Repository Analysis

SuperClaude-Org/SuperClaude_Framework

A configuration framework that enhances Claude Code with specialized commands, cognitive personas, and development methodologies.

7.0 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of SuperClaude-Org/SuperClaude_Framework, a Python project with 23,562 GitHub stars. SynthScan v2.0 examined 84,735 lines of code across 398 source files, recording 380 pattern matches distributed across 16 syntactic categories. The overall adjusted score of 7.0 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

7.0
Adjusted Score
7.0
Raw Score
100%
Time Factor
2026-06-13
Last Push
23.6K
Stars
Python
Language
84.7K
Lines of Code
398
Files
380
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 3MEDIUM 40LOW 337

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 380 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Structural Annotation Overuse89 hits · 178 pts
SeverityFileLineSnippetContext
LOWplugins/superclaude/commands/recommend.md361## Step 3: Project Context Detection SystemCOMMENT
LOWplugins/superclaude/commands/recommend.md468## Step 4: Real-Time Streaming ModeCOMMENT
LOWplugins/superclaude/commands/recommend.md516## Step 5: Alternative Recommendation EngineCOMMENT
LOWplugins/superclaude/commands/recommend.md578## Step 6: Time and Budget Estimation SystemCOMMENT
LOWplugins/superclaude/commands/recommend.md691## Step 7: Smart Flag Recommendation SystemCOMMENT
LOWplugins/superclaude/commands/recommend.md782## Step 8: Community Patterns and Final IntegrationCOMMENT
LOWdocs/PR_STRATEGY.md242### Step 1: Uninstall Old VersionCOMMENT
LOWdocs/PR_STRATEGY.md248### Step 2: Install New VersionCOMMENT
LOWdocs/PR_STRATEGY.md256### Step 3: Verify InstallationCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md61#### Step 1: Sync with UpstreamCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md77#### Step 2: Create Feature BranchCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md93#### Step 3: DevelopmentCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md113#### Step 4: Clean Up Before PRCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md134#### Step 5: Verify Clean DiffCOMMENT
LOWdocs/research/research_oss_fork_workflow_2025.md147#### Step 6: Push and Create PRCOMMENT
LOW…ch/research_python_directory_naming_automation_2025.md199# Step 1: Rename to temporary nameCOMMENT
LOW…ch/research_python_directory_naming_automation_2025.md202# Step 2: Rename to final nameCOMMENT
LOWdocs/research/research_git_branch_integration_2025.md21# Step 1: Update dev with master's changesCOMMENT
LOWdocs/research/research_git_branch_integration_2025.md25# Step 2: When ready for releaseCOMMENT
LOWdocs/research/pm-mode-validation-methodology.md102# Step 1: エラー追跡システム有効化COMMENT
LOWdocs/research/pm-mode-validation-methodology.md105# Step 2: 通常業務でClaude Code使用(4週間)COMMENT
LOWdocs/research/pm-mode-validation-methodology.md109# Step 3: 分析実行COMMENT
LOWdocs/research/pm-mode-validation-methodology.md112# Step 4: 結果評価COMMENT
LOWdocs/research/pm-mode-validation-methodology.md160# Step 1: タスク準備COMMENT
LOWdocs/research/pm-mode-validation-methodology.md167# Step 2: ベースライン測定(PM mode OFF)COMMENT
LOWdocs/research/pm-mode-validation-methodology.md175# Step 3: PM mode測定(PM mode ON)COMMENT
LOWdocs/research/pm-mode-validation-methodology.md183# Step 4: 統計分析COMMENT
LOWdocs/research/pm-mode-validation-methodology.md190# Step 5: 全体平均COMMENT
LOWdocs/Development/installation-flow-understanding.md11# Step 1: パッケージインストールCOMMENT
LOWdocs/Development/installation-flow-understanding.md16# Step 2: セットアップ実行COMMENT
LOW…ent/hypothesis-pm-autonomous-enhancement-2025-10-14.md363### Step 1: pm.md 修正COMMENT
LOW…ent/hypothesis-pm-autonomous-enhancement-2025-10-14.md369### Step 2: テスト作成COMMENT
LOW…ent/hypothesis-pm-autonomous-enhancement-2025-10-14.md375### Step 3: 動作確認COMMENT
LOW…ent/hypothesis-pm-autonomous-enhancement-2025-10-14.md380### Step 4: 学習記録COMMENT
LOWdocs/Development/project-structure-understanding.md127#### Step 1: 既存実装を理解COMMENT
LOWdocs/Development/project-structure-understanding.md144#### Step 2: 改善案をドキュメント化COMMENT
LOWdocs/Development/project-structure-understanding.md158#### Step 3: テストが必要な場合COMMENT
LOWdocs/Development/project-structure-understanding.md174#### Step 4: 本実装COMMENT
LOWdocs/Development/project-structure-understanding.md193#### Step 5: 動作確認COMMENT
LOWdocs/reference/advanced-patterns.md170# Step 1: Structure understandingCOMMENT
LOWdocs/reference/advanced-patterns.md174# Step 2: Identify problem areasCOMMENT
LOWdocs/reference/advanced-patterns.md177# Step 3: Deep dive into specific areasCOMMENT
LOWdocs/reference/advanced-patterns.md180# Step 4: Implementation planCOMMENT
LOWdocs/reference/integration-patterns.md148# Step 1: DesignCOMMENT
LOWdocs/reference/integration-patterns.md151# Step 2: ImplementationCOMMENT
LOWdocs/reference/integration-patterns.md154# Step 3: DocumentationCOMMENT
LOWdocs/reference/integration-patterns.md157# Step 4: TestingCOMMENT
LOWdocs/reference/advanced-workflows.md25# Step 1: Architecture contextCOMMENT
LOWdocs/reference/advanced-workflows.md28# Step 2: Security requirementsCOMMENT
LOWdocs/reference/advanced-workflows.md31# Step 3: Backend implementationCOMMENT
LOWdocs/reference/advanced-workflows.md35# Step 4: Frontend implementationCOMMENT
LOWdocs/reference/advanced-workflows.md39# Step 5: ReviewCOMMENT
LOWdocs/reference/advanced-workflows.md50# Step 1: Problem understandingCOMMENT
LOWdocs/reference/advanced-workflows.md53# Step 2: Expert analysisCOMMENT
LOWdocs/reference/advanced-workflows.md57# Step 3: Solution designCOMMENT
LOWdocs/reference/advanced-workflows.md60# Step 4: ImplementationCOMMENT
LOWdocs/reference/mcp-server-guide.md710# Step 1: Stop all Claude Code sessionsCOMMENT
LOWdocs/reference/mcp-server-guide.md713# Step 2: Backup current stateCOMMENT
LOWdocs/reference/mcp-server-guide.md716# Step 3: Remove all MCP serversCOMMENT
LOWdocs/reference/mcp-server-guide.md719# Step 4: Clear npm cacheCOMMENT
29 more matches not shown…
Hyper-Verbose Identifiers142 hits · 162 pts
SeverityFileLineSnippetContext
LOWKNOWLEDGE.md214def test_component_interaction():CODE
LOWKNOWLEDGE.md239def test_feature_with_empty_input():CODE
LOWKNOWLEDGE.md242def test_feature_with_invalid_data():CODE
LOWKNOWLEDGE.md478def pytest_runtest_makereport(item, call):CODE
LOWplugins/superclaude/scripts/clean_command_names.py75def process_commands_directory(commands_dir: Path) -> int:CODE
LOWplugins/superclaude/commands/recommend.md47def detect_language_and_translate(input_text):CODE
LOWtests/unit/test_cli_install.py17 def test_list_available_commands(self):CODE
LOWtests/unit/test_cli_install.py26 def test_install_commands_to_temp_dir(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py44 def test_install_commands_skip_existing(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py57 def test_install_commands_force_reinstall(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py80 def test_list_installed_commands(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py97 def test_install_commands_creates_target_directory(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py108 def test_available_commands_format(self):CODE
LOWtests/unit/test_cli_install.py121 def test_research_command_exists(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py134 def test_all_expected_commands_available(self):CODE
LOWtests/unit/test_cli_install.py149 def test_install_to_nonexistent_parent(self, tmp_path):CODE
LOWtests/unit/test_cli_install.py158 def test_empty_target_directory_ok(self, tmp_path):CODE
LOWtests/unit/test_reflexion.py37 def test_record_error_with_solution(self):CODE
LOWtests/unit/test_reflexion.py50 def test_get_solution_for_known_error(self):CODE
LOWtests/unit/test_reflexion.py71 def test_error_pattern_matching(self):CODE
LOWtests/unit/test_reflexion.py98 def test_reflexion_memory_persistence(self, temp_memory_dir):CODE
LOWtests/unit/test_reflexion.py111 def test_error_learning_across_sessions(self):CODE
LOWtests/unit/test_reflexion.py139def test_reflexion_marker_integration(reflexion_pattern):CODE
LOWtests/unit/test_reflexion.py159def test_reflexion_with_real_exception():CODE
LOWtests/unit/test_reflection.py80 def test_reflect_specific_task(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py113 def test_reflect_full_context(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py129 def test_reflect_no_past_mistakes(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py136 def test_reflect_with_similar_mistakes(self, engine_with_mistakes):CODE
LOWtests/unit/test_reflection.py145 def test_confidence_threshold(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py152 def test_confidence_above_threshold(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py195 def test_clarity_specific_verbs_boost(self, reflection_engine):CODE
LOWtests/unit/test_parallel.py39 def test_task_can_execute_no_deps(self):CODE
LOWtests/unit/test_parallel.py45 def test_task_can_execute_with_deps_met(self):CODE
LOWtests/unit/test_parallel.py53 def test_task_cannot_execute_deps_unmet(self):CODE
LOWtests/unit/test_parallel.py64 def test_task_can_execute_all_deps_met(self):CODE
LOWtests/unit/test_parallel.py78 def test_plan_independent_tasks(self):CODE
LOWtests/unit/test_parallel.py92 def test_plan_sequential_tasks(self):CODE
LOWtests/unit/test_parallel.py106 def test_plan_mixed_dependencies(self):CODE
LOWtests/unit/test_parallel.py137 def test_plan_speedup_calculation(self):CODE
LOWtests/unit/test_parallel.py150 def test_plan_circular_dependency_detection(self):CODE
LOWtests/unit/test_parallel.py161 def test_execute_returns_results(self):CODE
LOWtests/unit/test_parallel.py177 def test_execute_handles_failures(self):CODE
LOWtests/unit/test_parallel.py200 def test_execute_respects_dependency_order(self):CODE
LOWtests/unit/test_parallel.py227 def test_execute_parallel_speedup(self):CODE
LOWtests/unit/test_parallel.py262 def test_should_parallelize_above_threshold(self):CODE
LOWtests/unit/test_parallel.py267 def test_should_parallelize_below_threshold(self):CODE
LOWtests/unit/test_parallel.py272 def test_should_parallelize_custom_threshold(self):CODE
LOWtests/unit/test_parallel.py277 def test_parallel_file_operations(self):CODE
LOWtests/unit/test_self_check.py15 def test_validate_passing_implementation(self, sample_implementation):CODE
LOWtests/unit/test_self_check.py31 def test_validate_failing_implementation(self, failing_implementation):CODE
LOWtests/unit/test_self_check.py47 def test_check_tests_passing_with_output(self):CODE
LOWtests/unit/test_self_check.py65 def test_check_requirements_met(self):CODE
LOWtests/unit/test_self_check.py86 def test_check_assumptions_verified(self):CODE
LOWtests/unit/test_self_check.py107 def test_check_evidence_exists(self):CODE
LOWtests/unit/test_self_check.py130 def test_detect_hallucinations_tests_without_output(self):CODE
LOWtests/unit/test_self_check.py144 def test_detect_hallucinations_complete_without_evidence(self):CODE
LOWtests/unit/test_self_check.py158 def test_detect_hallucinations_complete_with_failing_tests(self):CODE
LOWtests/unit/test_self_check.py172 def test_detect_hallucinations_ignored_errors(self):CODE
LOWtests/unit/test_self_check.py187 def test_detect_hallucinations_uncertainty_language(self):CODE
LOWtests/unit/test_self_check.py200 def test_format_report_passing(self):CODE
82 more matches not shown…
Modern AI Meta-Vocabulary31 hits · 81 pts
SeverityFileLineSnippetContext
MEDIUMplugins/superclaude/commands/spawn.md64# Enterprise-scale operation with sophisticated orchestrationCOMMENT
MEDIUMplugins/superclaude/commands/pm.md237# PM Agent automatically handles orchestrationCOMMENT
MEDIUMtests/unit/test_self_check.py58 # Tests passed WITHOUT output - should fail (hallucination detection)COMMENT
MEDIUMtests/unit/test_self_check.py136 "test_output": "", # No output - hallucination!CODE
MEDIUMtests/unit/test_self_check.py150 "evidence": None, # No evidence - hallucination!CODE
MEDIUMdocs/research/markdown-to-python-migration-plan.md63# superclaude/modes/orchestration.pyCOMMENT
MEDIUMdocs/research/markdown-to-python-migration-plan.md114 # Enforce orchestration rulesCOMMENT
MEDIUMdocs/research/markdown-to-python-migration-plan.md292# superclaude/modes/orchestration.pyCOMMENT
MEDIUMdocs/research/complete-python-skills-migration.md656# Decorator for automatic orchestrationCOMMENT
MEDIUMdocs/research/complete-python-skills-migration.md664 # Create orchestration modeCOMMENT
MEDIUMdocs/user-guide/commands.md147| [`/sc:spawn`](#scspawn---meta-system-task-orchestration) | Decomposition Epic → Task | `spawn.md` |CODE
MEDIUMdocs/user-guide/commands.md981| [`/sc:spawn`](#scspawn---meta-system-task-orchestration) | Decompose large task | Task hierarchy |CODE
MEDIUMdocs/user-guide/commands.md996| [`/sc:spawn`](#scspawn---meta-system-task-orchestration) | Project Manager | ❌ **No** — only breaks down into tasks |CODE
MEDIUMdocs/user-guide/commands.md1098| "Want to do X, but don't know how to break it down" | [`/sc:spawn`](#scspawn---meta-system-task-orchestration) |CODE
MEDIUMdocs/user-guide/commands.md1509→ See: [`/sc:brainstorm`](#scbrainstorm---interactive-requirements-discovery), [`/sc:business-panel`](#scbusiness-panel-CODE
MEDIUMdocs/user-guide/agents.md790# Optimized (multi-agent coordination)COMMENT
MEDIUMdocs/user-guide/modes.md522# Check if task complexity justifies orchestrationCOMMENT
MEDIUMdocs/architecture/SKILLS_CLEANUP.md129# orchestration-mode → 使ってるCOMMENT
MEDIUMdocs/user-guide-jp/agents.md855# Optimized (multi-agent coordination)COMMENT
MEDIUMdocs/user-guide-jp/modes.md196[](https://github.com/khayashi4337/SuperClaude_Framework/blob/master/docs/user-guide/modes.md#-orchestration-mode---inteCODE
MEDIUMdocs/user-guide-jp/modes.md562# Check if task complexity justifies orchestrationCOMMENT
MEDIUMdocs/developer-guide/technical-architecture.md44├── MODE_Task_Management.md # Task orchestration modeCODE
MEDIUMdocs/developer-guide/technical-architecture.md65│ └── wave-orchestrator.md # Wave orchestration patternsCODE
MEDIUMdocs/developer-guide/technical-architecture.md134@MODE_Task_Management.md # Task orchestration modeCODE
MEDIUMdocs/reference/advanced-patterns.md10- [Multi-Agent Context Patterns](#multi-agent-context-patterns) - Combining multiple specialist contextsCODE
MEDIUMdocs/reference/examples-cookbook.md1041. **Agents**: Understand [Multi-Agent Patterns](./advanced-workflows.md#multi-agent-collaboration-patterns)CODE
MEDIUMdocs/reference/examples-cookbook.md1063. **Orchestration**: Master [Advanced Orchestration](./advanced-workflows.md#advanced-orchestration-patterns)CODE
MEDIUMsrc/superclaude/pm_agent/self_check.py102 # Additional: Check for hallucination red flagsCOMMENT
MEDIUMsrc/superclaude/pm_agent/self_check.py120 # Require actual test output (anti-hallucination)COMMENT
MEDIUMsrc/superclaude/commands/spawn.md64# Enterprise-scale operation with sophisticated orchestrationCOMMENT
MEDIUMsrc/superclaude/commands/pm.md237# PM Agent automatically handles orchestrationCOMMENT
Redundant / Tautological Comments24 hits · 36 pts
SeverityFileLineSnippetContext
LOWinstall.sh182 # Check if pyproject.toml existsCOMMENT
LOWinstall.sh203 # Check if superclaude command is availableCOMMENT
LOWplugins/superclaude/scripts/clean_command_names.py59 # Check if modification is neededCOMMENT
LOWplugins/superclaude/scripts/clean_command_names.py101 # Read file contentCOMMENT
LOWtests/unit/test_token_budget.py54 # Check if usage tracking is availableCOMMENT
LOWtests/integration/test_pytest_plugin.py115 # Check if integration marker was auto-appliedCOMMENT
LOWscripts/sync_from_framework.py230 # Check if file exists with different name (needs git mv)COMMENT
LOWscripts/sync_from_framework.py431 # Check if configurations differCOMMENT
LOWscripts/publish.sh40# Check if Python script existsCOMMENT
LOWscripts/uninstall_legacy.sh16# Check if .claude directory existsCOMMENT
LOWsrc/superclaude/pm_agent/confidence.py205 # Check if context contains reference URLs or documentation linksCOMMENT
LOWsrc/superclaude/pm_agent/confidence.py210 # Check if docs/research directory has relevant analysisCOMMENT
LOWsrc/superclaude/cli/install_skill.py39 # Check if skill already installedCOMMENT
LOWsrc/superclaude/cli/install_commands.py50 # Check if already existsCOMMENT
LOWsrc/superclaude/cli/main.py243 # Display resultsCOMMENT
LOWsrc/superclaude/cli/doctor.py56 # Check if superclaude plugin is loadedCOMMENT
LOWsrc/superclaude/cli/doctor.py131 # Check if package is importableCOMMENT
LOWsrc/superclaude/cli/install_mcp.py510 # Check if already set in environmentCOMMENT
LOWsrc/superclaude/cli/install_mcp.py546 # Check if already installedCOMMENT
LOWsrc/superclaude/cli/install_mcp.py637 # Check if installedCOMMENT
LOWsrc/superclaude/execution/self_correction.py314 # Check if similar failure exists (increment recurrence)COMMENT
LOWsrc/superclaude/execution/reflection.py296 # Check if context providedCOMMENT
LOWsrc/superclaude/scripts/clean_command_names.py59 # Check if modification is neededCOMMENT
LOWsrc/superclaude/scripts/clean_command_names.py101 # Read file contentCOMMENT
Excessive Try-Catch Wrapping28 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUMplugins/superclaude/scripts/clean_command_names.py86 print(f"Error: Directory not found: {commands_dir}", file=sys.stderr)CODE
LOWplugins/superclaude/scripts/clean_command_names.py115 except Exception as e:CODE
LOWplugins/superclaude/scripts/clean_command_names.py159 except Exception as e:CODE
LOW…s/research/research_installer_improvements_20251017.md226except Exception as e:CODE
LOWdocs/research/complete-python-skills-migration.md170 except Exception:CODE
LOWdocs/research/complete-python-skills-migration.md203 except Exception as e:CODE
LOWscripts/sync_from_framework.py582 except Exception as e:CODE
MEDIUMscripts/ab_test_workflows.py34 print(f"Error: {self.metrics_file} not found")CODE
LOWscripts/uninstall_legacy.sh93except Exception as e:CODE
LOWsrc/superclaude/cli/install_skill.py54 except Exception as e:CODE
LOWsrc/superclaude/cli/install_commands.py59 except Exception as e:CODE
LOWsrc/superclaude/cli/install_commands.py233 except Exception as e:CODE
LOWsrc/superclaude/cli/doctor.py73 except Exception as e:CODE
LOWsrc/superclaude/cli/install_mcp.py233 except Exception as e:CODE
LOWsrc/superclaude/cli/install_mcp.py304 except Exception as e:CODE
LOWsrc/superclaude/cli/install_mcp.py383 except Exception:STRING
LOWsrc/superclaude/cli/install_mcp.py420 except Exception as e:STRING
LOWsrc/superclaude/cli/install_mcp.py608 except Exception as e:CODE
LOWsrc/superclaude/execution/self_correction.py217 except Exception as e:CODE
LOWsrc/superclaude/execution/self_correction.py353 except Exception:CODE
LOWsrc/superclaude/execution/self_correction.py384 except Exception:CODE
LOWsrc/superclaude/execution/reflection.py272 except Exception as e:CODE
LOWsrc/superclaude/execution/reflection.py370 except Exception as e:CODE
LOWsrc/superclaude/execution/__init__.py186 except Exception as e:CODE
LOWsrc/superclaude/execution/parallel.py227 except Exception as e:CODE
MEDIUMsrc/superclaude/scripts/clean_command_names.py86 print(f"Error: Directory not found: {commands_dir}", file=sys.stderr)CODE
LOWsrc/superclaude/scripts/clean_command_names.py115 except Exception as e:CODE
LOWsrc/superclaude/scripts/clean_command_names.py159 except Exception as e:CODE
Magic Placeholder Names3 hits · 22 pts
SeverityFileLineSnippetContext
HIGHdocs/user-guide/mcp-installation.md77export TAVILY_API_KEY="your-api-key-here"CODE
HIGHdocs/user-guide/mcp-installation.md78export TWENTYFIRST_API_KEY="your-api-key-here"CODE
HIGHdocs/user-guide/mcp-installation.md79export MORPH_API_KEY="your-api-key-here"CODE
Verbosity Indicators8 hits · 18 pts
SeverityFileLineSnippetContext
LOWscripts/sync_from_framework.py521 # Step 1: Clone FrameworkCOMMENT
LOWscripts/sync_from_framework.py529 # Step 2: Snapshot protected files BEFORE any changesCOMMENT
LOWscripts/sync_from_framework.py532 # Step 3: Create backupCOMMENT
LOWscripts/sync_from_framework.py535 # Step 4: Transform and sync contentCOMMENT
LOWscripts/sync_from_framework.py538 # Step 5: Verify protected files were NOT touchedCOMMENT
LOWscripts/sync_from_framework.py541 # Step 6: Generate plugin.jsonCOMMENT
LOWscripts/sync_from_framework.py544 # Step 7: Merge MCP configurationsCOMMENT
LOWscripts/sync_from_framework.py547 # Step 8: Validate sync resultsCOMMENT
Unused Imports17 hits · 17 pts
SeverityFileLineSnippetContext
LOWtests/unit/test_parallel.py12CODE
LOWtests/unit/test_parallel.py12CODE
LOWtests/integration/test_execution_engine.py8CODE
LOWscripts/build_superclaude_plugin.py9CODE
LOWsrc/superclaude/__init__.py12CODE
LOWsrc/superclaude/__init__.py13CODE
LOWsrc/superclaude/__init__.py14CODE
LOWsrc/superclaude/pm_agent/__init__.py11CODE
LOWsrc/superclaude/pm_agent/__init__.py12CODE
LOWsrc/superclaude/pm_agent/__init__.py13CODE
LOWsrc/superclaude/cli/__init__.py10CODE
LOWsrc/superclaude/execution/__init__.py22CODE
LOWsrc/superclaude/execution/__init__.py22CODE
LOWsrc/superclaude/execution/__init__.py29CODE
LOWsrc/superclaude/execution/__init__.py29CODE
LOWsrc/superclaude/execution/__init__.py30CODE
LOWsrc/superclaude/execution/__init__.py30CODE
Over-Commented Block14 hits · 14 pts
SeverityFileLineSnippetContext
LOWREADME-kr.md141```COMMENT
LOWinstall.sh1#!/bin/bashCOMMENT
LOWREADME-ja.md141COMMENT
LOWREADME-zh.md141COMMENT
LOWplugins/superclaude/commands/spec-panel.md321# Collaborative requirements analysis and improvementCOMMENT
LOWdocs/research/skills-migration-test.md61```bashCOMMENT
LOWdocs/memory/WORKFLOW_METRICS_SCHEMA.md201COMMENT
LOWdocs/developer-guide/testing-debugging.md81### Verify Import SystemCOMMENT
LOWdocs/reference/integration-patterns.md21# React development with appropriate contextCOMMENT
LOWdocs/reference/mcp-server-guide.md601# Symptoms: Uneven load distribution across MCP serversCOMMENT
LOWdocs/reference/basic-examples.md221# Step 3: Implement solutionsCOMMENT
LOWdocs/reference/basic-examples.md261# Output: Product Requirements Document (PRD) with clear specificationsCOMMENT
LOWscripts/sync_from_framework.py461 # What to pull from Framework and transform for Plugin distribution.COMMENT
LOWsrc/superclaude/commands/spec-panel.md321# Collaborative requirements analysis and improvementCOMMENT
Decorative Section Separators4 hits · 12 pts
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MEDIUMscripts/sync_from_framework.py460 # ── SYNC MAPPINGS ──────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync_from_framework.py470 # ── PROTECTED PATHS ────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync_from_framework.py601 # ── Protection helpers ─────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync_from_framework.py663 # ── Core sync workflow ─────────────────────────────────────────────────────COMMENT
Deep Nesting10 hits · 8 pts
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LOWscripts/sync_from_framework.py188CODE
LOWscripts/sync_from_framework.py610CODE
LOWscripts/sync_from_framework.py700CODE
LOWscripts/analyze_workflow_metrics.py120CODE
LOWsrc/superclaude/pm_agent/reflexion.py217CODE
LOWsrc/superclaude/pm_agent/reflexion.py349CODE
LOWsrc/superclaude/cli/install_mcp.py172CODE
LOWsrc/superclaude/cli/install_mcp.py433CODE
LOWsrc/superclaude/cli/install_mcp.py650CODE
LOWsrc/superclaude/execution/__init__.py47CODE
Modern Structural Boilerplate5 hits · 4 pts
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LOWscripts/sync_from_framework.py39logger = logging.getLogger(__name__)CODE
LOWsrc/superclaude/__init__.py16__all__ = [CODE
LOWsrc/superclaude/pm_agent/__init__.py15__all__ = [CODE
LOWsrc/superclaude/cli/__init__.py12__all__ = ["main"]CODE
LOWsrc/superclaude/execution/__init__.py32__all__ = [CODE
Self-Referential Comments1 hit · 3 pts
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MEDIUMsrc/superclaude/cli/install_mcp.py266 # Create a minimal default config so the gateway can startCOMMENT
TODO Padding2 hits · 2 pts
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LOWplugins/superclaude/core/RULES.md87❌ **Wrong**: `// TODO: implement tax calculation`CODE
LOWsrc/superclaude/core/RULES.md87❌ **Wrong**: `// TODO: implement tax calculation`CODE
Example Usage Blocks1 hit · 2 pts
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LOWinstall.sh14# Usage:COMMENT
AI Slop Vocabulary1 hit · 1 pts
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MEDIUMscripts/analyze_workflow_metrics.py217 """Generate comprehensive analysis report"""STRING