SKILL.md
Navigator Code Simplification Skill
Simplify recently modified code for clarity, consistency, and maintainability while preserving exact functionality. Based on Anthropic's internal code-simplifier pattern.
Core Principle
Clarity over brevity. Functionality preserved absolutely.
You are an expert code simplification specialist. Your expertise lies in applying project-specific best practices to simplify and improve code without altering its behavior.
When to Invoke
Auto-invoke after:
backend-endpointskill completesfrontend-componentskill completesdatabase-migrationskill completes- Any implementation task with code changes
Manual invoke when user says:
- "simplify this code"
- "review for clarity"
- "clean up recent changes"
- "refactor for readability"
- "simplify modified files"
DO NOT invoke if:
- No code was modified (docs-only changes)
- User explicitly says "skip simplification"
- Files are configuration only (JSON, YAML)
Execution Steps
Step 1: Identify Modified Code
Option A: Git-based detection (preferred)
# Get files modified in current session/commits
git diff --name-only HEAD~3 -- '*.ts' '*.tsx' '*.js' '*.jsx' '*.py' '*.go' '*.rs' 2>/dev/null || \
git diff --name-only --cached -- '*.ts' '*.tsx' '*.js' '*.jsx' '*.py' '*.go' '*.rs' 2>/dev/null || \
git diff --name-only -- '*.ts' '*.tsx' '*.js' '*.jsx' '*.py' '*.go' '*.rs'
Option B: User-specified scope
If user mentions specific files or directories, use those instead.
Option C: Recent conversation context
Analyze conversation for files that were written/edited in this session.
Step 2: Load Simplification Configuration
Check for project-specific configuration:
if [ -f ".agent/.nav-config.json" ]; then
python3 -c "import json; c=json.load(open('.agent/.nav-config.json')); s=c.get('simplification',{}); print('auto_apply=' + str(s.get('auto_apply', False)).lower()); print('enabled=' + str(s.get('enabled', True)).lower())"
fi
Default configuration:
{
"simplification": {
"enabled": true,
"trigger": "post-implementation",
"scope": "modified",
"model": "opus",
"skip_patterns": ["*.test.*", "*.spec.*", "*.md", "*.json", "*.yaml"],
"max_file_size": 50000,
"auto_apply": false,
"preserve_comments": true
}
}
Autonomous context check (CRITICAL)
After loading config, determine the invocation mode:
Autonomous (no human in the loop):
- Invoked from
nav-loopVERIFY or COMPLETE phase - Invoked from
nav-workflowCOMPLETE phase NAV_AUTONOMOUS=1env var set- Triggered by autonomous-completion protocol
Interactive (human reviewing):
- Direct user request ("simplify this code")
- Mid-implementation manual invocation
Decision matrix:
auto_apply |
Context | Action |
|---|---|---|
true |
autonomous | Apply directly (Step 7 silent) |
true |
interactive | Apply directly, show summary |
false |
autonomous | SKIP simplification entirely — emit warning, return to caller. Never pause an autonomous flow waiting for approval. |
false |
interactive | Show diff per file, prompt for approval |
When skipping in autonomous-mode-with-false, emit:
⚠️ nav-simplify skipped: auto_apply=false but invoked autonomously.
To enable: set simplification.auto_apply=true in .agent/.nav-config.json
To disable cleanly: set simplification.enabled=false
Step 3: Read Project Standards
Load from CLAUDE.md (required):
Read(file_path: "CLAUDE.md")
Extract coding standards:
- Preferred patterns (function vs arrow, explicit returns)
- Naming conventions
- Import ordering
- Error handling patterns
- Framework-specific guidelines
Step 4: Analyze Each File
For each modified file, analyze for simplification opportunities:
Complexity Indicators (look for):
- Deep nesting (> 3 levels)
- Long functions (> 50 lines)
- Redundant code patterns
- Unclear variable names
- Nested ternary operators
- Over-abstraction
- Dead code
- Inconsistent patterns
Run analysis:
PLUGIN_DIR="${CLAUDE_PLUGIN_ROOT:-$HOME/.claude/plugins/cache/navigator-marketplace/navigator}"
[ -d "$PLUGIN_DIR" ] || PLUGIN_DIR="$HOME/.claude/plugins/marketplaces/navigator-marketplace"
# Pass --scoring roi to enable cost/benefit gating (default: complexity,
# legacy behavior).
python3 "$PLUGIN_DIR/skills/nav-simplify/scripts/code_analyzer.py" --file "$file" --scoring roi
Step 4.5: ROI Gate (when scoring.mode = "roi")
If simplification.scoring.mode is "roi" in .agent/.nav-config.json (or --scoring roi was passed), the analyzer emits benefitscore, costscore, roiscore, and a gateaction field. Honor the gate:
gate_action |
Behavior |
|---|---|
skip |
Skip this file. Emit a one-line reason with ROI math. Continue to next file. |
suggest |
Force interactive mode for this file regardless of auto_apply. Show diff + reason. |
apply |
Proceed with Step 5+ as normal (honor auto_apply). |
Skip emission format:
⏭️ {file} — low ROI (B={B}/10, C={C}/10, ROI={R}). Skipping.
{reason}
{reason} summarizes the dominant cost factor (e.g., "stable file (412 days), 8 import references" or "below skip_below threshold").
Mode is opt-in. When scoring.mode == "complexity" (default), Step 4.5 is a no-op and behavior is unchanged from prior versions.
Step 5: Apply Simplification Rules
Anthropic Simplification Rules:
- Preserve Functionality: Never change what the code does - only how it does it. All original features, outputs, and behaviors must remain intact.
- Apply Project Standards: Follow CLAUDE.md coding standards:
- Use ES modules with proper import sorting - Prefer function keyword over arrow functions (if project standard) - Use explicit return type annotations - Follow proper React/Vue component patterns - Use proper error handling patterns - Maintain consistent naming conventions
- Enhance Clarity:
- Reduce unnecessary complexity and nesting - Eliminate redundant code and abstractions - Improve readability through clear names - Consolidate related logic - Remove unnecessary comments that describe obvious code - AVOID nested ternary operators - use switch/if-else - Choose clarity over brevity - explicit > compact
- Maintain Balance - Avoid over-simplification that could:
- Reduce code clarity or maintainability - Create overly clever solutions - Combine too many concerns - Remove helpful abstractions - Prioritize "fewer lines" over readability - Make code harder to debug or extend
Step 6: Generate Simplified Code
For each file with improvements:
- Read current file content
- Apply simplification rules
- Verify functionality unchanged (logic review)
- Generate diff or replacement
Output format:
📝 Simplifying: {filename}
Changes:
- [Line X] Flattened nested ternary to switch statement
- [Line Y] Extracted repeated logic to helper function
- [Line Z] Renamed `x` to `userCount` for clarity
Diff:
- const result = a ? (b ? c : d) : e;
- let result;
- if (a && b) {
- result = c;
- } else if (a) {
- result = d;
- } else {
- result = e;
- }
Step 7: Apply Changes
Branch on the decision matrix from Step 2:
Autonomous + auto_apply: false: skip entirely, emit the warning, return.
Autonomous + auto_apply: true: apply each change directly with Edit(). Do not prompt.
Interactive + auto_apply: true: apply directly, show summary at end.
Interactive + auto_apply: false: show diff per file, prompt Apply this change? [y/N], apply only on yes.
When applying:
Edit(
file_path: "{file}",
old_string: "{original}",
new_string: "{simplified}"
)
Step 8: Generate Summary
╔══════════════════════════════════════════════════════╗
║ ║
║ 🧹 Code Simplification Complete ║
║ ║
╚══════════════════════════════════════════════════════╝
📊 Summary:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Files analyzed: {N}
Files simplified: {M}
Changes applied: {X}
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📝 Changes by category:
• Clarity improvements: {count}
• Nesting reduction: {count}
• Naming improvements: {count}
• Pattern consolidation: {count}
✅ Functionality: Preserved (no behavior changes)
✅ Standards: Applied from CLAUDE.md
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Predefined Functions
scripts/code_analyzer.py
Purpose: Analyze code file for simplification opportunities
Arguments:
--file: Path to file to analyze--standards: Path to CLAUDE.md (optional)--output: Output format (json, text)
Returns:
{
"file": "src/utils/auth.ts",
"issues": [
{
"line": 45,
"type": "nested_ternary",
"severity": "medium",
"suggestion": "Convert to switch or if-else"
},
{
"line": 78,
"type": "deep_nesting",
"severity": "high",
"depth": 5,
"suggestion": "Extract to helper function"
}
],
"complexity_score": 7.2,
"recommended_actions": 3
}
When invoked with --scoring roi (or simplification.scoring.mode == "roi"), the output additionally contains:
{
"benefit_score": 6.1,
"cost_score": 4.3,
"roi_score": 1.4,
"gate_action": "suggest",
"scoring_explanation": {
"benefit": {"issue_density": 0.4, "severity_impact": 5.2, "in_active_diff": true},
"cost": {"estimated_touch_lines": 32, "file_loc": 287, "days_since_modified": 12, "import_references": 3},
"thresholds": {"skip_below": 0.5, "suggest_below": 1.5, "auto_apply_at": 1.5},
"cost_floor": 0.5
}
}
scripts/simplification_rules.py
Purpose: Apply project-specific simplification rules
Arguments:
--file: Path to file--claude-md: Path to CLAUDE.md for project standards--dry-run: Preview changes without applying
Returns: Simplified code with change annotations
scripts/change_reporter.py
Purpose: Generate human-readable change summary
Arguments:
--changes: JSON array of changes made--format: Output format (markdown, text, json)
Returns: Formatted change report
Configuration Options
Add to .agent/.nav-config.json:
{
"simplification": {
"enabled": true,
"trigger": "post-implementation",
"scope": "modified",
"model": "opus",
"skip_patterns": ["*.test.*", "*.spec.*"],
"max_file_size": 50000,
"auto_apply": false,
"preserve_comments": true,
"rules": {
"avoid_nested_ternary": true,
"max_nesting_depth": 3,
"max_function_length": 50,
"prefer_explicit_returns": true,
"consolidate_imports": true
},
"scoring": {
"mode": "complexity",
"skip_below": 0.5,
"suggest_below": 1.5,
"auto_apply_at": 1.5,
"cost_floor": 0.5
}
}
}
Options:
enabled: Enable/disable simplificationtrigger: "manual" | "post-implementation" | "pre-commit"scope: "modified" | "staged" | "all"model: Preferred model for simplification (opus recommended)skip_patterns: Glob patterns to skipmaxfilesize: Skip files larger than this (bytes)auto_apply: Apply changes without confirmationpreserve_comments: Keep meaningful commentsrules: Specific simplification rulesscoring.mode:"complexity"(legacy, default) or"roi"(opt-in cost/benefit gating)scoring.skip_below: ROI threshold below which files are skipped entirelyscoring.autoapplyat: ROI threshold at and above which auto-apply is honoredscoring.cost_floor: Minimum cost denominator to prevent ROI explosions
Integration Points
Autonomous Completion
When integrated with autonomous completion protocol:
Implement → Verify → **Simplify** → Commit → Archive
Simplification runs automatically after verification passes, before commit.
Multi-Claude Workflow
As dedicated role:
Orchestrator → Implementer → Tester → **Simplifier** → Reviewer → Documenter
Simplifier receives implementation marker, outputs simplified code marker.
Loop Mode
Added to VERIFY phase completion indicators:
Completion Indicators:
[x] Tests passing
[x] Code simplified ← Added
[ ] Documentation updated
Examples
Example 1: Nested Ternary Simplification
Before:
const status = isLoading ? 'loading' : hasError ? 'error' : isSuccess ? 'success' : 'idle';
After:
function getStatus(isLoading: boolean, hasError: boolean, isSuccess: boolean): string {
if (isLoading) return 'loading';
if (hasError) return 'error';
if (isSuccess) return 'success';
return 'idle';
}
const status = getStatus(isLoading, hasError, isSuccess);
Example 2: Deep Nesting Reduction
Before:
function processUser(user: User) {
if (user) {
if (user.isActive) {
if (user.hasPermission) {
if (user.email) {
sendEmail(user.email);
}
}
}
}
}
After:
function processUser(user: User) {
if (!user?.isActive) return;
if (!user.hasPermission) return;
if (!user.email) return;
sendEmail(user.email);
}
Example 3: Unclear Naming
Before:
const x = users.filter(u => u.a && !u.d).map(u => u.n);
After:
const activeUserNames = users
.filter(user => user.isActive && !user.isDeleted)
.map(user => user.name);
Error Handling
File too large:
⚠️ Skipping {filename} ({size} bytes)
Exceeds max_file_size limit ({limit} bytes)
Override with: "simplify {filename} --force"
No changes needed:
✅ {filename} - Already follows best practices
No simplification opportunities found.
Functionality risk detected:
⚠️ Potential behavior change detected in {filename}
Line {N}: Changing conditional logic
Review required before applying:
[Show diff]
Apply this change? [y/N]:
Success Criteria
Simplification is successful when:
- All modified files analyzed
- Functionality preserved (verified)
- Project standards applied (from CLAUDE.md)
- No nested ternaries remain
- Nesting depth ≤ 3 levels
- Clear variable/function names
- Change summary generated
Notes
- Model preference: Opus recommended for quality judgment
- Scope default: Only recently modified files (avoid churn)
- Skip tests: Test files usually follow different patterns
- Preserve intent: Comments explaining "why" should be kept
- No over-optimization: Clarity > minimal lines
This skill integrates Anthropic's internal code-simplifier pattern into Navigator's workflow, ensuring code quality before commit.