91af2a883a
Complete technical debt management system with three interconnected tools: • debt_scanner.py - AST-based Python analysis + regex patterns for multi-language debt detection • debt_prioritizer.py - Multiple prioritization frameworks (CoD, WSJF, RICE) with sprint planning • debt_dashboard.py - Historical trend analysis, health scoring, and executive reporting Features: - 15+ debt types detected (complexity, duplicates, security, architecture, etc.) - Business impact analysis with ROI calculations - Health scoring (0-100) with trend forecasting - Executive and engineering stakeholder reports - Zero external dependencies, stdlib only - Comprehensive documentation and sample data Addresses: tech debt identification, prioritization, tracking, and stakeholder communication
1686 lines
45 KiB
JSON
1686 lines
45 KiB
JSON
{
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"metadata": {
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"analysis_date": "2026-02-16T12:59:31.382843",
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"framework_used": "cost_of_delay",
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"team_size": 5,
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"sprint_capacity_hours": 80,
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"total_items_analyzed": 20
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},
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"prioritized_backlog": [
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{
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"id": "DEBT-0008",
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"type": "magic_numbers",
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"description": "Magic number 1800 used for lock timeout",
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"file_path": "src/user_service.py",
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"line_number": 98,
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"severity": "low",
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"metadata": {
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"value": 1800,
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"context": "account_lockout_duration"
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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|
"size_points": 1,
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"hours_estimate": 5.0,
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"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 2,
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"revenue_impact": 2,
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"team_velocity_impact": 3,
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"quality_impact": 3,
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|
"security_impact": 2
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},
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"interest_rate": {
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"daily_cost": 2.4,
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"frequency_multiplier": 1.0,
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"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
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"cost_of_delay": 2.1,
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"category": "other",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.8
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},
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{
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"id": "DEBT-0010",
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"type": "long_line",
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"description": "Line too long: 156 characters",
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"file_path": "src/frontend.js",
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"line_number": 127,
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"severity": "low",
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"metadata": {
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"length": 156,
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"recommended_max": 120
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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"size_points": 1,
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"hours_estimate": 0.375,
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"risk_factor": 1.0,
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"skill_level_required": "junior",
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"confidence": 0.95
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},
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"business_impact": {
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"customer_impact": 2,
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"revenue_impact": 2,
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"team_velocity_impact": 3,
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"quality_impact": 3,
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"security_impact": 2
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},
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"interest_rate": {
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"daily_cost": 2.4,
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"frequency_multiplier": 1.0,
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"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
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"cost_of_delay": 0.16,
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"category": "code_quality",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.8
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},
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{
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"id": "DEBT-0011",
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"type": "commented_code",
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"description": "Dead code left in comments",
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"file_path": "src/frontend.js",
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"line_number": 285,
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"severity": "low",
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"metadata": {
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"lines_of_commented_code": 8
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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|
"size_points": 1,
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|
"hours_estimate": 5.0,
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|
"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 2,
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"revenue_impact": 2,
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"team_velocity_impact": 3,
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"quality_impact": 3,
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"security_impact": 2
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},
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"interest_rate": {
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"daily_cost": 2.4,
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"frequency_multiplier": 1.0,
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"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
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"cost_of_delay": 2.1,
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"category": "maintenance",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.8
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},
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{
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"id": "DEBT-0007",
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"type": "empty_catch_blocks",
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"description": "Empty catch block in update_user method",
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"file_path": "src/user_service.py",
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"line_number": 156,
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"severity": "medium",
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"metadata": {
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"method_name": "update_user",
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"exception_type": "generic"
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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"size_points": 2,
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"hours_estimate": 10.0,
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"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 3,
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"revenue_impact": 3,
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"team_velocity_impact": 5,
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"quality_impact": 5,
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"security_impact": 3
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},
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"interest_rate": {
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"daily_cost": 4.0,
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"frequency_multiplier": 1.0,
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"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
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"cost_of_delay": 7.01,
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"category": "other",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.72
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},
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{
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"id": "DEBT-0009",
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"type": "deep_nesting",
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"description": "Deep nesting detected: 6 levels in preferences handling",
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"file_path": "src/frontend.js",
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"line_number": 32,
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"severity": "medium",
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"metadata": {
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"nesting_level": 6,
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"recommended_max": 4
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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"size_points": 2,
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"hours_estimate": 10.0,
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"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 3,
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"revenue_impact": 3,
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"team_velocity_impact": 5,
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"quality_impact": 5,
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"security_impact": 3
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},
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"interest_rate": {
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"daily_cost": 4.0,
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"frequency_multiplier": 1.0,
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"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
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"cost_of_delay": 7.01,
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"category": "other",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.72
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},
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{
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"id": "DEBT-0012",
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"type": "global_variables",
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"description": "Global variable userCache should be encapsulated",
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"file_path": "src/frontend.js",
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"line_number": 7,
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"severity": "medium",
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"metadata": {
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"variable_name": "userCache",
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"scope": "global"
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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|
"size_points": 2,
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"hours_estimate": 10.0,
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"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 3,
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"revenue_impact": 3,
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"team_velocity_impact": 5,
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"quality_impact": 5,
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"security_impact": 3
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},
|
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"interest_rate": {
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"daily_cost": 4.0,
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"frequency_multiplier": 1.0,
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|
"team_impact_multiplier": 1.0,
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"compound_rate": 0.02
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},
|
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"cost_of_delay": 7.01,
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"category": "other",
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"impact_tags": [
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"quick-win"
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],
|
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"priority_score": 4.72
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},
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{
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"id": "DEBT-0014",
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"type": "hardcoded_values",
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"description": "Tax rates hardcoded in payment processing logic",
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"file_path": "src/payment_processor.py",
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"line_number": 45,
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"severity": "medium",
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"metadata": {
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"values": [
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"0.08",
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"0.085",
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"0.0625",
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"0.06"
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],
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"context": "tax_calculation"
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
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|
"size_points": 2,
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"hours_estimate": 10.0,
|
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"risk_factor": 1.0,
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"skill_level_required": "mid",
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 3,
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"revenue_impact": 3,
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"team_velocity_impact": 5,
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"quality_impact": 5,
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"security_impact": 3
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},
|
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"interest_rate": {
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"daily_cost": 4.0,
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"frequency_multiplier": 1.0,
|
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"team_impact_multiplier": 1.0,
|
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"compound_rate": 0.02
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},
|
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"cost_of_delay": 7.01,
|
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"category": "other",
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"impact_tags": [
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"quick-win"
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],
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"priority_score": 4.72
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},
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{
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"id": "DEBT-0016",
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"type": "inefficient_algorithm",
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"description": "O(n) user search could be optimized with indexing",
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"file_path": "src/user_service.py",
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"line_number": 178,
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"severity": "medium",
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"metadata": {
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"current_complexity": "O(n)",
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"recommended_complexity": "O(log n)",
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"method_name": "search_users"
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
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"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 10.0,
|
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"risk_factor": 1.0,
|
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"skill_level_required": "mid",
|
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"confidence": 0.6
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},
|
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"business_impact": {
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"customer_impact": 3,
|
|
"revenue_impact": 3,
|
|
"team_velocity_impact": 5,
|
|
"quality_impact": 5,
|
|
"security_impact": 3
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},
|
|
"interest_rate": {
|
|
"daily_cost": 4.0,
|
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"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
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"cost_of_delay": 7.01,
|
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"category": "other",
|
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"impact_tags": [
|
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"quick-win"
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],
|
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"priority_score": 4.72
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},
|
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{
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"id": "DEBT-0017",
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"type": "memory_leak_risk",
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"description": "Event listeners attached without cleanup",
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"file_path": "src/frontend.js",
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"line_number": 145,
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"severity": "medium",
|
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"metadata": {
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"event_type": "click",
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"cleanup_missing": true
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},
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"detected_date": "2024-02-10T10:30:00",
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"status": "identified",
|
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"effort_estimate": {
|
|
"size_points": 2,
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"hours_estimate": 10.0,
|
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"risk_factor": 1.0,
|
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"skill_level_required": "mid",
|
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"confidence": 0.6
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},
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"business_impact": {
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"customer_impact": 3,
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"revenue_impact": 3,
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"team_velocity_impact": 5,
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"quality_impact": 5,
|
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"security_impact": 3
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},
|
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"interest_rate": {
|
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"daily_cost": 4.0,
|
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"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
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"compound_rate": 0.02
|
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},
|
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"cost_of_delay": 7.01,
|
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"category": "other",
|
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"impact_tags": [
|
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"quick-win"
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],
|
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"priority_score": 4.72
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},
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{
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"id": "DEBT-0001",
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"type": "large_function",
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"description": "create_user function in user_service.py is 89 lines long",
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"file_path": "src/user_service.py",
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"line_number": 13,
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"severity": "high",
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"metadata": {
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"function_name": "create_user",
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"length": 89,
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"recommended_max": 50
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},
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"detected_date": "2024-02-10T10:30:00",
|
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"status": "identified",
|
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"effort_estimate": {
|
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"size_points": 2,
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"hours_estimate": 15.0,
|
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"risk_factor": 1.0,
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"skill_level_required": "mid",
|
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"confidence": 0.7
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},
|
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"business_impact": {
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"customer_impact": 4,
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"revenue_impact": 6,
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"team_velocity_impact": 10,
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"quality_impact": 8,
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"security_impact": 3
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},
|
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"interest_rate": {
|
|
"daily_cost": 7.4,
|
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"frequency_multiplier": 1.0,
|
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"team_impact_multiplier": 1.0,
|
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"compound_rate": 0.03
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},
|
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"cost_of_delay": 19.48,
|
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"category": "code_quality",
|
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"impact_tags": [
|
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"velocity-blocker",
|
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"quality-risk",
|
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"quick-win"
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],
|
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"priority_score": 4.26
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},
|
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{
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"id": "DEBT-0005",
|
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"type": "missing_docstring",
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"description": "PaymentProcessor class missing docstring",
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"file_path": "src/payment_processor.py",
|
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"line_number": 8,
|
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"severity": "low",
|
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"metadata": {
|
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"class_name": "PaymentProcessor"
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},
|
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"detected_date": "2024-02-10T10:30:00",
|
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"status": "identified",
|
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"effort_estimate": {
|
|
"size_points": 1,
|
|
"hours_estimate": 1.25,
|
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"risk_factor": 1.0,
|
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"skill_level_required": "junior",
|
|
"confidence": 0.9
|
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},
|
|
"business_impact": {
|
|
"customer_impact": 1,
|
|
"revenue_impact": 1,
|
|
"team_velocity_impact": 2,
|
|
"quality_impact": 2,
|
|
"security_impact": 1
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 1.6,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
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},
|
|
"cost_of_delay": 0.35,
|
|
"category": "code_quality",
|
|
"impact_tags": [
|
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"quick-win"
|
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],
|
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"priority_score": 4.1
|
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},
|
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{
|
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"id": "DEBT-0013",
|
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"type": "synchronous_ajax",
|
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"description": "Synchronous AJAX call blocks UI thread",
|
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"file_path": "src/frontend.js",
|
|
"line_number": 189,
|
|
"severity": "high",
|
|
"metadata": {
|
|
"method": "XMLHttpRequest",
|
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"async": false
|
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},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 15.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 4,
|
|
"revenue_impact": 4,
|
|
"team_velocity_impact": 7,
|
|
"quality_impact": 7,
|
|
"security_impact": 4
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 5.6,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 14.73,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
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"id": "DEBT-0015",
|
|
"type": "no_error_handling",
|
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"description": "API calls without proper error handling",
|
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"file_path": "src/payment_processor.py",
|
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"line_number": 78,
|
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"severity": "high",
|
|
"metadata": {
|
|
"api_endpoint": "stripe",
|
|
"error_scenarios": [
|
|
"network_failure",
|
|
"invalid_response"
|
|
]
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 15.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 4,
|
|
"revenue_impact": 4,
|
|
"team_velocity_impact": 7,
|
|
"quality_impact": 7,
|
|
"security_impact": 4
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 5.6,
|
|
"frequency_multiplier": 1.0,
|
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"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 14.73,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
|
"id": "DEBT-0019",
|
|
"type": "outdated_dependency",
|
|
"description": "jQuery version 2.1.4 has known security vulnerabilities",
|
|
"file_path": "package.json",
|
|
"line_number": 15,
|
|
"severity": "high",
|
|
"metadata": {
|
|
"package": "jquery",
|
|
"current_version": "2.1.4",
|
|
"latest_version": "3.6.4",
|
|
"vulnerabilities": [
|
|
"CVE-2020-11022",
|
|
"CVE-2020-11023"
|
|
]
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 15.0,
|
|
"risk_factor": 1.0,
|
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"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
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"business_impact": {
|
|
"customer_impact": 4,
|
|
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|
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|
|
"quality_impact": 7,
|
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|
|
},
|
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"interest_rate": {
|
|
"daily_cost": 5.6,
|
|
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|
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|
|
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|
|
},
|
|
"cost_of_delay": 14.73,
|
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"category": "other",
|
|
"impact_tags": [
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
|
"id": "DEBT-0018",
|
|
"type": "sql_injection_risk",
|
|
"description": "Potential SQL injection in user query",
|
|
"file_path": "src/database.py",
|
|
"line_number": 25,
|
|
"severity": "critical",
|
|
"metadata": {
|
|
"query_type": "dynamic",
|
|
"user_input": "unsanitized"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 3,
|
|
"hours_estimate": 20.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 5,
|
|
"revenue_impact": 5,
|
|
"team_velocity_impact": 9,
|
|
"quality_impact": 9,
|
|
"security_impact": 5
|
|
},
|
|
"interest_rate": {
|
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"daily_cost": 7.199999999999999,
|
|
"frequency_multiplier": 1.0,
|
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"team_impact_multiplier": 1.0,
|
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"compound_rate": 0.02
|
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},
|
|
"cost_of_delay": 25.26,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 3.24
|
|
},
|
|
{
|
|
"id": "DEBT-0006",
|
|
"type": "todo_comment",
|
|
"description": "TODO: Move this to configuration file",
|
|
"file_path": "src/user_service.py",
|
|
"line_number": 8,
|
|
"severity": "low",
|
|
"metadata": {
|
|
"comment": "TODO: Move this to configuration file"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 1,
|
|
"hours_estimate": 0.75,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "junior",
|
|
"confidence": 0.9
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 1,
|
|
"revenue_impact": 1,
|
|
"team_velocity_impact": 1,
|
|
"quality_impact": 1,
|
|
"security_impact": 1
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 0.8,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.01
|
|
},
|
|
"cost_of_delay": 0.11,
|
|
"category": "maintenance",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 3.1
|
|
},
|
|
{
|
|
"id": "DEBT-0002",
|
|
"type": "duplicate_code",
|
|
"description": "Password validation logic duplicated in 3 locations",
|
|
"file_path": "src/user_service.py",
|
|
"line_number": 45,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"duplicate_count": 3,
|
|
"other_files": [
|
|
"src/auth.py",
|
|
"src/frontend.js"
|
|
]
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 15.0,
|
|
"risk_factor": 1.4,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 3,
|
|
"revenue_impact": 4,
|
|
"team_velocity_impact": 6,
|
|
"quality_impact": 6,
|
|
"security_impact": 2
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 4.8,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.08
|
|
},
|
|
"cost_of_delay": 12.69,
|
|
"category": "code_quality",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 2.39
|
|
},
|
|
{
|
|
"id": "DEBT-0020",
|
|
"type": "test_debt",
|
|
"description": "No unit tests for critical payment processing logic",
|
|
"file_path": "src/payment_processor.py",
|
|
"line_number": 19,
|
|
"severity": "high",
|
|
"metadata": {
|
|
"coverage": 0,
|
|
"critical_paths": [
|
|
"process_payment",
|
|
"refund_payment"
|
|
],
|
|
"risk_level": "high"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 6,
|
|
"hours_estimate": 36.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 7,
|
|
"revenue_impact": 7,
|
|
"team_velocity_impact": 10,
|
|
"quality_impact": 10,
|
|
"security_impact": 4
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 8.0,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.04
|
|
},
|
|
"cost_of_delay": 50.82,
|
|
"category": "testing",
|
|
"impact_tags": [
|
|
"customer-facing",
|
|
"revenue-impact",
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 1.94
|
|
},
|
|
{
|
|
"id": "DEBT-0004",
|
|
"type": "high_complexity",
|
|
"description": "process_payment function has cyclomatic complexity of 24",
|
|
"file_path": "src/payment_processor.py",
|
|
"line_number": 19,
|
|
"severity": "high",
|
|
"metadata": {
|
|
"function_name": "process_payment",
|
|
"complexity": 24,
|
|
"recommended_max": 10
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 5,
|
|
"hours_estimate": 30.0,
|
|
"risk_factor": 1.4,
|
|
"skill_level_required": "senior",
|
|
"confidence": 0.5
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 6,
|
|
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|
|
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|
|
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|
|
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|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 8.0,
|
|
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|
|
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|
|
"compound_rate": 0.05
|
|
},
|
|
"cost_of_delay": 42.36,
|
|
"category": "code_quality",
|
|
"impact_tags": [
|
|
"revenue-impact",
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 1.65
|
|
},
|
|
{
|
|
"id": "DEBT-0003",
|
|
"type": "security_risk",
|
|
"description": "Hardcoded API key in payment_processor.py",
|
|
"file_path": "src/payment_processor.py",
|
|
"line_number": 10,
|
|
"severity": "critical",
|
|
"metadata": {
|
|
"security_issue": "hardcoded_credentials",
|
|
"exposure_risk": "high"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 7,
|
|
"hours_estimate": 44.0,
|
|
"risk_factor": 1.8,
|
|
"skill_level_required": "senior",
|
|
"confidence": 0.4
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 10,
|
|
"revenue_impact": 10,
|
|
"team_velocity_impact": 10,
|
|
"quality_impact": 10,
|
|
"security_impact": 10
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 8.0,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 61.91,
|
|
"category": "security",
|
|
"impact_tags": [
|
|
"security-critical",
|
|
"customer-facing",
|
|
"revenue-impact",
|
|
"velocity-blocker",
|
|
"quality-risk",
|
|
"quick-win"
|
|
],
|
|
"priority_score": 1.01
|
|
}
|
|
],
|
|
"sprint_allocation": {
|
|
"total_debt_hours": 277.4,
|
|
"debt_capacity_per_sprint": 16.0,
|
|
"total_sprints_needed": 17,
|
|
"high_priority_items": 0,
|
|
"sprint_plan": [
|
|
{
|
|
"sprint_number": 1,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0008",
|
|
"type": "magic_numbers",
|
|
"description": "Magic number 1800 used for lock timeout",
|
|
"file_path": "src/user_service.py",
|
|
"line_number": 98,
|
|
"severity": "low",
|
|
"metadata": {
|
|
"value": 1800,
|
|
"context": "account_lockout_duration"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 1,
|
|
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|
|
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|
|
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|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 2.4,
|
|
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|
|
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|
|
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|
|
},
|
|
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|
|
"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.8
|
|
},
|
|
{
|
|
"id": "DEBT-0010",
|
|
"type": "long_line",
|
|
"description": "Line too long: 156 characters",
|
|
"file_path": "src/frontend.js",
|
|
"line_number": 127,
|
|
"severity": "low",
|
|
"metadata": {
|
|
"length": 156,
|
|
"recommended_max": 120
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 1,
|
|
"hours_estimate": 0.375,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "junior",
|
|
"confidence": 0.95
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 2,
|
|
"revenue_impact": 2,
|
|
"team_velocity_impact": 3,
|
|
"quality_impact": 3,
|
|
"security_impact": 2
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 2.4,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 0.16,
|
|
"category": "code_quality",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.8
|
|
},
|
|
{
|
|
"id": "DEBT-0011",
|
|
"type": "commented_code",
|
|
"description": "Dead code left in comments",
|
|
"file_path": "src/frontend.js",
|
|
"line_number": 285,
|
|
"severity": "low",
|
|
"metadata": {
|
|
"lines_of_commented_code": 8
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 1,
|
|
"hours_estimate": 5.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 2,
|
|
"revenue_impact": 2,
|
|
"team_velocity_impact": 3,
|
|
"quality_impact": 3,
|
|
"security_impact": 2
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 2.4,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 2.1,
|
|
"category": "maintenance",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.8
|
|
}
|
|
],
|
|
"total_hours": 10.375,
|
|
"capacity_used": 0.6484375
|
|
},
|
|
{
|
|
"sprint_number": 2,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0007",
|
|
"type": "empty_catch_blocks",
|
|
"description": "Empty catch block in update_user method",
|
|
"file_path": "src/user_service.py",
|
|
"line_number": 156,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"method_name": "update_user",
|
|
"exception_type": "generic"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 10.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 3,
|
|
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|
|
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|
|
"quality_impact": 5,
|
|
"security_impact": 3
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 4.0,
|
|
"frequency_multiplier": 1.0,
|
|
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|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 7.01,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.72
|
|
}
|
|
],
|
|
"total_hours": 10.0,
|
|
"capacity_used": 0.625
|
|
},
|
|
{
|
|
"sprint_number": 3,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0009",
|
|
"type": "deep_nesting",
|
|
"description": "Deep nesting detected: 6 levels in preferences handling",
|
|
"file_path": "src/frontend.js",
|
|
"line_number": 32,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"nesting_level": 6,
|
|
"recommended_max": 4
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
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|
|
"size_points": 2,
|
|
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|
|
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|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
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|
|
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|
|
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|
|
"quality_impact": 5,
|
|
"security_impact": 3
|
|
},
|
|
"interest_rate": {
|
|
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|
|
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|
|
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|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 7.01,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.72
|
|
}
|
|
],
|
|
"total_hours": 10.0,
|
|
"capacity_used": 0.625
|
|
},
|
|
{
|
|
"sprint_number": 4,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0012",
|
|
"type": "global_variables",
|
|
"description": "Global variable userCache should be encapsulated",
|
|
"file_path": "src/frontend.js",
|
|
"line_number": 7,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"variable_name": "userCache",
|
|
"scope": "global"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 10.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 3,
|
|
"revenue_impact": 3,
|
|
"team_velocity_impact": 5,
|
|
"quality_impact": 5,
|
|
"security_impact": 3
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 4.0,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 7.01,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.72
|
|
}
|
|
],
|
|
"total_hours": 10.0,
|
|
"capacity_used": 0.625
|
|
},
|
|
{
|
|
"sprint_number": 5,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0014",
|
|
"type": "hardcoded_values",
|
|
"description": "Tax rates hardcoded in payment processing logic",
|
|
"file_path": "src/payment_processor.py",
|
|
"line_number": 45,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"values": [
|
|
"0.08",
|
|
"0.085",
|
|
"0.0625",
|
|
"0.06"
|
|
],
|
|
"context": "tax_calculation"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 10.0,
|
|
"risk_factor": 1.0,
|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 3,
|
|
"revenue_impact": 3,
|
|
"team_velocity_impact": 5,
|
|
"quality_impact": 5,
|
|
"security_impact": 3
|
|
},
|
|
"interest_rate": {
|
|
"daily_cost": 4.0,
|
|
"frequency_multiplier": 1.0,
|
|
"team_impact_multiplier": 1.0,
|
|
"compound_rate": 0.02
|
|
},
|
|
"cost_of_delay": 7.01,
|
|
"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.72
|
|
}
|
|
],
|
|
"total_hours": 10.0,
|
|
"capacity_used": 0.625
|
|
},
|
|
{
|
|
"sprint_number": 6,
|
|
"items": [
|
|
{
|
|
"id": "DEBT-0016",
|
|
"type": "inefficient_algorithm",
|
|
"description": "O(n) user search could be optimized with indexing",
|
|
"file_path": "src/user_service.py",
|
|
"line_number": 178,
|
|
"severity": "medium",
|
|
"metadata": {
|
|
"current_complexity": "O(n)",
|
|
"recommended_complexity": "O(log n)",
|
|
"method_name": "search_users"
|
|
},
|
|
"detected_date": "2024-02-10T10:30:00",
|
|
"status": "identified",
|
|
"effort_estimate": {
|
|
"size_points": 2,
|
|
"hours_estimate": 10.0,
|
|
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|
|
"skill_level_required": "mid",
|
|
"confidence": 0.6
|
|
},
|
|
"business_impact": {
|
|
"customer_impact": 3,
|
|
"revenue_impact": 3,
|
|
"team_velocity_impact": 5,
|
|
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|
|
"security_impact": 3
|
|
},
|
|
"interest_rate": {
|
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|
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|
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|
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|
|
},
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|
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"category": "other",
|
|
"impact_tags": [
|
|
"quick-win"
|
|
],
|
|
"priority_score": 4.72
|
|
}
|
|
],
|
|
"total_hours": 10.0,
|
|
"capacity_used": 0.625
|
|
}
|
|
],
|
|
"recommendations": [
|
|
"Allocate 16.0 hours per sprint to tech debt",
|
|
"Focus on 0 high-priority items first",
|
|
"Estimated 17 sprints to clear current backlog"
|
|
]
|
|
},
|
|
"insights": {
|
|
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|
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|
|
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|
|
"maintenance": 2,
|
|
"testing": 1,
|
|
"security": 1
|
|
},
|
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|
|
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|
|
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|
|
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|
|
"maintenance": 5.8,
|
|
"testing": 36.0,
|
|
"security": 44.0
|
|
},
|
|
"priority_distribution": {
|
|
"medium": 17,
|
|
"low": 3
|
|
},
|
|
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|
|
"quick_wins_count": 5,
|
|
"total_cost_of_delay": 303.6,
|
|
"average_daily_interest_rate": 4.69,
|
|
"top_categories_by_effort": [
|
|
[
|
|
"other",
|
|
130.0
|
|
],
|
|
[
|
|
"code_quality",
|
|
61.625
|
|
],
|
|
[
|
|
"security",
|
|
44.0
|
|
]
|
|
]
|
|
},
|
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"charts_data": {
|
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"priority_effort_scatter": [
|
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{
|
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"x": 5.0,
|
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"y": 4.8,
|
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"label": "Magic number 1800 used for lock timeout",
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},
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{
|
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|
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|
|
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|
|
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|
|
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|
|
},
|
|
{
|
|
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|
|
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|
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|
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|
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},
|
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{
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|
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|
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|
|
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|
|
},
|
|
{
|
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"x": 10.0,
|
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|
|
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|
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|
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|
|
},
|
|
{
|
|
"x": 10.0,
|
|
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|
|
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|
|
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|
|
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|
|
},
|
|
{
|
|
"x": 10.0,
|
|
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|
|
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|
|
"category": "other",
|
|
"size": 7.01
|
|
},
|
|
{
|
|
"x": 10.0,
|
|
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|
|
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|
|
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|
|
"size": 7.01
|
|
},
|
|
{
|
|
"x": 10.0,
|
|
"y": 4.72,
|
|
"label": "Event listeners attached without cleanup",
|
|
"category": "other",
|
|
"size": 7.01
|
|
},
|
|
{
|
|
"x": 15.0,
|
|
"y": 4.26,
|
|
"label": "create_user function in user_service.py is 89 line",
|
|
"category": "code_quality",
|
|
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|
|
},
|
|
{
|
|
"x": 1.25,
|
|
"y": 4.1,
|
|
"label": "PaymentProcessor class missing docstring",
|
|
"category": "code_quality",
|
|
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|
|
},
|
|
{
|
|
"x": 15.0,
|
|
"y": 3.73,
|
|
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|
|
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|
|
"size": 14.73
|
|
},
|
|
{
|
|
"x": 15.0,
|
|
"y": 3.73,
|
|
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|
|
"category": "other",
|
|
"size": 14.73
|
|
},
|
|
{
|
|
"x": 15.0,
|
|
"y": 3.73,
|
|
"label": "jQuery version 2.1.4 has known security vulnerabil",
|
|
"category": "other",
|
|
"size": 14.73
|
|
},
|
|
{
|
|
"x": 20.0,
|
|
"y": 3.24,
|
|
"label": "Potential SQL injection in user query",
|
|
"category": "other",
|
|
"size": 25.26
|
|
},
|
|
{
|
|
"x": 0.75,
|
|
"y": 3.1,
|
|
"label": "TODO: Move this to configuration file",
|
|
"category": "maintenance",
|
|
"size": 0.11
|
|
},
|
|
{
|
|
"x": 15.0,
|
|
"y": 2.39,
|
|
"label": "Password validation logic duplicated in 3 location",
|
|
"category": "code_quality",
|
|
"size": 12.69
|
|
},
|
|
{
|
|
"x": 36.0,
|
|
"y": 1.94,
|
|
"label": "No unit tests for critical payment processing logi",
|
|
"category": "testing",
|
|
"size": 50.82
|
|
},
|
|
{
|
|
"x": 30.0,
|
|
"y": 1.65,
|
|
"label": "process_payment function has cyclomatic complexity",
|
|
"category": "code_quality",
|
|
"size": 42.36
|
|
},
|
|
{
|
|
"x": 44.0,
|
|
"y": 1.01,
|
|
"label": "Hardcoded API key in payment_processor.py",
|
|
"category": "security",
|
|
"size": 61.91
|
|
}
|
|
],
|
|
"category_effort_distribution": [
|
|
{
|
|
"category": "other",
|
|
"effort": 130.0
|
|
},
|
|
{
|
|
"category": "code_quality",
|
|
"effort": 61.6
|
|
},
|
|
{
|
|
"category": "maintenance",
|
|
"effort": 5.8
|
|
},
|
|
{
|
|
"category": "testing",
|
|
"effort": 36.0
|
|
},
|
|
{
|
|
"category": "security",
|
|
"effort": 44.0
|
|
}
|
|
],
|
|
"priority_timeline": [
|
|
{
|
|
"item_rank": 1,
|
|
"description": "Magic number 1800 used for loc",
|
|
"effort": 5.0,
|
|
"cumulative_effort": 5.0,
|
|
"priority_score": 4.8
|
|
},
|
|
{
|
|
"item_rank": 2,
|
|
"description": "Line too long: 156 characters",
|
|
"effort": 0.375,
|
|
"cumulative_effort": 5.4,
|
|
"priority_score": 4.8
|
|
},
|
|
{
|
|
"item_rank": 3,
|
|
"description": "Dead code left in comments",
|
|
"effort": 5.0,
|
|
"cumulative_effort": 10.4,
|
|
"priority_score": 4.8
|
|
},
|
|
{
|
|
"item_rank": 4,
|
|
"description": "Empty catch block in update_us",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 20.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 5,
|
|
"description": "Deep nesting detected: 6 level",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 30.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 6,
|
|
"description": "Global variable userCache shou",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 40.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 7,
|
|
"description": "Tax rates hardcoded in payment",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 50.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 8,
|
|
"description": "O(n) user search could be opti",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 60.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 9,
|
|
"description": "Event listeners attached witho",
|
|
"effort": 10.0,
|
|
"cumulative_effort": 70.4,
|
|
"priority_score": 4.72
|
|
},
|
|
{
|
|
"item_rank": 10,
|
|
"description": "create_user function in user_s",
|
|
"effort": 15.0,
|
|
"cumulative_effort": 85.4,
|
|
"priority_score": 4.26
|
|
},
|
|
{
|
|
"item_rank": 11,
|
|
"description": "PaymentProcessor class missing",
|
|
"effort": 1.25,
|
|
"cumulative_effort": 86.6,
|
|
"priority_score": 4.1
|
|
},
|
|
{
|
|
"item_rank": 12,
|
|
"description": "Synchronous AJAX call blocks U",
|
|
"effort": 15.0,
|
|
"cumulative_effort": 101.6,
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
|
"item_rank": 13,
|
|
"description": "API calls without proper error",
|
|
"effort": 15.0,
|
|
"cumulative_effort": 116.6,
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
|
"item_rank": 14,
|
|
"description": "jQuery version 2.1.4 has known",
|
|
"effort": 15.0,
|
|
"cumulative_effort": 131.6,
|
|
"priority_score": 3.73
|
|
},
|
|
{
|
|
"item_rank": 15,
|
|
"description": "Potential SQL injection in use",
|
|
"effort": 20.0,
|
|
"cumulative_effort": 151.6,
|
|
"priority_score": 3.24
|
|
},
|
|
{
|
|
"item_rank": 16,
|
|
"description": "TODO: Move this to configurati",
|
|
"effort": 0.75,
|
|
"cumulative_effort": 152.4,
|
|
"priority_score": 3.1
|
|
},
|
|
{
|
|
"item_rank": 17,
|
|
"description": "Password validation logic dupl",
|
|
"effort": 15.0,
|
|
"cumulative_effort": 167.4,
|
|
"priority_score": 2.39
|
|
},
|
|
{
|
|
"item_rank": 18,
|
|
"description": "No unit tests for critical pay",
|
|
"effort": 36.0,
|
|
"cumulative_effort": 203.4,
|
|
"priority_score": 1.94
|
|
},
|
|
{
|
|
"item_rank": 19,
|
|
"description": "process_payment function has c",
|
|
"effort": 30.0,
|
|
"cumulative_effort": 233.4,
|
|
"priority_score": 1.65
|
|
},
|
|
{
|
|
"item_rank": 20,
|
|
"description": "Hardcoded API key in payment_p",
|
|
"effort": 44.0,
|
|
"cumulative_effort": 277.4,
|
|
"priority_score": 1.01
|
|
}
|
|
],
|
|
"interest_rate_trend": [
|
|
{
|
|
"item_index": 0,
|
|
"daily_cost": 2.4,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 1,
|
|
"daily_cost": 2.4,
|
|
"category": "code_quality"
|
|
},
|
|
{
|
|
"item_index": 2,
|
|
"daily_cost": 2.4,
|
|
"category": "maintenance"
|
|
},
|
|
{
|
|
"item_index": 3,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 4,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 5,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 6,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 7,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 8,
|
|
"daily_cost": 4.0,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 9,
|
|
"daily_cost": 7.4,
|
|
"category": "code_quality"
|
|
},
|
|
{
|
|
"item_index": 10,
|
|
"daily_cost": 1.6,
|
|
"category": "code_quality"
|
|
},
|
|
{
|
|
"item_index": 11,
|
|
"daily_cost": 5.6,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 12,
|
|
"daily_cost": 5.6,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 13,
|
|
"daily_cost": 5.6,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 14,
|
|
"daily_cost": 7.199999999999999,
|
|
"category": "other"
|
|
},
|
|
{
|
|
"item_index": 15,
|
|
"daily_cost": 0.8,
|
|
"category": "maintenance"
|
|
},
|
|
{
|
|
"item_index": 16,
|
|
"daily_cost": 4.8,
|
|
"category": "code_quality"
|
|
},
|
|
{
|
|
"item_index": 17,
|
|
"daily_cost": 8.0,
|
|
"category": "testing"
|
|
},
|
|
{
|
|
"item_index": 18,
|
|
"daily_cost": 8.0,
|
|
"category": "code_quality"
|
|
},
|
|
{
|
|
"item_index": 19,
|
|
"daily_cost": 8.0,
|
|
"category": "security"
|
|
}
|
|
]
|
|
},
|
|
"recommendations": [
|
|
"Start with 5 quick wins to build momentum and demonstrate immediate value from tech debt reduction efforts.",
|
|
"Focus initial efforts on 'other' category debt, which represents the largest effort investment (130.0 hours)."
|
|
]
|
|
} |