned Code

Quick Start

Run orphan detection before marking any feature complete:

bash

# Quick check for a specific module
grep -r "from.*your_module import\|import.*your_module" src/ --include="*.py" | grep -v test

# If output is EMPTY → Module is orphaned (not imported in production)

# Comprehensive orphan detection (if script exists)
./scripts/verify_integration.sh

# Check specific function usage
grep -r "your_function_name" src/ --include="*.py" | grep -v test | grep -v "^[^:]*:.*def "

# If output is EMPTY → Function is orphaned (never called)

When to Use This Skill
What This Skill Does
Types of Orphaned Code
Detection Methods
Step-by-Step Detection Process
Automated Detection Scripts
Integration with Quality Gates
Supporting Files
Expected Outcomes
Requirements
Red Flags to Avoid

When to Use This Skill

Explicit Triggers

"Detect orphaned code"
"Find dead code in the project"
"Check for unused modules"
"Verify no orphaned files exist"
"Find code that's never imported"
"Check for integration gaps"

Implicit Triggers (PROACTIVE)

Before marking any feature complete
Before moving ADR from in_progress to completed
After creating new Python modules
After major refactoring
As part of pre-commit quality gates
During code review

Debugging Triggers

"Tests pass but feature doesn't work" (often orphaned code)
"File exists but nothing happens when I run it"
"Why isn't my new module being used?"
"Code review found unused imports"

What This Skill Does

This skill detects code that exists but is never used, preventing the ADR-013 failure mode:

What it detects:

Orphaned modules - Python files never imported in production code
Orphaned functions - Functions defined but never called
Orphaned classes - Classes defined but never instantiated
Orphaned nodes - LangGraph nodes never added to graph
Dead code paths - Code wired but conditionals never trigger

What it prevents:

Marking incomplete features as "done"
Moving ADRs to completed when code isn't integrated
Accumulating technical debt (unused code)
Confusion for future developers (why does this exist?)

Why existing tools miss this:

vulture - Can be fooled by unit tests that import modules
mypy - Only checks types, not usage
pytest - Can pass 100% coverage on orphaned modules
ruff - Checks style, not integration

This skill complements those tools by checking integration explicitly.

Types of Orphaned Code

Type 1: Orphaned Module (File Never Imported)

Symptom: Python file exists, has tests, but is never imported in production code

Example:

python

# File: src/myapp/features/new_feature.py (175 lines)
def process_data(data: dict) -> Result:
    """Process data and return result."""
    # ... implementation ...

Detection:

bash

$ grep -r "from.*new_feature import\|import.*new_feature" src/ --include="*.py" | grep -v test
(empty) ❌

Root cause: File created but never imported in integration point

Fix: Import in the consuming module

Type 2: Orphaned Function (Defined But Never Called)

Symptom: Function exists in imported module but is never called

Example:

python

# File: src/myapp/services/utils.py
def helper_function(x: int) -> int:  # Orphaned
    return x * 2

def another_function(x: int) -> int:  # Used
    return x + 1

Detection:

bash

$ grep -r "helper_function" src/ --include="*.py" | grep -v test | grep -v "def helper_function"
(empty) ❌  # Only definition, no call-sites

$ grep -r "another_function" src/ --include="*.py" | grep -v test | grep -v "def another_function"
src/myapp/main.py:45:    result = another_function(5)  ✅  # Has call-site

Root cause: Function created but never invoked

Fix: Call the function where needed, or remove it

Type 3: Orphaned Class (Defined But Never Instantiated)

Symptom: Class exists but is never instantiated or subclassed

Example:

python

# File: src/myapp/models/new_model.py
class NewModel:
    def __init__(self, data: dict) -> None:
        self.data = data

Detection:

bash

$ grep -r "NewModel" src/ --include="*.py" | grep -v test | grep -v "class NewModel"
(empty) ❌  # Only definition, no instantiation

Root cause: Class created but never used

Fix: Instantiate where needed, or remove

Type 4: Orphaned LangGraph Node (Node File Exists But Not in Graph)

Symptom: Node factory function exists but is never added to graph

Example:

python

# File: src/myapp/graph/architecture_nodes.py
async def create_architecture_review_node(agent):
    """Create architecture review node."""
    # ... implementation ...

Detection:

bash

$ grep "architecture_nodes" src/myapp/graph/builder.py
(empty) ❌  # Not imported in builder

$ grep "add_node.*architecture_review" src/myapp/graph/builder.py
(empty) ❌  # Not added to graph

Root cause: Node created but never wired into graph

Fix: Import and add to graph in builder.py

Type 5: Dead Code Path (Code Wired But Conditional Never Triggers)

Symptom: Code is integrated but the path to reach it never executes

Example:

python

# In builder.py
if settings.enable_experimental_features:  # Never True in production
    graph.add_node("experimental", experimental_node)

Detection:

bash

# Check configuration
$ grep "enable_experimental_features" .env
# Not set (defaults to False)

# Check logs for execution
$ grep "experimental" logs/*.log
(empty) ❌  # Never executes

Root cause: Conditional never true in practice

Fix: Enable the condition or remove the dead path

Detection Methods

Method 1: Manual Grep (Quick Check)

For a specific module:

bash

# Check if module is imported
grep -r "from.*MODULE_NAME import\|import.*MODULE_NAME" src/ --include="*.py" | grep -v test

# Expected: At least one import line from production code
# If empty: Module is orphaned

For a specific function:

bash

# Check if function is called
grep -r "FUNCTION_NAME" src/ --include="*.py" | grep -v test | grep -v "def FUNCTION_NAME"

# Expected: At least one call-site
# If empty: Function is orphaned

For a specific class:

bash

# Check if class is instantiated
grep -r "CLASS_NAME(" src/ --include="*.py" | grep -v test | grep -v "class CLASS_NAME"

# Expected: At least one instantiation
# If empty: Class is orphaned

Method 2: Comprehensive Script (Automated)

Script: scripts/verify_integration.sh

bash

#!/bin/bash
# Detects orphaned modules (created but never imported in production)

set -e

echo "=== Orphan Detection ==="

RED='\033[0;31m'
GREEN='\033[0;32m'
YELLOW='\033[1;33m'
NC='\033[0m'

orphaned=0
checked=0

for file in $(find src/ -name "*.py" -type f | sort); do
    module=$(basename "$file" .py)
    dir=$(dirname "$file")

    # Skip special files
    [[ "$module" == "__init__" ]] && continue
    [[ "$module" == "__main__" ]] && continue
    [[ "$module" == "main" ]] && continue
    [[ "$module" == *"test"* ]] && continue

    checked=$((checked + 1))

    # Check if module is imported (excluding self and tests)
    imports=$(grep -r -E "import\s+.*\b${module}\b|from\s+.*\b${module}\b\s+import" src/ \
              --include="*.py" 2>/dev/null | \
              grep -v "$file" | \
              grep -v "test_" | \
              grep -v "__pycache__" | \
              wc -l | tr -d ' ')

    if [ "$imports" -eq 0 ]; then
        # Check if exported via __init__.py
        init_file="$dir/__init__.py"
        init_export=0
        if [ -f "$init_file" ]; then
            init_export=$(grep -c "\b$module\b" "$init_file" 2>/dev/null || echo "0")
        fi

        if [ "$init_export" -eq 0 ]; then
            echo -e "${YELLOW}⚠️  ORPHANED:${NC} $file"
            echo "   No production imports found"
            orphaned=$((orphaned + 1))
        fi
    fi
done

echo ""
echo "=== Results ==="
echo "Modules checked: $checked"

if [ $orphaned -gt 0 ]; then
    echo -e "${RED}❌ ERROR: $orphaned orphaned module(s) found${NC}"
    echo ""
    echo "These files exist but are never imported in production code."
    echo "Either wire them up or remove them."
    exit 1
fi

echo -e "${GREEN}✅ All modules are integrated${NC}"
exit 0

Method 3: Integration Test (LangGraph-Specific)

Test: tests/integration/test_graph_completeness.py

python

"""Verify all expected nodes are in the compiled graph."""

import pytest
from langgraph.checkpoint.memory import MemorySaver

from myapp.graph.builder import create_coordination_graph


# List ALL nodes that should be in the graph
EXPECTED_NODES: list[str] = [
    "query_claude",
    "analyze_task",
    "architecture_review",  # Add new nodes here
    # ... other nodes
]


@pytest.mark.asyncio
async def test_all_expected_nodes_in_graph() -> None:
    """Verify all expected nodes are wired into the graph."""
    graph = await create_coordination_graph(MemorySaver())
    actual_nodes = list(graph.get_graph().nodes.keys())

    # Filter internal nodes
    actual_nodes = [n for n in actual_nodes if not n.startswith("__")]

    missing = [n for n in EXPECTED_NODES if n not in actual_nodes]

    assert not missing, (
        f"Nodes in EXPECTED_NODES but not in graph: {missing}. "
        f"Either wire these nodes into builder.py or remove from EXPECTED_NODES."
    )

Step-by-Step Detection Process

Step 1: Identify Candidates

List all Python files that could be orphaned:

bash

# Find all .py files (excluding tests and special files)
find src/ -name "*.py" -type f | \
  grep -v __pycache__ | \
  grep -v test_ | \
  grep -v __init__.py | \
  sort

Output: List of candidate files to check

Step 2: Check Each Candidate

For each file from Step 1:

bash

# Extract module name
MODULE=$(basename "$file" .py)

# Check for imports
echo "Checking: $MODULE"
grep -r "from.*$MODULE import\|import.*$MODULE" src/ --include="*.py" | grep -v test

# If empty → ORPHANED
# If has lines → Check if they're from production code

Step 3: Categorize Results

Category A: Clearly Integrated

Multiple imports from production code
Functions called in multiple places
Part of critical paths

Category B: Suspicious (Needs Review)

Only one import (fragile)
Imported but functions never called
Only imported in edge cases

Category C: Orphaned

No imports at all
Only imported in tests
Imported but conditional never triggers

Step 4: Generate Report

bash

# Example report
echo "=== Orphan Detection Report ==="
echo ""
echo "ORPHANED (Category C):"
echo "  - src/features/architecture_nodes.py (CRITICAL)"
echo "  - src/utils/old_helper.py"
echo ""
echo "SUSPICIOUS (Category B):"
echo "  - src/features/experimental.py (only 1 import, in disabled code)"
echo ""
echo "INTEGRATED (Category A):"
echo "  - src/core/main.py"
echo "  - src/services/coordinator.py"

Step 5: Take Action

For Category C (Orphaned):

If needed: Wire into system (import + call)
If not needed: Remove file
Update tests if removed

For Category B (Suspicious):

Review import locations
Check if code is actually used
Consider making integration more robust

For Category A (Integrated):

No action needed
Consider adding to integration test

Automated Detection Scripts

Script 1: verify_integration.sh (Complete)

Location: scripts/verify_integration.sh

Usage:

bash

# Check entire project
./scripts/verify_integration.sh

# Expected output:
# === Orphan Detection ===
# ⚠️  ORPHANED: src/features/architecture_nodes.py
#    No production imports found
#
# === Results ===
# Modules checked: 45
# ❌ ERROR: 1 orphaned module(s) found

Exit codes:

0 - All modules integrated
1 - Orphaned modules found

See: Full script in Method 2 above

Script 2: check_imports.sh (Focused)

Location: scripts/check_imports.sh

Usage:

bash

# Check specific module
./scripts/check_imports.sh architecture_nodes

# Expected output:
# Checking module: architecture_nodes
# Production imports: 0
# Test imports: 2
# Status: ❌ ORPHANED (only test imports)

Script:

bash

#!/bin/bash
# Check if a specific module is imported in production code

MODULE=$1

if [ -z "$MODULE" ]; then
  echo "Usage: $0 <module_name>"
  exit 1
fi

echo "Checking module: $MODULE"

# Count production imports
PROD=$(grep -r "from.*$MODULE import\|import.*$MODULE" src/ --include="*.py" | \
       grep -v test | wc -l | tr -d ' ')

# Count test imports
TEST=$(grep -r "from.*$MODULE import\|import.*$MODULE" tests/ --include="*.py" | \
       wc -l | tr -d ' ')

echo "Production imports: $PROD"
echo "Test imports: $TEST"

if [ "$PROD" -eq 0 ]; then
  if [ "$TEST" -gt 0 ]; then
    echo "Status: ❌ ORPHANED (only test imports)"
  else
    echo "Status: ❌ ORPHANED (no imports at all)"
  fi
  exit 1
else
  echo "Status: ✅ INTEGRATED"
  exit 0
fi

Script 3: check_callsites.sh (Function-Level)

Location: scripts/check_callsites.sh

Usage:

bash

# Check if function is called
./scripts/check_callsites.sh create_architecture_review_node

# Expected output:
# Checking function: create_architecture_review_node
# Definitions: 1
# Call-sites: 0
# Status: ❌ ORPHANED (defined but never called)

Script:

bash

#!/bin/bash
# Check if a function is called in production code

FUNCTION=$1

if [ -z "$FUNCTION" ]; then
  echo "Usage: $0 <function_name>"
  exit 1
fi

echo "Checking function: $FUNCTION"

# Count definitions
DEFS=$(grep -r "def $FUNCTION" src/ --include="*.py" | wc -l | tr -d ' ')

# Count call-sites (excluding definitions and tests)
CALLS=$(grep -r "$FUNCTION" src/ --include="*.py" | \
        grep -v "def $FUNCTION" | \
        grep -v test | \
        wc -l | tr -d ' ')

echo "Definitions: $DEFS"
echo "Call-sites: $CALLS"

if [ "$CALLS" -eq 0 ]; then
  echo "Status: ❌ ORPHANED (defined but never called)"
  exit 1
else
  echo "Status: ✅ CALLED ($CALLS call-sites)"
  exit 0
fi

Integration with Quality Gates

Add to Pre-Commit Quality Gates

In quality-run-quality-gates skill:

markdown

### Gate 6: Integration Verification (MANDATORY for new modules)

When the change involves new files or modules:

```bash
# Detect orphaned modules
./scripts/verify_integration.sh

# For LangGraph changes
uv run pytest tests/integration/test_graph_completeness.py -v

Mandatory when:

Creating new .py files
Adding new features
Modifying integration points (builder.py, main.py, etc.)

Failure means: Code exists but won't execute at runtime.


### Add to ADR Completion Checklist

**In `create-adr-spike` skill:**

```markdown
### Phase 6: Integration Verification

Before moving ADR to completed:

- [ ] Run: `./scripts/verify_integration.sh` (passes)
- [ ] No orphaned modules detected
- [ ] All new modules imported in production code
- [ ] All new functions have call-sites

Add to CI/CD Pipeline

In .github/workflows/quality.yml (or equivalent):

yaml

- name: Detect Orphaned Code
  run: |
    ./scripts/verify_integration.sh

Effect: Prevents merging PRs with orphaned code

Supporting Files

References

references/orphan-detection-theory.md - Why orphaned code occurs
references/adr-013-orphan-analysis.md - Case study of ADR-013 orphaned code
references/vulture-vs-integration-check.md - Why vulture isn't enough

Examples

examples/orphan-module-detection.md - Step-by-step module detection
examples/orphan-function-detection.md - Step-by-step function detection
examples/fixing-orphaned-code.md - How to fix orphaned code

Scripts

scripts/verify_integration.sh - Comprehensive orphan detection
scripts/check_imports.sh - Module-specific import check
scripts/check_callsites.sh - Function-specific call-site check

Templates

templates/orphan-detection-report.md - Report format for findings

Expected Outcomes

Successful Detection (No Orphans)

bash

$ ./scripts/verify_integration.sh

=== Orphan Detection ===

Checking for orphaned modules in src/...

=== Results ===
Modules checked: 45
✅ All modules are integrated

Failed Detection (Orphans Found)

bash

$ ./scripts/verify_integration.sh

=== Orphan Detection ===

Checking for orphaned modules in src/...

⚠️  ORPHANED: src/temet_run/coordination/graph/architecture_nodes.py
   No production imports found

⚠️  ORPHANED: src/temet_run/coordination/graph/task_provider_nodes.py
   No production imports found

=== Results ===
Modules checked: 45
❌ ERROR: 2 orphaned module(s) found

These files exist but are never imported in production code.

To fix, either:
  1. Wire them up (add imports and call-sites)
  2. Remove them if no longer needed
  3. Export via __init__.py if they're part of the public API

Integration Test Failure

bash

$ uv run pytest tests/integration/test_graph_completeness.py -v

FAILED tests/integration/test_graph_completeness.py::test_all_expected_nodes_in_graph

AssertionError: Nodes in EXPECTED_NODES but not in graph: ['architecture_review', 'retrieve_tasks'].
Either wire these nodes into builder.py or remove from EXPECTED_NODES.

Requirements

Tools Required

Read (to examine source files)
Grep (to search for imports/calls)
Bash (to run detection scripts)
Glob (to find files)

Environment Required

Project structure with src/ directory
Standard Python project layout
Ability to execute bash scripts

Knowledge Required

Understanding of Python import system
Familiarity with project structure
Knowledge of integration points (main.py, builder.py, etc.)

Red Flags to Avoid

Do Not

❌ Trust unit tests alone (they can import orphaned code)
❌ Assume code is integrated because it compiles
❌ Skip orphan detection for "small" changes
❌ Ignore orphan warnings as "false positives"
❌ Rely on vulture alone (can miss test-imported code)
❌ Mark features complete without running detection
❌ Move ADRs to completed without checking orphans

Do

✅ Run orphan detection before marking work complete
✅ Add new modules to integration tests immediately
✅ Verify imports exist in production code (not just tests)
✅ Check both module-level and function-level orphans
✅ Fix orphans immediately (wire or remove)
✅ Add orphan detection to quality gates
✅ Update EXPECTED_NODES when adding nodes
✅ Treat orphan warnings as failures, not suggestions

Notes

This skill was created in response to ADR-013 (2025-12-07)
ADR-013: 313 lines of orphaned code passed all quality gates
Orphaned code can exist with 100% test coverage
Unit tests can make orphaned code appear "alive" to dead code tools
This skill complements vulture but checks integration explicitly
Pair with quality-verify-implementation-complete for full coverage
Integrate with util-manage-todo (Phase 2: Connection verification)

Remember: Code that exists but is never imported is technical debt. Detect and fix orphans before marking work complete.

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SKILL.md

Detect Orphaned Code

Quick Start

Table of Contents

When to Use This Skill

Explicit Triggers

Implicit Triggers (PROACTIVE)

Debugging Triggers

What This Skill Does

Types of Orphaned Code

Type 1: Orphaned Module (File Never Imported)

Type 2: Orphaned Function (Defined But Never Called)

Type 3: Orphaned Class (Defined But Never Instantiated)

Type 4: Orphaned LangGraph Node (Node File Exists But Not in Graph)

Type 5: Dead Code Path (Code Wired But Conditional Never Triggers)

Detection Methods

Method 1: Manual Grep (Quick Check)

Method 2: Comprehensive Script (Automated)

Method 3: Integration Test (LangGraph-Specific)

Step-by-Step Detection Process

Step 1: Identify Candidates

Step 2: Check Each Candidate

Step 3: Categorize Results

Step 4: Generate Report

Step 5: Take Action

Automated Detection Scripts

Script 1: verify_integration.sh (Complete)

Script 2: check_imports.sh (Focused)

Script 3: check_callsites.sh (Function-Level)

Integration with Quality Gates

Add to Pre-Commit Quality Gates

Add to CI/CD Pipeline

Supporting Files

References

Examples

Scripts

Templates

Expected Outcomes

Successful Detection (No Orphans)

Failed Detection (Orphans Found)

Integration Test Failure

Requirements

Tools Required

Environment Required

Knowledge Required

Red Flags to Avoid

Do Not

Do

Notes