Pattern Findings

The scanner identified 323 distinct pattern matches across 14 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 Overuse102 hits · 181 pts

Severity	File	Line	Snippet	Context
LOW	research/GITHUB_ISSUE_TREE.md	463	### Step 1: Create the Epic (Top-Down Approach)	COMMENT
LOW	research/GITHUB_ISSUE_TREE.md	481	### Step 2: Create Story Issues	COMMENT
LOW	research/GITHUB_ISSUE_TREE.md	513	### Step 3: Link Stories to Epic	COMMENT
LOW	research/GITHUB_ISSUE_TREE.md	536	### Step 4: Create Task Issues	COMMENT
LOW	research/GITHUB_ISSUE_TREE.md	561	### Step 5: Link Tasks to Story	COMMENT
LOW	research/GITHUB_ISSUE_TREE.md	585	### Step 6: Work the Tasks	COMMENT
LOW⚡	references/common-ground/assumption-classification.md	105	### Step 1: Identify Source	COMMENT
LOW⚡	references/common-ground/assumption-classification.md	115	### Step 2: Assess Evidence Strength	COMMENT
LOW⚡	references/common-ground/assumption-classification.md	124	### Step 3: Consider Impact	COMMENT
LOW⚡	references/common-ground/reasoning-graph.md	135	### Step 1: Identify Root Task	COMMENT
LOW⚡	references/common-ground/reasoning-graph.md	143	### Step 2: Map Major Decisions	COMMENT
LOW⚡	references/common-ground/reasoning-graph.md	149	### Step 3: Build Decision Tree	COMMENT
LOW	references/common-ground/reasoning-graph.md	161	### Step 4: Add Leaf Implementations	COMMENT
LOW	references/common-ground/reasoning-graph.md	172	### Step 5: Mark Uncertainty	COMMENT
LOW	references/common-ground/reasoning-graph.md	181	### Step 6: Apply Styling	COMMENT
LOW	docs/local_skill_development.md	36	### Step 1: Identify Your Paths	COMMENT
LOW	docs/local_skill_development.md	52	### Step 2: Back Up the Cached Version	COMMENT
LOW	docs/local_skill_development.md	59	### Step 3: Create Symlink to Working Copy	COMMENT
LOW	docs/local_skill_development.md	70	### Step 4: Verify	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	91	### Step 1: Create Environment File	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	99	### Step 2: Configure Environment Variables	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	145	### Step 3: Verify .gitignore	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	158	### Step 1: Create MCP Configuration File	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	180	### Step 2: Pull the Docker Image	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	240	### Step 1: Test Docker Connectivity	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	248	### Step 2: Test with Claude Code	COMMENT
LOW	docs/ATLASSIAN_MCP_SETUP.md	268	### Step 3: Verify Specific Operations	COMMENT
LOW	commands/project/execution/complete-ticket.md	13	## Step 1: Identify Ticket and Context	COMMENT
LOW	commands/project/execution/complete-ticket.md	30	## Step 2: Gather Completion Details	COMMENT
LOW	commands/project/execution/complete-ticket.md	64	## Step 3: Confirm Before Finalizing	COMMENT
LOW	commands/project/execution/complete-ticket.md	88	## Step 4: Execute Finalization	COMMENT
LOW	commands/project/execution/complete-ticket.md	130	## Step 5: Confirm Completion	COMMENT
LOW	…s/fine-tuning-expert/references/dataset-preparation.md	339	# Step 1: Exact deduplication on input	COMMENT
LOW	…s/fine-tuning-expert/references/dataset-preparation.md	343	# Step 2: Fuzzy deduplication on output	COMMENT
LOW	…ls/code-documenter/references/user-guides-tutorials.md	66	## Step 1: Set Up the Project	COMMENT
LOW	…ls/code-documenter/references/user-guides-tutorials.md	76	## Step 2: Fetch Users	COMMENT
LOW	…ls/code-documenter/references/user-guides-tutorials.md	95	## Step 3: Create the Component	COMMENT
LOW	…ls/code-documenter/references/user-guides-tutorials.md	138	## Step 4: Test It	COMMENT
LOW	skills/spec-miner/references/analysis-process.md	3	## Step 1: Project Structure	COMMENT
LOW⚡	skills/spec-miner/references/analysis-process.md	17	## Step 2: Data Models	COMMENT
LOW⚡	skills/spec-miner/references/analysis-process.md	27	## Step 3: Business Logic	COMMENT
LOW⚡	skills/spec-miner/references/analysis-process.md	35	## Step 4: Authentication & Security	COMMENT
LOW⚡	skills/spec-miner/references/analysis-process.md	44	## Step 5: External Integrations	COMMENT
LOW⚡	skills/spec-miner/references/analysis-process.md	53	## Step 6: Configuration	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	209	## Step 1: Understand the problem	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	212	## Step 2: Identify relevant information	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	215	## Step 3: Plan the approach	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	218	## Step 4: Execute the solution	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	221	## Step 5: Verify the answer	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	245	### Step 1: Trace the execution path	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	251	### Step 2: Identify the root cause	COMMENT
LOW⚡	skills/prompt-engineer/references/prompt-patterns.md	255	### Step 3: Propose fix	COMMENT
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	70	# Step 1: Extract interface	COMMENT
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	78	# Step 2: Adapter for legacy code	COMMENT
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	89	# Step 3: New implementation	COMMENT
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	107	# Step 4: Feature flag routing	COMMENT
LOW	…s/legacy-modernizer/references/migration-strategies.md	73	# Step 1: EXPAND - Add new column (nullable or default value)	COMMENT
LOW	…s/legacy-modernizer/references/migration-strategies.md	78	# Step 2: WRITE BOTH - Application writes to both old and new	COMMENT
LOW⚡	…s/legacy-modernizer/references/migration-strategies.md	93	# Step 3: MIGRATE - Backfill existing data	COMMENT
LOW⚡	…s/legacy-modernizer/references/migration-strategies.md	100	# Step 4: READ NEW - Application reads from new column	COMMENT
42 more matches not shown…

Fake / Example Data88 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/test-makefile.sh	56	echo "placeholder" > "$CACHE_DIR/SKILL.md"	CODE
LOW	skills/database-optimizer/references/mysql-tuning.md	258	SELECT name, created_at FROM users WHERE email = 'user@example.com';	CODE
LOW	skills/database-optimizer/references/mysql-tuning.md	263	WHERE email = 'user@example.com';	CODE
LOW	…ills/database-optimizer/references/index-strategies.md	97	WHERE email = 'user@example.com';	CODE
LOW⚡	…ullstack-guardian/references/deliverables-checklist.md	125	"email": "user@example.com",	CODE
LOW⚡	…ullstack-guardian/references/deliverables-checklist.md	126	"name": "John Doe",	CODE
LOW⚡	…ullstack-guardian/references/deliverables-checklist.md	133	"email": "user@example.com",	CODE
LOW⚡	…ullstack-guardian/references/deliverables-checklist.md	134	"name": "John Doe",	CODE
LOW	…ullstack-guardian/references/deliverables-checklist.md	197	name: 'John Doe',	CODE
LOW	…lls/fullstack-guardian/references/frontend-patterns.md	317	await user.type(screen.getByLabelText(/name/i), 'John Doe');	CODE
LOW	…lls/fullstack-guardian/references/frontend-patterns.md	323	name: 'John Doe',	CODE
LOW	skills/wordpress-pro/references/plugin-architecture.md	800	['core/paragraph', ['placeholder' => 'Product description...']],	CODE
LOW	…/code-documenter/references/api-docs-nestjs-express.md	62	example: 'John Doe',	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	27	example: "user@example.com"	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	225	@example "user@example.com"	STRING
LOW	…lls/code-documenter/references/interactive-api-docs.md	231	@example "John Doe"	STRING
LOW	…lls/code-documenter/references/interactive-api-docs.md	415	name="John Doe",	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	427	name: 'John Doe',	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	439	Name: "John Doe",	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	454	name: 'John Doe',	CODE
LOW	…lls/code-documenter/references/interactive-api-docs.md	501	name: 'John Doe',	CODE
LOW	…/code-documenter/references/api-docs-fastapi-django.md	16	name: str = Field(..., min_length=1, max_length=100, example="John Doe")	CODE
LOW	skills/kotlin-specialist/references/dsl-idioms.md	132	name = "John Doe"	CODE
LOW	skills/kotlin-specialist/references/dsl-idioms.md	205	val email = "user@example.com"	CODE
LOW	skills/fastapi-expert/references/pydantic-v2.md	88	"example": {"email": "user@example.com", "username": "johndoe"}	CODE
LOW	skills/golang-pro/references/testing.md	143	err := service.Register("user@example.com")	CODE
LOW	skills/golang-pro/references/testing.md	153	if email.To != "user@example.com" {	CODE
LOW	skills/salesforce-developer/references/soql-sosl.md	442	FIND '555-1234' IN PHONE FIELDS	CODE
LOW	skills/swift-expert/references/testing-patterns.md	24	let name = "John Doe"	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	226	assert validate_email("user@example.com") is True	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	240	assert validate_email("user@example.com") is True	CODE
LOW	skills/api-designer/references/rest-patterns.md	58	"name": "John Doe",	CODE
LOW	skills/api-designer/references/rest-patterns.md	115	"name": "John Doe",	CODE
LOW	skills/api-designer/references/rest-patterns.md	170	"name": "John Doe",	CODE
LOW	skills/api-designer/references/rest-patterns.md	186	"name": "John Doe",	CODE
LOW	skills/api-designer/references/versioning.md	214	"name": "John Doe"	CODE
LOW	skills/api-designer/references/versioning.md	274	"name": "John Doe",	CODE
LOW	skills/api-designer/references/error-handling.md	197	"name": "John Doe"	CODE
LOW	skills/api-designer/references/openapi.md	587	example: "user@example.com"	CODE
LOW	skills/api-designer/references/openapi.md	771	"name": "John Doe",	CODE
LOW	skills/angular-architect/references/testing.md	18	{ id: '1', name: 'John Doe', email: 'john@example.com' },	CODE
LOW	skills/angular-architect/references/testing.md	59	expect(userElements[0].textContent).toContain('John Doe');	CODE
LOW	skills/typescript-pro/references/type-guards.md	271	const email: Email = createEmail('user@example.com');	CODE
LOW	skills/php-pro/references/testing-quality.md	117	['user@example.com'],	CODE
LOW	skills/test-master/references/performance-testing.md	70	email: 'test@test.com',	CODE
LOW	skills/test-master/references/integration-testing.md	13	.send({ email: 'test@test.com', name: 'Test' })	CODE
LOW	skills/test-master/references/integration-testing.md	17	email: 'test@test.com',	CODE
LOW	skills/test-master/references/integration-testing.md	49	.send({ email: 'test@test.com', password: '<test-password>' });	CODE
LOW	skills/test-master/references/integration-testing.md	78	email: 'test@test.com',	CODE
LOW	skills/nestjs-expert/SKILL.md	53	@ApiProperty({ example: 'user@example.com' })	CODE
LOW	skills/nestjs-expert/SKILL.md	169	mockRepo.findOneBy.mockResolvedValue({ id: 1, email: 'user@example.com' });	CODE
LOW	skills/nestjs-expert/SKILL.md	171	service.create({ email: 'user@example.com', password: '<test-password>' }),	CODE
LOW	skills/nestjs-expert/references/testing-patterns.md	44	const dto = { email: 'test@test.com', password: '<test-password>', name: 'Test' };	CODE
LOW	skills/nestjs-expert/references/testing-patterns.md	60	const user = { id: '1', email: 'test@test.com' };	CODE
LOW	skills/nestjs-expert/references/testing-patterns.md	100	const dto = { email: 'test@test.com', password: '<test-password>', name: 'Test' };	CODE
LOW	skills/nestjs-expert/references/testing-patterns.md	132	.send({ email: 'test@test.com', password: '<test-password>' });	CODE
LOW	skills/nestjs-expert/references/dtos-validation.md	15	@ApiProperty({ example: 'user@example.com' })	CODE
LOW	…ills/kubernetes-specialist/references/configuration.md	115	"email": "user@example.com",	CODE
LOW	skills/python-pro/references/testing.md	119	("user@example.com", True),	CODE
LOW	skills/python-pro/references/testing.md	173	service.register("user@example.com")	CODE
28 more matches not shown…

Hyper-Verbose Identifiers58 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	scripts/migrate-frontmatter.py	253	def add_related_skills_to_frontmatter(content: str, related_skills: str) -> str:	CODE
LOW	…fine-tuning-expert/references/hyperparameter-tuning.md	114	def calculate_training_config(	CODE
LOW	…s/fine-tuning-expert/references/dataset-preparation.md	102	def format_instruction_prompt(	CODE
LOW	skills/microservices-architect/references/patterns.md	549	async def get_product_recommendations(user_id):	CODE
LOW	skills/fastapi-expert/references/testing-async.md	99	async def test_protected_endpoint_no_auth(client: AsyncClient):	CODE
LOW	skills/fastapi-expert/references/testing-async.md	120	async def test_get_user_not_found_service(db: AsyncSession):	CODE
LOW	skills/prompt-engineer/references/system-prompts.md	479	def test_injection_resistance(system_prompt: str) -> dict:	CODE
LOW	skills/swift-expert/references/async-concurrency.md	120	class DataManager {	CODE
LOW	skills/swift-expert/references/memory-performance.md	94	class DataManager {	CODE
LOW	skills/legacy-modernizer/SKILL.md	98	def test_order_status_golden_master(order_id, expected_status):	CODE
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	230	async def legacy_user_registration_handler(user_data):	CODE
LOW	…ills/legacy-modernizer/references/system-assessment.md	178	def find_circular_dependencies(dependencies: dict):	CODE
LOW	…ills/legacy-modernizer/references/system-assessment.md	203	def generate_dependency_graph(dependencies: dict, output_file: str):	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	27	def test_domestic_lightweight(self):	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	40	def test_priority_international_heavy(self):	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	97	def test_report_hash_unchanged(self):	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	109	def test_monthly_report_approval():	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	238	def test_validate_email_comprehensive():	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	318	def test_process_order_negative_total():	CODE
LOW	skills/legacy-modernizer/references/legacy-testing.md	358	def test_legacy_user_creation(legacy_db):	STRING
LOW	skills/sre-engineer/references/slo-sli-management.md	14	def calculate_availability_sli(metrics):	CODE
LOW	skills/sre-engineer/references/automation-toil.md	431	def test_disk_cleanup_success(self, mock_run):	CODE
LOW	skills/sre-engineer/references/automation-toil.md	441	def test_service_restart_with_retry(self, mock_run):	CODE
LOW	skills/php-pro/references/testing-quality.md	34	public function testCreateUserSuccessfully(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	59	public function testCreateUserThrowsExceptionWhenEmailExists(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	153	public function testUserCanViewTheirProfile(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	168	public function testUserCanUpdateTheirProfile(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	185	public function testUnauthorizedUserCannotAccessProfile(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	192	public function testValidationFailsWithInvalidData(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	372	public function testSendsNotificationToActiveUsers(): void	CODE
LOW	skills/php-pro/references/testing-quality.md	388	public function testHandlesEmailServiceFailure(): void	CODE
LOW	skills/test-master/references/unit-testing.md	52	async def test_get_user_returns_user(self, service, mock_repo):	CODE
LOW	skills/test-master/references/unit-testing.md	60	async def test_get_user_raises_not_found(self, service, mock_repo):	CODE
LOW	skills/django-expert/SKILL.md	123	def test_create_requires_auth(self):	CODE
LOW	skills/django-expert/SKILL.md	127	def test_create_authenticated(self):	CODE
LOW	skills/django-expert/references/testing-django.md	34	def test_create_product_authenticated(self):	CODE
LOW	skills/django-expert/references/testing-django.md	49	def test_create_product_unauthenticated(self):	CODE
LOW	skills/django-expert/references/testing-django.md	178	def test_access_protected_endpoint(self):	CODE
LOW	skills/python-pro/SKILL.md	144	def test_app_config_port_validation(port: int, valid: bool) -> None:	CODE
LOW	skills/python-pro/references/standard-library.md	143	class DataProcessor:	CODE
LOW	skills/python-pro/references/testing.md	318	def test_addition_commutative(a: int, b: int) -> None:	CODE
LOW	skills/ml-pipeline/references/training-pipelines.md	363	def create_distributed_dataloader(	CODE
LOW	skills/ml-pipeline/references/training-pipelines.md	467	def run_hyperparameter_search(	CODE
LOW	skills/ml-pipeline/references/feature-engineering.md	292	def create_feature_expectations(context: gx.DataContext) -> ExpectationSuite:	CODE
LOW	skills/ml-pipeline/references/model-validation.md	522	def analyze_continuous_metric(	CODE
LOW	skills/ml-pipeline/references/model-validation.md	701	def analyze_shadow_performance(self) -> dict:	CODE
LOW	skills/ml-pipeline/references/model-validation.md	823	def validate_data_compatibility(	CODE
LOW	skills/rag-architect/references/rag-evaluation.md	54	def calculate_retrieval_metrics(	CODE
LOW	skills/rag-architect/references/rag-evaluation.md	623	def analyze_query_performance(	CODE
LOW	…lls/rag-architect/references/retrieval-optimization.md	293	def rewrite_query_for_retrieval(	CODE
LOW	…lls/rag-architect/references/retrieval-optimization.md	500	def search_with_recency_boost(	CODE
LOW	…lls/rag-architect/references/retrieval-optimization.md	557	def search_with_decomposition(	CODE
LOW	…lls/rag-architect/references/retrieval-optimization.md	601	def compress_retrieved_context(	CODE
LOW	skills/rag-architect/references/chunking-strategies.md	418	def find_breakpoints_percentile(	CODE
LOW	skills/chaos-engineer/references/kubernetes-chaos.md	349	def chaos_delete_custom_resources(	CODE
LOW	…ills/chaos-engineer/references/infrastructure-chaos.md	128	def drain_az_from_load_balancer(	CODE
LOW	…ills/chaos-engineer/references/infrastructure-chaos.md	290	def create_expired_certificate(	STRING
LOW	skills/javascript-pro/references/node-essentials.md	165	class DataProcessor extends EventEmitter {	CODE

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	skills/spark-engineer/references/performance-tuning.md	415	.listStatus(spark.sparkContext._jvm.org.apache.hadoop.fs.Path("s3://bucket/data/"))	CODE
CRITICAL	…ls/shopify-expert/references/checkout-customization.md	455	let cart_total: f64 = input.cart.cost.subtotal_amount.amount.parse().unwrap_or(0.0);	CODE
CRITICAL	…ls/shopify-expert/references/checkout-customization.md	507	let cart_total: f64 = input.cart.cost.subtotal_amount.amount.parse().unwrap_or(0.0);	CODE
CRITICAL	skills/django-expert/references/testing-django.md	60	from django.core.exceptions import ValidationError	CODE
CRITICAL	skills/java-architect/references/spring-security.md	272	.map(user -> org.springframework.security.core.userdetails.User.builder()	CODE

Excessive Try-Catch Wrapping27 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/migrate-frontmatter.py	396	print(f"Error: Skills directory not found: {SKILLS_DIR}")	CODE
MEDIUM	scripts/migrate-frontmatter.py	405	print(f"Error: Skill not found: {args.skill}")	CODE
LOW	skills/spark-engineer/references/rdd-operations.md	464	except Exception:	CODE
MEDIUM	skills/spark-engineer/references/rdd-operations.md	461	def process_record(record):	CODE
LOW	…ls/fine-tuning-expert/references/evaluation-metrics.md	295	except Exception as e:	CODE
LOW	skills/fastapi-expert/references/async-sqlalchemy.md	67	except Exception:	CODE
LOW	skills/cli-developer/references/python-cli.md	284	except Exception as e:	STRING
MEDIUM	skills/cli-developer/references/python-cli.md	274	def deploy():	CODE
MEDIUM	skills/swift-expert/references/swiftui-patterns.md	223	print("Error: \(error)")	CODE
MEDIUM	skills/swift-expert/references/async-concurrency.md	19	print("Error: \(error)")	CODE
MEDIUM	skills/swift-expert/references/async-concurrency.md	107	print("Error: \(error)")	CODE
MEDIUM	skills/swift-expert/references/async-concurrency.md	208	print("Error: \(error)")	CODE
LOW	…/legacy-modernizer/references/strangler-fig-pattern.md	142	except Exception as e:	CODE
LOW	…s/legacy-modernizer/references/migration-strategies.md	33	except Exception as e:	CODE
LOW	…ills/legacy-modernizer/references/system-assessment.md	122	except Exception:	CODE
MEDIUM	skills/sre-engineer/SKILL.md	177	print(f"Error rate for {service}: {rate:.2%}")	CODE
MEDIUM	skills/sre-engineer/references/error-budget-policy.md	66	print(f"Error budget: {budget.budget_percentage}%")	CODE
MEDIUM	skills/sre-engineer/references/slo-sli-management.md	150	print(f"Error budget: {availability_slo.error_budget * 100}%")	CODE
LOW	skills/sre-engineer/references/incident-chaos.md	446	except Exception as e:	CODE
LOW	skills/python-pro/references/async-patterns.md	108	except Exception:	CODE
LOW	skills/python-pro/references/standard-library.md	376	except Exception as e:	CODE
LOW	skills/ml-pipeline/references/model-validation.md	846	except Exception as e:	CODE
LOW	skills/ml-pipeline/references/pipeline-orchestration.md	814	except Exception as e:	CODE
LOW	skills/ml-pipeline/references/experiment-tracking.md	168	except Exception as e:	CODE
MEDIUM	skills/chaos-engineer/references/kubernetes-chaos.md	409	print(f"Error listing resources: {e}")	CODE
LOW	skills/mcp-developer/references/python-sdk.md	246	except Exception as e:	CODE
LOW	skills/mcp-developer/references/python-sdk.md	274	except Exception as e:	CODE

Decorative Section Separators10 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/ideas/documentation-site.md	352	Phase 3 (#69 metadata) ──────────── BLOCKING for site schema	CODE
MEDIUM⚡	scripts/test-makefile.sh	66	# ─── Test 1: dev-link creates symlink and backup ─────────────────────	COMMENT
MEDIUM⚡	scripts/test-makefile.sh	76	# ─── Test 2: dev-link guard — already linked ─────────────────────────	COMMENT
MEDIUM⚡	scripts/test-makefile.sh	84	# ─── Test 3: dev-unlink restores backup ──────────────────────────────	COMMENT
MEDIUM⚡	scripts/test-makefile.sh	94	# ─── Test 4: dev-unlink guard — no symlink ───────────────────────────	COMMENT
MEDIUM⚡	scripts/test-makefile.sh	102	# ─── Test 5: dev-link guard — backup already exists ──────────────────	COMMENT
MEDIUM	scripts/test-makefile.sh	114	# ─── Test 6: dev-link guard — cache dir missing ─────────────────────	COMMENT
MEDIUM	scripts/test-makefile.sh	126	# ─── Test 7: dev-unlink guard — no backup ────────────────────────────	COMMENT
MEDIUM	scripts/test-makefile.sh	141	# ─── Test 8: validate runs without error ─────────────────────────────	COMMENT
MEDIUM	scripts/test-makefile.sh	149	# ─── Summary ─────────────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/ideas/audit-skill-consistency.md	193	- Extra section: `## Pre-Discovery with Subagents` is a non-standard section not found in other skills. It describes	CODE
MEDIUM	…s/legacy-modernizer/references/migration-strategies.md	343	# Call payment microservice instead of local code	COMMENT
MEDIUM	…s/legacy-modernizer/references/migration-strategies.md	375	# Monolith is now just orchestration	COMMENT
MEDIUM⚡	…s/legacy-modernizer/references/refactoring-patterns.md	48	# Step 5: Switch implementation via dependency injection	COMMENT
MEDIUM	…lls/devops-engineer/references/platform-engineering.md	67	# templates/microservice/template.yaml	COMMENT
MEDIUM	skills/python-pro/references/type-system.md	178	# Concatenate for dependency injection	COMMENT
MEDIUM	skills/rag-architect/SKILL.md	17	# RAG Architect	COMMENT
MEDIUM	skills/rag-architect/references/rag-evaluation.md	1	# RAG Evaluation	COMMENT
MEDIUM	skills/rag-architect/references/rag-evaluation.md	321	# Wrap your RAG chain	COMMENT
MEDIUM	skills/rag-architect/references/rag-evaluation.md	733	# In your RAG endpoint	COMMENT

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	…s/fine-tuning-expert/references/dataset-preparation.md	150	Validate dataset and return statistics and warnings. Args: examples: List of training examples	STRING
HIGH	skills/code-documenter/SKILL.md	47	Fetch a single user record by ID. Args: user_id: Unique identifier for the user. active_only: When	STRING
HIGH	skills/code-documenter/references/python-docstrings.md	7	Calculate total cost including tax. Args: items: List of items to calculate total for. tax_rate: Ta	STRING
HIGH	…/code-documenter/references/api-docs-fastapi-django.md	34	Create a new user account. Args: user: User creation data including name and email. Returns: C	STRING
HIGH	skills/python-pro/SKILL.md	81	Read configuration from a file. Args: path: Path to the configuration file. Returns: Parsed ke	STRING

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	79	- Skill references: replaced 149 credential-like literals across 63 files in 31 skills with angle-bracket placeholders,	CODE
HIGH	CHANGELOG.md	79	- Skill references: replaced 149 credential-like literals across 63 files in 31 skills with angle-bracket placeholders,	CODE
HIGH	CHANGELOG.md	133	- `rag-architect/SKILL.md`: reranking example instantiated the Cohere client with a hard-coded `"YOUR_API_KEY"` placehol	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.astro/types.d.ts	1	/// <reference types="astro/client" />	COMMENT
LOW	skills/wordpress-pro/references/performance-security.md	561	*/	COMMENT
LOW	skills/golang-pro/references/project-structure.md	221	// Build: go test -tags=integration	COMMENT
LOW	skills/embedded-systems/references/rtos-patterns.md	1	# RTOS Patterns	COMMENT
LOW	skills/rust-engineer/references/testing.md	61	/// use mylib::add;	COMMENT
LOW	skills/rust-engineer/references/testing.md	421		COMMENT
LOW	…s/kubernetes-specialist/references/custom-operators.md	141	// Engine is the database engine type	COMMENT
LOW	skills/graphql-architect/references/security.md	21	],	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…alesforce-developer/references/integration-patterns.md	938	- External Services: OpenAPI-defined integrations with auto-generated code	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/migrate-frontmatter.py	266	# Check if related-skills already exists	COMMENT
LOW	scripts/migrate-frontmatter.py	315	# Check if already has related-skills	COMMENT
LOW	scripts/migrate-frontmatter.py	351	# Check if already migrated (has metadata key)	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/test-makefile.sh	129	# Create a symlink without a backup to test the guard	COMMENT

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/migrate-frontmatter.py	113		CODE
LOW	scripts/migrate-frontmatter.py	375		CODE

Jeffallan/claude-skills

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

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Pattern-Signal History

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