AI Slop Code RIsk Monitor

SuperClaude-Org/SuperClaude_Framework

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

7.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for SuperClaude-Org/SuperClaude_Framework, a Python project with 23,909 GitHub stars. SynthScan examined 84,864 lines of code across 399 source files, recording 386 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 7.3 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

7.3
Adjusted Signal
7.3
Raw Pattern Score
100%
Time Factor
2026-09-27
Last Push
23.9K
Stars
Python
Language
84.9K
Lines of Code
399
Files
386
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 25.8/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 326 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 13.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 188 finding(s).

PR Review Velocity Impact 26.0/100 · MEDIUM

Which changes need focused human review? 386 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 9MEDIUM 40LOW 337

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 386 distinct pattern matches across 17 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Structural Annotation Overuse89 hits · 177 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
LOW⚡docs/PR_STRATEGY.md242### Step 1: Uninstall Old VersionCOMMENT
LOW⚡docs/PR_STRATEGY.md248### Step 2: Install New VersionCOMMENT
LOW⚡docs/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
LOW⚡docs/research/pm-mode-validation-methodology.md102# Step 1: エラー追跡システム有効化COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md105# Step 2: 通常業務でClaude Code使用(4週間)COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md109# Step 3: 分析実行COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md112# Step 4: 結果評価COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md160# Step 1: タスク準備COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md167# Step 2: ベースライン測定(PM mode OFF)COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md175# Step 3: PM mode測定(PM mode ON)COMMENT
LOW⚡docs/research/pm-mode-validation-methodology.md183# Step 4: 統計分析COMMENT
LOW⚡docs/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
LOW⚡docs/reference/advanced-patterns.md170# Step 1: Structure understandingCOMMENT
LOW⚡docs/reference/advanced-patterns.md174# Step 2: Identify problem areasCOMMENT
LOW⚡docs/reference/advanced-patterns.md177# Step 3: Deep dive into specific areasCOMMENT
LOW⚡docs/reference/advanced-patterns.md180# Step 4: Implementation planCOMMENT
LOW⚡docs/reference/integration-patterns.md148# Step 1: DesignCOMMENT
LOW⚡docs/reference/integration-patterns.md151# Step 2: ImplementationCOMMENT
LOW⚡docs/reference/integration-patterns.md154# Step 3: DocumentationCOMMENT
LOW⚡docs/reference/integration-patterns.md157# Step 4: TestingCOMMENT
LOW⚡docs/reference/advanced-workflows.md25# Step 1: Architecture contextCOMMENT
LOW⚡docs/reference/advanced-workflows.md28# Step 2: Security requirementsCOMMENT
LOW⚡docs/reference/advanced-workflows.md31# Step 3: Backend implementationCOMMENT
LOW⚡docs/reference/advanced-workflows.md35# Step 4: Frontend implementationCOMMENT
LOW⚡docs/reference/advanced-workflows.md39# Step 5: ReviewCOMMENT
LOW⚡docs/reference/advanced-workflows.md50# Step 1: Problem understandingCOMMENT
LOW⚡docs/reference/advanced-workflows.md53# Step 2: Expert analysisCOMMENT
LOW⚡docs/reference/advanced-workflows.md57# Step 3: Solution designCOMMENT
LOW⚡docs/reference/advanced-workflows.md60# Step 4: ImplementationCOMMENT
LOW⚡docs/reference/mcp-server-guide.md710# Step 1: Stop all Claude Code sessionsCOMMENT
LOW⚡docs/reference/mcp-server-guide.md713# Step 2: Backup current stateCOMMENT
LOW⚡docs/reference/mcp-server-guide.md716# Step 3: Remove all MCP serversCOMMENT
LOW⚡docs/reference/mcp-server-guide.md719# Step 4: Clear npm cacheCOMMENT
29 more matches not shown…
Hyper-Verbose Identifiers145 hits · 165 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.py117 def test_reflect_full_context(self, reflection_engine):CODE
LOW⚡tests/unit/test_reflection.py133 def test_reflect_no_past_mistakes(self, reflection_engine):CODE
LOW⚡tests/unit/test_reflection.py140 def test_reflect_with_similar_mistakes(self, engine_with_mistakes):CODE
LOW⚡tests/unit/test_reflection.py149 def test_confidence_threshold(self, reflection_engine):CODE
LOW⚡tests/unit/test_reflection.py156 def test_confidence_above_threshold(self, reflection_engine):CODE
LOWtests/unit/test_reflection.py199 def test_clarity_specific_verbs_boost(self, reflection_engine):CODE
LOWtests/unit/test_install_mcp_registry.py23 def test_api_key_env_is_one_the_package_reads(self):CODE
LOWtests/unit/test_install_mcp_registry.py26 def test_bundled_configs_use_the_same_env_var(self):CODE
LOW⚡tests/unit/test_parallel.py37 def test_task_can_execute_no_deps(self):CODE
LOW⚡tests/unit/test_parallel.py43 def test_task_can_execute_with_deps_met(self):CODE
LOW⚡tests/unit/test_parallel.py51 def test_task_cannot_execute_deps_unmet(self):CODE
LOWtests/unit/test_parallel.py62 def test_task_can_execute_all_deps_met(self):CODE
LOWtests/unit/test_parallel.py76 def test_plan_independent_tasks(self):CODE
LOWtests/unit/test_parallel.py90 def test_plan_sequential_tasks(self):CODE
LOWtests/unit/test_parallel.py104 def test_plan_mixed_dependencies(self):CODE
LOWtests/unit/test_parallel.py135 def test_plan_speedup_calculation(self):CODE
LOWtests/unit/test_parallel.py148 def test_plan_circular_dependency_detection(self):CODE
LOWtests/unit/test_parallel.py159 def test_execute_returns_results(self):CODE
LOWtests/unit/test_parallel.py178 def test_execute_handles_failures(self):CODE
LOWtests/unit/test_parallel.py201 def test_execute_respects_dependency_order(self):CODE
LOWtests/unit/test_parallel.py233 def test_execute_parallel_speedup(self):CODE
LOW⚡tests/unit/test_parallel.py268 def test_should_parallelize_above_threshold(self):CODE
LOW⚡tests/unit/test_parallel.py273 def test_should_parallelize_below_threshold(self):CODE
LOW⚡tests/unit/test_parallel.py278 def test_should_parallelize_custom_threshold(self):CODE
LOW⚡tests/unit/test_parallel.py283 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
LOW⚡tests/unit/test_self_check.py130 def test_detect_hallucinations_tests_without_output(self):CODE
LOW⚡tests/unit/test_self_check.py144 def test_detect_hallucinations_complete_without_evidence(self):CODE
LOW⚡tests/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
85 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
MEDIUM⚡tests/unit/test_self_check.py136 "test_output": "", # No output - hallucination!CODE
MEDIUM⚡tests/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
LOW⚡tests/unit/test_token_budget.py54 # Check if usage tracking is availableCOMMENT
LOW⚡tests/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.py209 # Check if context contains reference URLs or documentation linksCOMMENT
LOWsrc/superclaude/pm_agent/confidence.py214 # 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
Empty Error Handlers6 hits · 30 pts
SeverityFileLineSnippetContext
HIGHtests/integration/test_execution_engine.py149except RuntimeError:CODE
HIGHscripts/sync_from_framework.py719except json.JSONDecodeError:CODE
HIGHsrc/superclaude/pm_agent/reflexion.py216except (CODE
HIGHsrc/superclaude/pm_agent/reflexion.py222except FileNotFoundError:CODE
HIGHsrc/superclaude/cli/install_mcp.py383except Exception:CODE
HIGHsrc/superclaude/cli/install_mcp.py462except (ValueError, IndexError):CODE
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__.py190 except Exception as e:CODE
LOWsrc/superclaude/execution/parallel.py231 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
HIGH⚡docs/user-guide/mcp-installation.md77export TAVILY_API_KEY="your-api-key-here"CODE
HIGH⚡docs/user-guide/mcp-installation.md78export TWENTY_FIRST_API_KEY="your-api-key-here"CODE
HIGH⚡docs/user-guide/mcp-installation.md79export MORPH_API_KEY="your-api-key-here"CODE
Verbosity Indicators8 hits · 18 pts
SeverityFileLineSnippetContext
LOW⚡scripts/sync_from_framework.py521 # Step 1: Clone FrameworkCOMMENT
LOW⚡scripts/sync_from_framework.py529 # Step 2: Snapshot protected files BEFORE any changesCOMMENT
LOW⚡scripts/sync_from_framework.py532 # Step 3: Create backupCOMMENT
LOW⚡scripts/sync_from_framework.py535 # Step 4: Transform and sync contentCOMMENT
LOW⚡scripts/sync_from_framework.py538 # Step 5: Verify protected files were NOT touchedCOMMENT
LOW⚡scripts/sync_from_framework.py541 # Step 6: Generate plugin.jsonCOMMENT
LOW⚡scripts/sync_from_framework.py544 # Step 7: Merge MCP configurationsCOMMENT
LOW⚡scripts/sync_from_framework.py547 # Step 8: Validate sync resultsCOMMENT
Unused Imports14 hits · 14 pts
SeverityFileLineSnippetContext
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
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LOWREADME-kr.md141```COMMENT
LOWinstall.sh1#!/bin/bashCOMMENT
LOWREADME-ja.md141COMMENT
LOWREADME-zh.md141COMMENT
LOWplugins/superclaude/commands/spec-panel.md321/sc:spec-panel "user story content" --mode discussion --experts "wiegers,adzic,cockburn"COMMENT
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/sc:spec-panel "user story content" --mode discussion --experts "wiegers,adzic,cockburn"COMMENT
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.py227CODE
LOWsrc/superclaude/pm_agent/reflexion.py359CODE
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