affaan-m/everything-claude-code

4.5

Adjusted Score

4.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

229.3K

Stars

JavaScript

Language

663.9K

Lines of Code

3.2K

Files

1.6K

Pattern Hits

2026-07-14

Scan Date

0.02

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 8HIGH 63MEDIUM 275LOW 1293

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 1639 distinct pattern matches across 20 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 Overuse532 hits · 995 pts

Severity	File	Line	Snippet	Context
LOW	README.md	309	### Step 1: Install the Plugin (Recommended)	COMMENT
LOW	README.md	331	### Step 2: Install Rules Only If You Need Them	COMMENT
LOW	README.md	426	### Step 3: Start Using	COMMENT
LOW⚡	CONTRIBUTING.md	216	### Step 1: Understand	COMMENT
LOW⚡	CONTRIBUTING.md	219	### Step 2: Execute	COMMENT
LOW⚡	CONTRIBUTING.md	222	### Step 3: Verify	COMMENT
LOW⚡	.cursor/skills/documentation-lookup/SKILL.md	30	### Step 1: Resolve the Library ID	COMMENT
LOW⚡	.cursor/skills/documentation-lookup/SKILL.md	39	### Step 2: Select the Best Match	COMMENT
LOW⚡	.cursor/skills/documentation-lookup/SKILL.md	48	### Step 3: Fetch the Documentation	COMMENT
LOW⚡	.cursor/skills/documentation-lookup/SKILL.md	57	### Step 4: Use the Documentation	COMMENT
LOW	.opencode/prompts/agents/kotlin-reviewer.txt	13	### Step 1: Gather Context	COMMENT
LOW	.opencode/prompts/agents/kotlin-reviewer.txt	17	### Step 2: Understand Project Structure	COMMENT
LOW	.opencode/prompts/agents/kotlin-reviewer.txt	34	### Step 3: Read and Review	COMMENT
LOW	.opencode/prompts/agents/kotlin-reviewer.txt	38	### Step 4: Report Findings	COMMENT
LOW	.opencode/prompts/agents/tdd-guide.txt	13	### Step 1: Write Test First (RED)	COMMENT
LOW⚡	.opencode/prompts/agents/tdd-guide.txt	27	### Step 2: Run Test (Verify it FAILS)	COMMENT
LOW⚡	.opencode/prompts/agents/tdd-guide.txt	33	### Step 3: Write Minimal Implementation (GREEN)	COMMENT
LOW⚡	.opencode/prompts/agents/tdd-guide.txt	42	### Step 4: Run Test (Verify it PASSES)	COMMENT
LOW⚡	.opencode/prompts/agents/tdd-guide.txt	48	### Step 5: Refactor (IMPROVE)	COMMENT
LOW⚡	.opencode/prompts/agents/tdd-guide.txt	54	### Step 6: Verify Coverage	COMMENT
LOW⚡	.opencode/prompts/agents/docs-lookup.txt	13	### Step 1: Resolve the library	COMMENT
LOW⚡	.opencode/prompts/agents/docs-lookup.txt	21	### Step 2: Fetch documentation	COMMENT
LOW⚡	.opencode/prompts/agents/docs-lookup.txt	29	### Step 3: Return the answer	COMMENT
LOW⚡	.opencode/commands/eval.md	32	### Step 1: Define Criteria	COMMENT
LOW⚡	.opencode/commands/eval.md	41	### Step 2: Run Tests	COMMENT
LOW⚡	.opencode/commands/eval.md	48	### Step 3: Calculate Score	COMMENT
LOW⚡	.opencode/commands/eval.md	54	### Step 4: Report	COMMENT
LOW⚡	.opencode/commands/tdd.md	24	### Step 1: Define Interfaces (SCAFFOLD)	COMMENT
LOW⚡	.opencode/commands/tdd.md	28	### Step 2: Write Failing Tests (RED)	COMMENT
LOW⚡	.opencode/commands/tdd.md	33	### Step 3: Implement Minimal Code (GREEN)	COMMENT
LOW⚡	.opencode/commands/tdd.md	38	### Step 4: Refactor (IMPROVE)	COMMENT
LOW⚡	.opencode/commands/tdd.md	43	### Step 5: Check Coverage	COMMENT
LOW	.opencode/commands/rust-test.md	22	### Step 1: Define Interface	COMMENT
LOW	.opencode/commands/rust-test.md	33	### Step 2: Write Tests	COMMENT
LOW⚡	.opencode/commands/rust-test.md	55	### Step 3: Run Tests (RED)	COMMENT
LOW⚡	.opencode/commands/rust-test.md	60	### Step 4: Implement (GREEN)	COMMENT
LOW⚡	.opencode/commands/rust-test.md	69	### Step 5: Check Coverage	COMMENT
LOW	.opencode/commands/go-test.md	22	### Step 1: Define Interface	COMMENT
LOW	.opencode/commands/go-test.md	37	### Step 2: Table-Driven Tests	COMMENT
LOW⚡	.opencode/commands/go-test.md	73	### Step 3: Run Tests (RED)	COMMENT
LOW⚡	.opencode/commands/go-test.md	78	### Step 4: Implement (GREEN)	COMMENT
LOW⚡	.opencode/commands/go-test.md	85	### Step 5: Benchmark	COMMENT
LOW	.opencode/commands/skill-create.md	19	### Step 1: Gather Commit Data	COMMENT
LOW	.opencode/commands/skill-create.md	31	### Step 2: Identify Patterns	COMMENT
LOW	.opencode/commands/skill-create.md	48	### Step 3: Generate SKILL.md	COMMENT
LOW	.opencode/commands/skill-create.md	92	### Step 4: Generate Instincts	COMMENT
LOW	.agents/skills/x-api/SKILL.md	159	# Step 1: Upload media	COMMENT
LOW	.agents/skills/x-api/SKILL.md	166	# Step 2: Post with media	COMMENT
LOW⚡	.agents/skills/deep-research/SKILL.md	28	### Step 1: Understand the Goal	COMMENT
LOW⚡	.agents/skills/deep-research/SKILL.md	36	### Step 2: Plan the Research	COMMENT
LOW⚡	.agents/skills/deep-research/SKILL.md	46	### Step 3: Execute Multi-Source Search	COMMENT
LOW	.agents/skills/deep-research/SKILL.md	67	### Step 4: Deep-Read Key Sources	COMMENT
LOW	.agents/skills/deep-research/SKILL.md	83	### Step 5: Synthesize and Write Report	COMMENT
LOW	.agents/skills/deep-research/SKILL.md	119	### Step 6: Deliver	COMMENT
LOW⚡	.agents/skills/documentation-lookup/SKILL.md	29	### Step 1: Resolve the Library ID	COMMENT
LOW⚡	.agents/skills/documentation-lookup/SKILL.md	38	### Step 2: Select the Best Match	COMMENT
LOW⚡	.agents/skills/documentation-lookup/SKILL.md	47	### Step 3: Fetch the Documentation	COMMENT
LOW⚡	.agents/skills/documentation-lookup/SKILL.md	56	### Step 4: Use the Documentation	COMMENT
LOW	.agents/skills/tdd-workflow/SKILL.md	51	### Step 0: Detect the Test Runner	COMMENT
LOW	.agents/skills/tdd-workflow/SKILL.md	79	### Step 1: Write User Journeys	COMMENT
472 more matches not shown…

Decorative Section Separators179 hits · 566 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	ecc_dashboard.py	35	# ============================================================================	COMMENT
MEDIUM⚡	ecc_dashboard.py	37	# ============================================================================	COMMENT
MEDIUM⚡	ecc_dashboard.py	936	# ============================================================================	COMMENT
MEDIUM⚡	ecc_dashboard.py	938	# ============================================================================	COMMENT
MEDIUM	ecc_dashboard.py	283	# ============================================================================	COMMENT
MEDIUM	ecc_dashboard.py	285	# ============================================================================	COMMENT
MEDIUM	ecc_dashboard.py	393	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	395	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	498	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	500	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	620	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	622	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	663	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	665	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	740	# =========================================================================	COMMENT
MEDIUM	ecc_dashboard.py	742	# =========================================================================	COMMENT
MEDIUM	tests/plugin-manifest.test.js	179	// ── Claude plugin manifest ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/plugin-manifest.test.js	253	// ── Codex plugin manifest ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/plugin-manifest.test.js	322	// ── .mcp.json at plugin root ──────────────────────────────────────────────────	COMMENT
MEDIUM	tests/plugin-manifest.test.js	353	// ── Codex marketplace file ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/plugin-manifest.test.js	414	// ── plugins/ecc marketplace plugin folder ─────────────────────────────────────	COMMENT
MEDIUM	tests/plugin-manifest.test.js	535	// ── Summary ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/post-bash-hooks.test.js	37	// ── post-bash-build-complete.js ──────────────────────────────────	COMMENT
MEDIUM	tests/hooks/post-bash-hooks.test.js	114	// ── post-bash-pr-created.js ──────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	75	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	77	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	109	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	111	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	158	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	160	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	291	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/detect-project-worktree.test.js	293	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/governance-capture.test.js	33	// ── detectSecrets ──────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/governance-capture.test.js	70	// ── detectApprovalRequired ─────────────────────────────────	COMMENT
MEDIUM	tests/hooks/governance-capture.test.js	102	// ── detectSensitivePath ────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/governance-capture.test.js	128	// ── analyzeForGovernanceEvents ─────────────────────────────	COMMENT
MEDIUM	tests/hooks/governance-capture.test.js	255	// ── run() function ─────────────────────────────────────────	COMMENT
MEDIUM	…/hooks/continuous-learning-shebang-consistency.test.js	92	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…/hooks/continuous-learning-shebang-consistency.test.js	94	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/stop-format-typecheck.test.js	46	// ── post-edit-accumulator.js ─────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/stop-format-typecheck.test.js	152	// ── stop-format-typecheck: accumulator teardown ──────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	51	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	53	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	93	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	95	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	131	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	133	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	166	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	168	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	283	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	285	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	332	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	334	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	428	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	430	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	471	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/hooks/observer-memory.test.js	473	// ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/scripts/claw.test.js	56	// ── Storage tests (6) ──────────────────────────────────────────────────	COMMENT
MEDIUM	tests/scripts/claw.test.js	117	// ── Context tests (3) ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/scripts/claw.test.js	163	// ── Delegation tests (2) ──────────────────────────────────────────────	COMMENT
119 more matches not shown…

Hyper-Verbose Identifiers414 hits · 413 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_templates.py	14	def restore_template_registry():	CODE
LOW⚡	tests/test_templates.py	25	def test_register_template_exposes_public_template_mapping():	CODE
LOW⚡	tests/test_templates.py	34	def test_templates_mapping_remains_mutable_for_existing_callers():	CODE
LOW⚡	tests/test_templates.py	41	def test_deregister_template_removes_named_template():	CODE
LOW⚡	tests/test_templates.py	50	def test_clear_templates_removes_all_registered_templates():	CODE
LOW	tests/test_templates.py	69	def test_register_template_rejects_empty_inputs(name, template, error_match):	CODE
LOW	tests/test_astraflow_provider.py	43	def test_astraflow_provider_defaults_to_global_umodelverse_endpoint(monkeypatch):	CODE
LOW	tests/test_astraflow_provider.py	56	def test_astraflow_cn_provider_uses_cn_endpoint_and_model_fallback(monkeypatch):	CODE
LOW	tests/test_astraflow_provider.py	71	def test_astraflow_provider_generates_openai_compatible_chat_completion():	CODE
LOW	tests/test_astraflow_provider.py	103	def test_astraflow_provider_forwards_non_default_temperature():	CODE
LOW	tests/test_astraflow_provider.py	113	def test_astraflow_provider_parses_tool_calls():	CODE
LOW	tests/test_astraflow_provider.py	129	def test_astraflow_provider_preserves_malformed_tool_arguments():	CODE
LOW	tests/test_claude_provider.py	40	def test_generate_collects_text_and_tool_use_blocks() -> None:	CODE
LOW	tests/test_claude_provider.py	62	def test_generate_collects_multiple_tool_use_blocks() -> None:	CODE
LOW	tests/test_claude_provider.py	85	def test_generate_copies_tool_use_dict_arguments() -> None:	CODE
LOW	tests/test_claude_provider.py	100	def test_generate_text_only_has_no_tool_calls() -> None:	CODE
LOW	tests/test_invariant_runner.py	47	def test_setup_sandbox_blocks_dangerous_commands(setup_commands, test_id, tmp_path):	CODE
LOW	tests/test_atlas_provider.py	43	def test_atlas_provider_defaults_to_atlas_cloud_endpoint(monkeypatch):	CODE
LOW⚡	tests/test_atlas_provider.py	57	def test_atlas_provider_reads_env_overrides(monkeypatch):	CODE
LOW⚡	tests/test_atlas_provider.py	67	def test_atlas_provider_accepts_atlascloud_api_key_fallback(monkeypatch):	CODE
LOW⚡	tests/test_atlas_provider.py	77	def test_atlas_provider_generates_openai_compatible_chat_completion():	CODE
LOW	tests/test_atlas_provider.py	109	def test_atlas_provider_floors_max_tokens_for_reasoning_models():	CODE
LOW	tests/test_atlas_provider.py	123	def test_atlas_provider_forwards_non_default_temperature():	CODE
LOW	tests/test_atlas_provider.py	133	def test_atlas_provider_parses_tool_calls():	CODE
LOW	tests/test_atlas_provider.py	149	def test_atlas_provider_preserves_malformed_tool_arguments():	CODE
LOW	tests/test_builder.py	8	def test_build_without_system(self):	CODE
LOW⚡	tests/test_builder.py	27	def test_build_adds_system_from_keyword_options(self):	CODE
LOW⚡	tests/test_builder.py	35	def test_build_adds_system_from_prompt_config(self):	CODE
LOW⚡	tests/test_builder.py	43	def test_rejects_config_with_keyword_options(self):	CODE
LOW⚡	tests/test_builder.py	50	def test_empty_system_template_does_not_add_blank_system_message(self):	CODE
LOW	tests/test_executor.py	57	def test_execute_unknown_tool(self):	CODE
LOW	tests/test_provider_tools.py	67	def test_openai_provider_serializes_tools_for_chat_completions():	CODE
LOW	tests/test_provider_tools.py	87	def test_openai_provider_can_be_constructed_without_credentials(monkeypatch):	CODE
LOW	tests/test_provider_tools.py	95	def test_openai_provider_rejects_empty_or_filtered_responses():	CODE
LOW	tests/test_provider_tools.py	107	def test_openai_provider_allows_missing_usage():	CODE
LOW	tests/test_provider_tools.py	117	def test_claude_provider_serializes_tools_for_messages_api():	CODE
LOW⚡	tests/test_resolver.py	22	def test_get_astraflow_provider(self):	CODE
LOW⚡	tests/test_resolver.py	27	def test_get_astraflow_cn_provider(self):	CODE
LOW⚡	tests/test_resolver.py	37	def test_get_provider_by_enum(self):	CODE
LOW⚡	tests/test_resolver.py	41	def test_invalid_provider_raises(self):	CODE
LOW⚡	tests/test_resolver.py	45	def test_saved_llm_env_selects_provider(self, monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_resolver.py	54	def test_env_provider_overrides_saved_llm_env(self, monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_resolver.py	63	def test_env_provider_is_normalized(self, monkeypatch):	CODE
LOW⚡	tests/test_resolver.py	70	def test_astraflow_env_provider_is_normalized(self, monkeypatch):	CODE
LOW⚡	tests/test_resolver.py	77	def test_explicit_provider_overrides_saved_llm_env(self, monkeypatch, tmp_path):	CODE
LOW⚡	tests/test_resolver.py	86	def test_saved_llm_env_selects_astraflow_cn_provider(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_types.py	86	def test_tool_to_anthropic_tool(self):	CODE
LOW	tests/test_types.py	136	def test_output_with_tool_calls(self):	CODE
LOW⚡	tests/ci/validators.test.js	48	function writeInstallComponentsManifest(testDir, components) {	CODE
LOW⚡	tests/ci/validators.test.js	55	function writeInstallModulesManifest(testDir, modules) {	CODE
LOW⚡	tests/ci/validators.test.js	62	function writeInstallProfilesManifest(testDir, profiles) {	CODE
LOW	tests/ci/no-personal-paths.test.js	86	function runValidatorAgainstRealRepo() {	CODE
LOW	tests/integration/hooks.test.js	258	function getHookCommandByDescription(hooks, lifecycle, descriptionText) {	CODE
LOW	tests/hooks/hooks.test.js	88	function getSessionStartAdditionalContext(stdout) {	CODE
LOW	tests/hooks/hooks.test.js	269	function assertNoProjectDetectionSideEffects(homeDir, testName) {	CODE
LOW	tests/hooks/hooks.test.js	280	async function assertObserveSkipBeforeProjectDetection(testCase) {	CODE
LOW	tests/hooks/test_insaits_security_monitor.py	61	def test_extract_content_handles_supported_payload_shapes():	CODE
LOW	tests/hooks/test_insaits_security_monitor.py	89	def test_format_feedback_accepts_dict_and_object_anomalies():	CODE
LOW	tests/hooks/test_insaits_security_monitor.py	104	def test_main_skips_short_or_empty_content(monkeypatch):	CODE
LOW	tests/hooks/test_insaits_security_monitor.py	111	def test_main_exits_cleanly_when_sdk_is_missing(monkeypatch):	CODE
354 more matches not shown…

Cross-File Repetition47 hits · 235 pts

Severity	File	Snippet	Context
HIGH	docs/ja-JP/skills/python-testing/SKILL.md	test that dividing by zero raises zerodivisionerror.	STRING
HIGH	docs/zh-CN/skills/python-testing/SKILL.md	test that dividing by zero raises zerodivisionerror.	STRING
HIGH	skills/python-testing/SKILL.md	test that dividing by zero raises zerodivisionerror.	STRING
HIGH	…s/ja-JP/skills/videodb/reference/rtstream-reference.md	analyze the screen and return a json object with: { "app_name": "name of the active application", "activity": "what the	STRING
HIGH	…s/zh-CN/skills/videodb/reference/rtstream-reference.md	analyze the screen and return a json object with: { "app_name": "name of the active application", "activity": "what the	STRING
HIGH	skills/videodb/reference/rtstream-reference.md	analyze the screen and return a json object with: { "app_name": "name of the active application", "activity": "what the	STRING
HIGH	docs/ja-JP/skills/quarkus-tdd/SKILL.md	{ "referencenumber": "doc-001", "description": "test document", "validuntil": "2030-01-01t00:00:00z", "categories": ["te	STRING
HIGH	docs/tr/skills/quarkus-tdd/SKILL.md	{ "referencenumber": "doc-001", "description": "test document", "validuntil": "2030-01-01t00:00:00z", "categories": ["te	STRING
HIGH	skills/quarkus-tdd/SKILL.md	{ "referencenumber": "doc-001", "description": "test document", "validuntil": "2030-01-01t00:00:00z", "categories": ["te	STRING
HIGH	docs/ja-JP/skills/quarkus-tdd/SKILL.md	{ "referencenumber": "int-001", "description": "integration test", "validuntil": "2030-01-01t00:00:00z", "categories": [	STRING
HIGH	docs/tr/skills/quarkus-tdd/SKILL.md	{ "referencenumber": "int-001", "description": "integration test", "validuntil": "2030-01-01t00:00:00z", "categories": [	STRING
HIGH	skills/quarkus-tdd/SKILL.md	{ "referencenumber": "int-001", "description": "integration test", "validuntil": "2030-01-01t00:00:00z", "categories": [	STRING
HIGH	docs/ja-JP/skills/springboot-tdd/SKILL.md	{"name":"test","description":"desc","enddate":"2030-01-01t00:00:00z","categories":["general"]}	STRING
HIGH	docs/zh-CN/skills/springboot-tdd/SKILL.md	{"name":"test","description":"desc","enddate":"2030-01-01t00:00:00z","categories":["general"]}	STRING
HIGH	docs/es/skills/springboot-tdd/SKILL.md	{"name":"test","description":"desc","enddate":"2030-01-01t00:00:00z","categories":["general"]}	STRING
HIGH	docs/tr/skills/springboot-tdd/SKILL.md	{"name":"test","description":"desc","enddate":"2030-01-01t00:00:00z","categories":["general"]}	STRING
HIGH	skills/springboot-tdd/SKILL.md	{"name":"test","description":"desc","enddate":"2030-01-01t00:00:00z","categories":["general"]}	STRING
HIGH	docs/ja-JP/skills/python-patterns/SKILL.md	process a user and return the updated user or none.	STRING
HIGH	docs/zh-CN/skills/python-patterns/SKILL.md	process a user and return the updated user or none.	STRING
HIGH	skills/python-patterns/SKILL.md	process a user and return the updated user or none.	STRING
HIGH	docs/ja-JP/skills/python-patterns/SKILL.md	render all items that implement the renderable protocol.	STRING
HIGH	docs/zh-CN/skills/python-patterns/SKILL.md	render all items that implement the renderable protocol.	STRING
HIGH	skills/python-patterns/SKILL.md	render all items that implement the renderable protocol.	STRING
HIGH	docs/ja-JP/skills/python-patterns/SKILL.md	user entity with automatic __init__, __repr__, and __eq__.	STRING
HIGH	docs/zh-CN/skills/python-patterns/SKILL.md	user entity with automatic __init__, __repr__, and __eq__.	STRING
HIGH	skills/python-patterns/SKILL.md	user entity with automatic __init__, __repr__, and __eq__.	STRING
HIGH	docs/ja-JP/skills/python-patterns/SKILL.md	decorator that counts how many times a function is called.	STRING
HIGH	docs/zh-CN/skills/python-patterns/SKILL.md	decorator that counts how many times a function is called.	STRING
HIGH	skills/python-patterns/SKILL.md	decorator that counts how many times a function is called.	STRING
HIGH	docs/ja-JP/skills/python-patterns/SKILL.md	process multiple datasets using multiple processes.	STRING
HIGH	docs/zh-CN/skills/python-patterns/SKILL.md	process multiple datasets using multiple processes.	STRING
HIGH	skills/python-patterns/SKILL.md	process multiple datasets using multiple processes.	STRING
HIGH	docs/ja-JP/skills/regex-vs-llm-structured-text/SKILL.md	full pipeline: regex -> confidence check -> llm for edge cases.	STRING
HIGH	docs/zh-CN/skills/regex-vs-llm-structured-text/SKILL.md	full pipeline: regex -> confidence check -> llm for edge cases.	STRING
HIGH	skills/regex-vs-llm-structured-text/SKILL.md	full pipeline: regex -> confidence check -> llm for edge cases.	STRING
HIGH	docs/ja-JP/skills/foundation-models-on-device/SKILL.md	you are a cooking assistant. provide recipe suggestions based on ingredients. keep suggestions brief and practical.	STRING
HIGH	docs/zh-CN/skills/foundation-models-on-device/SKILL.md	you are a cooking assistant. provide recipe suggestions based on ingredients. keep suggestions brief and practical.	STRING
HIGH	skills/foundation-models-on-device/SKILL.md	you are a cooking assistant. provide recipe suggestions based on ingredients. keep suggestions brief and practical.	STRING
HIGH	docs/zh-CN/examples/django-api-CLAUDE.md	create an order with stock validation and payment hold.	STRING
HIGH	docs/pt-BR/examples/django-api-CLAUDE.md	create an order with stock validation and payment hold.	STRING
HIGH	examples/django-api-CLAUDE.md	create an order with stock validation and payment hold.	STRING
HIGH	docs/zh-CN/skills/content-hash-cache-pattern/SKILL.md	sha-256 of file contents (chunked for large files).	STRING
HIGH	.kiro/skills/content-hash-cache-pattern/SKILL.md	sha-256 of file contents (chunked for large files).	STRING
HIGH	skills/content-hash-cache-pattern/SKILL.md	sha-256 of file contents (chunked for large files).	STRING
HIGH	docs/zh-CN/skills/content-hash-cache-pattern/SKILL.md	service layer: cache check -> extraction -> cache write.	STRING
HIGH	.kiro/skills/content-hash-cache-pattern/SKILL.md	service layer: cache check -> extraction -> cache write.	STRING
HIGH	skills/content-hash-cache-pattern/SKILL.md	service layer: cache check -> extraction -> cache write.	STRING

Modern AI Meta-Vocabulary75 hits · 180 pts

Severity	File	Line	Snippet	Context
MEDIUM	WORKING-CONTEXT.md	108	- 2026-04-02: Closed the full Argus cluster `#1098`, `#1099`, `#1100`, `#1101`, and `#1102` after full diff audit. The c	CODE
MEDIUM	WORKING-CONTEXT.md	123	- 2026-04-01: Follow-up bundle cleanup closed `#1080` and `#1079`, which were generated `.claude/` bundle PRs duplicatin	CODE
MEDIUM	WORKING-CONTEXT.md	140	- 2026-04-02: Ported the safe core of `#1153` directly into `main`: markdownlint cleanup for orchestration/docs surfaces	CODE
MEDIUM	README.md	678	\| \|-- autonomous-loops/ # Autonomous loop patterns: sequential pipelines, PR loops, DAG orchestration (NEW)	CODE
MEDIUM⚡	README.md	703	\| \|-- multi-execute.md # /multi-execute - Orchestrated multi-agent workflows (NEW)	CODE
MEDIUM⚡	README.md	704	\| \|-- multi-backend.md # /multi-backend - Backend multi-service orchestration (NEW)	CODE
MEDIUM⚡	README.md	705	\| \|-- multi-frontend.md # /multi-frontend - Frontend multi-service orchestration (NEW)	CODE
MEDIUM	README.md	717	\| \|-- orchestrate.md # /orchestrate - Prefer dmux-workflows or multi-workflow	CODE
MEDIUM	README.md	769	\| \|-- go-microservice-CLAUDE.md # Real-world Go microservice (gRPC + PostgreSQL)	CODE
MEDIUM	README.zh-CN.md	376	\| \|-- orchestrate.md # /orchestrate - 优先使用 dmux-workflows 或 multi-workflow	CODE
MEDIUM	SECURITY.md	156	- OWASP Agentic Applications Top 10: <https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-202	CODE
MEDIUM	ecc2/src/main.rs	7409	"# ECC2 migration scaffold generated from {}\n# Review every section before merging it into a real ecc2.toml	CODE
MEDIUM	agents/java-reviewer.md	144	### MEDIUM -- Workflow and State Machine (payment / event-driven code)	COMMENT
MEDIUM	agents/spec-miner.md	8	## Tool guardrails	COMMENT
MEDIUM	docs/ECC-PRO-SECURITY-ROADMAP.md	41	4. Merge the verified correctness/Windows batch (PR #2133 model-ID fix, #2307/#2063 Windows, #2273/#2246/#2312 docs, #22	CODE
MEDIUM	docs/ECC-PRO-SECURITY-ROADMAP.md	106	Merge the clean, verified batch: PR #2133 (Claude provider model-ID + adaptive-thinking fix — replaces invalid IDs with	CODE
MEDIUM	docs/ECC-PRO-SECURITY-ROADMAP.md	285	\| needs-work \| PR #2318 \| feat: add OpenSpec ecosystem (5 agents, 2 orchestration skills, 3 integrations) \|	CODE
MEDIUM	docs/ECC-PRO-SECURITY-ROADMAP.md	308	\| merge \| issue #2316 \| plan-orchestrate: stale ECC install detection after marketplace rename to ecc@ecc \|	CODE
MEDIUM	docs/ECC-PRO-SECURITY-ROADMAP.md	333	Triaged all open PRs (30) and issues (24) on affaan-m/ECC. MERGE-READY (clean, correct, mergeable): PR #2320 (maintainer	CODE
MEDIUM	docs/ECC-2.0-GA-ROADMAP.md	701	- ECC-Tools PR #35 added RAG/evaluator predictive follow-ups and a	CODE
MEDIUM	docs/ECC-2.0-GA-ROADMAP.md	718	- ECC-Tools PR #40 added a checked-in evaluator/RAG corpus contract covering	CODE
MEDIUM	docs/ECC-2.0-GA-ROADMAP.md	958	\| Salvage useful stale work \| `docs/stale-pr-salvage-ledger.md` plus `docs/legacy-artifact-inventory.md` \| Ledger record	CODE
MEDIUM	docs/ECC-2.0-GA-ROADMAP.md	967	\| Harness-agnostic learning system \| Audit, adapter matrix, observability, traces, promotion loop \| Audit/adapters/obser	CODE
MEDIUM	docs/ECC-2.0-GA-ROADMAP.md	989	\| ECC Tools app \| ECC-Tools PR evidence, billing audit, risk taxonomy, evaluator/RAG corpus \| ECC-Tools #53 published th	CODE
MEDIUM	docs/stale-pr-salvage-ledger.md	42	\| #1558 \| `agentic-os` skill \| Salvaged in #1772. \|	CODE
MEDIUM	docs/stale-pr-salvage-ledger.md	46	\| #1603 \| `plan-orchestrate` skill \| Salvaged in #1766 with current manifest/catalog wiring. \|	CODE
MEDIUM	docs/stale-pr-salvage-ledger.md	88	\| #1603 \| Useful `/plan-orchestrate` work was already preserved in #1766 with current package/catalog metadata. \|	CODE
MEDIUM	docs/de-DE/README.md	640	\| \|-- orchestrate.md # /orchestrate - Bevorzuge dmux-workflows oder multi-workflow	CODE
MEDIUM	docs/ru/README.md	542	\| \|-- autonomous-loops/ # Паттерны автономных циклов: sequential pipelines, PR loops, DAG orchestration (НОВ	CODE
MEDIUM	docs/ru/README.md	567	\| \|-- multi-backend.md # /multi-backend - Backend multi-service orchestration (НОВОЕ)	CODE
MEDIUM	docs/ru/README.md	568	\| \|-- multi-frontend.md # /multi-frontend - Frontend multi-service orchestration (НОВОЕ)	CODE
MEDIUM	docs/ru/README.md	580	\| \|-- orchestrate.md # /orchestrate - Предпочитайте dmux-workflows или multi-workflow	CODE
MEDIUM	docs/ru/README.md	631	\| \|-- go-microservice-CLAUDE.md # Реальный Go microservice (gRPC + PostgreSQL)	CODE
MEDIUM	docs/ru/README.md	1301	### Поддержка multi-agent	COMMENT
MEDIUM	docs/ja-JP/the-openclaw-guide.md	451	* [OWASP エージェントアプリケーションのトップ 10 セキュリティリスク (2026)](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-	COMMENT
MEDIUM	docs/ja-JP/SECURITY.md	101	- OWASP Agentic Applications Top 10: [genai.owasp.org](https://genai.owasp.org/resource/owasp-top-10-for-agentic-app	CODE
MEDIUM	docs/ja-JP/skills/flox-environments/SKILL.md	488	以下のスキルは、より深い統合のために[Flox Claude Codeプラグイン](https://github.com/flox/flox-agentic)の一部として利用可能です:	STRING
MEDIUM	docs/ja-JP/skills/plan-orchestrate/SKILL.md	7	# plan-orchestrate - 日本語翻訳進行中	COMMENT
MEDIUM⚡	docs/ja-JP/skills/hexagonal-architecture/SKILL.md	54	### Step 3: Implement the use case with pure orchestration	COMMENT
MEDIUM	docs/ja-JP/skills/agentic-os/SKILL.md	249	# ~/.config/systemd/user/agentic-daily-sync.service	COMMENT
MEDIUM	docs/ja-JP/skills/agentic-os/SKILL.md	259	# ~/.config/systemd/user/agentic-daily-sync.timer	COMMENT
MEDIUM⚡	docs/zh-CN/the-security-guide.md	177	\| OWASP Agentic Applications Top 10 \| <https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/>	CODE
MEDIUM⚡	docs/zh-CN/the-security-guide.md	184	\| AI 网络犯罪激增 1500% \| <https://www.hstoday.us/subject-matter-areas/cybersecurity/2026-global-threat-intelligence-report-hi	CODE
MEDIUM⚡	docs/zh-CN/the-security-guide.md	186	\| Dark Reading: 智能体攻击面 \| <https://www.darkreading.com/threat-intelligence/2026-agentic-ai-attack-surface-poster-child> \|	CODE
MEDIUM⚡	docs/zh-CN/the-security-guide.md	190	\| Agentic-Radar (SPLX-AI) \| <https://github.com/splx-ai/agentic-radar> \|	CODE
MEDIUM	docs/zh-CN/the-security-guide.md	202	\| NVIDIA: 沙盒化智能体工作流 \| <https://developer.nvidia.com/blog/practical-security-guidance-for-sandboxing-agentic-workflows/>	CODE
MEDIUM	docs/zh-CN/README.md	425	\| \|-- orchestrate.md # /orchestrate - 优先使用 dmux-workflows 或 multi-workflow	CODE
MEDIUM	docs/zh-CN/the-openclaw-guide.md	451	* [OWASP 智能体应用十大安全风险 (2026)](https://genai.owasp.org/resource/owasp-top-10-for-agentic-applications-for-2026/) — Palo Al	COMMENT
MEDIUM	docs/zh-CN/SECURITY.md	53	* OWASP Agentic Applications Top 10：[genai.owasp.org](https://genai.owasp.org/resource/owasp-top-10-for-agentic-appl	COMMENT
MEDIUM	docs/architecture/evaluator-rag-prototype.md	1	# Evaluator RAG Prototype	COMMENT
MEDIUM	docs/es/SECURITY.md	101	- OWASP Agentic Applications Top 10: [genai.owasp.org](https://genai.owasp.org/resource/owasp-top-10-for-agentic-app	CODE
MEDIUM	docs/tr/SECURITY.md	53	- OWASP Agentic Applications Top 10: [genai.owasp.org](https://genai.owasp.org/resource/owasp-top-10-for-agentic-app	CODE
MEDIUM	docs/tr/agents/java-reviewer.md	66	### MEDIUM -- Workflow ve State Machine (ödeme / event-driven kod)	COMMENT
MEDIUM	.codex/config.toml	10	# - https://developers.openai.com/codex/multi-agent	COMMENT
MEDIUM	.codex/config.toml	91	# Codex multi-agent collaboration is stable and on by default in current builds.	COMMENT
MEDIUM	examples/rails-app-CLAUDE.md	106	controllers/ # HTTP request handling. Thin orchestration only.	CODE
MEDIUM	.kiro/README.md	372	├── longform-guide.md # Deep dive on agentic workflows	CODE
MEDIUM	.kiro/agents/mle-reviewer.json	15	"prompt": "# MLE Reviewer\n\nYou are a senior machine-learning engineering reviewer focused on moving model code from	CODE
MEDIUM	.kiro/skills/docker-patterns/SKILL.md	351	# BAD: Using docker compose in production without orchestration	COMMENT
MEDIUM	.kiro/skills/autonomous-loops/SKILL.md	33	\| [Infinite Agentic Loop](#3-infinite-agentic-loop) \| Medium \| Parallel content generation, spec-driven work \|	CODE
15 more matches not shown…

Unused Imports84 hits · 82 pts

Severity	File	Line	Context
LOW	ecc_dashboard.py	25	CODE
LOW	ecc_dashboard.py	27	CODE
LOW	tests/test_builder.py	2	CODE
LOW	tests/test_executor.py	1	CODE
LOW	tests/test_executor.py	2	CODE
LOW	tests/test_types.py	1	CODE
LOW	integrations/aura/adapter.py	24	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/__init__.py	16	CODE
LOW	integrations/aura/tests/test_adapter.py	14	CODE
LOW	integrations/aura/tests/fixtures.py	9	CODE
LOW	scripts/hooks/insaits-security-monitor.py	62	CODE
LOW	scripts/lib/ecc_dashboard_runtime.py	6	CODE
LOW	skills/delivery-gate/hooks/quality-gate.py	10	CODE
LOW	skills/skill-comply/tests/test_runner.py	3	CODE
LOW	skills/skill-comply/tests/test_runner.py	7	CODE
LOW	skills/skill-comply/tests/test_grader.py	8	CODE
LOW	skills/skill-comply/scripts/run.py	3	CODE
LOW	skills/skill-comply/scripts/runner.py	3	CODE
LOW	skills/skill-comply/scripts/classifier.py	3	CODE
LOW	skills/skill-comply/scripts/grader.py	3	CODE
LOW	skills/skill-comply/scripts/spec_generator.py	3	CODE
LOW	skills/skill-comply/scripts/parser.py	3	CODE
LOW	skills/skill-comply/scripts/utils.py	3	CODE
LOW	skills/skill-comply/scripts/scenario_generator.py	3	CODE
LOW	skills/skill-comply/scripts/report.py	3	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	32	CODE
LOW	src/llm/__init__.py	7	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	8	CODE
LOW	src/llm/__init__.py	9	CODE
LOW	src/llm/__init__.py	10	CODE
LOW	src/llm/__init__.py	10	CODE
LOW	src/llm/__init__.py	11	CODE
LOW	src/llm/tools/__init__.py	3	CODE
LOW	src/llm/tools/__init__.py	3	CODE
LOW	src/llm/tools/__init__.py	3	CODE
LOW	src/llm/tools/executor.py	3	CODE
LOW	src/llm/tools/executor.py	5	CODE
LOW	src/llm/tools/executor.py	5	CODE
LOW	src/llm/tools/executor.py	8	CODE
LOW	src/llm/core/interface.py	3	CODE
LOW	src/llm/core/types.py	3	CODE
LOW	src/llm/providers/claude.py	3	CODE
LOW	src/llm/providers/__init__.py	3	CODE
LOW	src/llm/providers/__init__.py	3	CODE
LOW	src/llm/providers/__init__.py	4	CODE
LOW	src/llm/providers/__init__.py	5	CODE
LOW	src/llm/providers/__init__.py	6	CODE
LOW	src/llm/providers/__init__.py	7	CODE
LOW	src/llm/providers/__init__.py	8	CODE
24 more matches not shown…

Excessive Try-Catch Wrapping71 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	ecc_dashboard.py	915	def update_widget_colors(widget):	CODE
LOW⚡	ecc_dashboard.py	918	except Exception:	CODE
LOW⚡	ecc_dashboard.py	922	except Exception:	CODE
LOW⚡	ecc_dashboard.py	928	except Exception:	CODE
LOW	ecc_dashboard.py	133	except Exception:	CODE
LOW	ecc_dashboard.py	207	except Exception:	CODE
LOW	ecc_dashboard.py	301	except Exception:	CODE
LOW	ecc_dashboard.py	365	except Exception:	CODE
LOW	ecc_dashboard.py	831	except Exception as exc:	CODE
MEDIUM	docs/ja-JP/agents/python-reviewer.md	351	print("Error occurred")	CODE
LOW	docs/ja-JP/skills/videodb/SKILL.md	181	except Exception as e:	CODE
LOW	docs/ja-JP/skills/videodb/reference/search.md	46	except Exception as e:	CODE
LOW	docs/ja-JP/skills/redis-patterns/SKILL.md	228	except Exception:	STRING
LOW	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	171	except Exception:	CODE
LOW	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	187	except Exception as e:	CODE
LOW	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	202	except Exception:	CODE
LOW⚡	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	274	except Exception:	CODE
LOW⚡	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	281	except Exception:	CODE
LOW⚡	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	441	except Exception:	CODE
LOW⚡	docs/ja-JP/skills/windows-desktop-e2e/SKILL.md	446	except Exception:	CODE
LOW	docs/ja-JP/skills/fastapi-patterns/SKILL.md	164	except Exception:	CODE
LOW	docs/ja-JP/skills/evm-token-decimals/SKILL.md	72	except Exception:	CODE
LOW	docs/ja-JP/skills/python-patterns/SKILL.md	462	except Exception as e:	CODE
LOW	docs/zh-CN/skills/videodb/SKILL.md	181	except Exception as e:	CODE
LOW	docs/zh-CN/skills/videodb/reference/search.md	46	except Exception as e:	CODE
LOW	docs/zh-CN/skills/data-scraper-agent/SKILL.md	506	except Exception as e:	CODE
LOW	docs/zh-CN/skills/evm-token-decimals/SKILL.md	72	except Exception:	CODE
LOW	docs/zh-CN/skills/python-patterns/SKILL.md	463	except Exception as e:	CODE
LOW	docs/es/skills/python-patterns/SKILL.md	462	except Exception as e:	CODE
LOW	docs/tr/skills/python-patterns/SKILL.md	463	except Exception as e:	CODE
LOW	scripts/hooks/insaits-security-monitor.py	221	except Exception as exc: # Broad catch intentional: unknown SDK internals	CODE
LOW⚡	scripts/lib/ecc_dashboard_runtime.py	19	except Exception:	CODE
LOW⚡	scripts/lib/ecc_dashboard_runtime.py	26	except Exception:	CODE
LOW⚡	scripts/lib/ecc_dashboard_runtime.py	31	except Exception:	CODE
LOW	.kiro/skills/fastapi-patterns/SKILL.md	164	except Exception:	CODE
LOW	.kiro/skills/python-patterns/SKILL.md	91	except Exception:	CODE
LOW	skills/videodb/SKILL.md	174	except Exception as e:	CODE
LOW	skills/videodb/scripts/ws_listener.py	163	except Exception as e:	CODE
LOW	skills/videodb/scripts/ws_listener.py	207	except Exception as e:	CODE
LOW	skills/videodb/reference/search.md	46	except Exception as e:	CODE
LOW	skills/redis-patterns/SKILL.md	229	except Exception:	STRING
LOW	skills/data-scraper-agent/SKILL.md	504	except Exception as e:	CODE
LOW	skills/windows-desktop-e2e/SKILL.md	172	except Exception:	CODE
LOW	skills/windows-desktop-e2e/SKILL.md	188	except Exception as e:	CODE
LOW	skills/windows-desktop-e2e/SKILL.md	203	except Exception:	CODE
LOW⚡	skills/windows-desktop-e2e/SKILL.md	275	except Exception:	CODE
LOW⚡	skills/windows-desktop-e2e/SKILL.md	282	except Exception:	CODE
LOW	skills/windows-desktop-e2e/SKILL.md	401	except Exception:	CODE
LOW⚡	skills/windows-desktop-e2e/SKILL.md	503	except Exception:	CODE
LOW⚡	skills/windows-desktop-e2e/SKILL.md	508	except Exception:	CODE
LOW	skills/django-celery/SKILL.md	329	except Exception as exc:	CODE
LOW	skills/fastapi-patterns/SKILL.md	183	except Exception:	CODE
MEDIUM	skills/agent-self-evaluation/scripts/evaluate.py	373	print(f"Error: output file '{path}' not found", file=sys.stderr)	CODE
MEDIUM	skills/agent-self-evaluation/scripts/evaluate.py	400	print("Error: no output to evaluate", file=sys.stderr)	CODE
LOW	skills/evm-token-decimals/SKILL.md	73	except Exception:	CODE
LOW	skills/continuous-learning-v2/hooks/observe.sh	257	except Exception as e:	CODE
LOW	skills/continuous-learning-v2/hooks/observe.sh	288	except Exception:	CODE
LOW	skills/continuous-learning-v2/hooks/observe.sh	326	except Exception:	CODE
MEDIUM⚡	skills/continuous-learning-v2/scripts/instinct-cli.py	893	print(f"Error fetching URL: {e}", file=sys.stderr)	CODE
MEDIUM⚡	skills/continuous-learning-v2/scripts/instinct-cli.py	902	print(f"Error: '{path}' is not a regular file.", file=sys.stderr)	CODE
11 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/ja-JP/skills/django-security/SKILL.md	393	from django.core.exceptions import ValidationError	CODE
CRITICAL	docs/ja-JP/skills/django-tdd/SKILL.md	243	from django.core.exceptions import ValidationError	CODE
CRITICAL	docs/zh-CN/skills/django-security/SKILL.md	394	from django.core.exceptions import ValidationError	CODE
CRITICAL	docs/zh-CN/skills/django-tdd/SKILL.md	244	from django.core.exceptions import ValidationError	CODE
CRITICAL	.kiro/skills/django-security/SKILL.md	394	from django.core.exceptions import ValidationError	CODE
CRITICAL	skills/django-security/SKILL.md	396	from django.core.exceptions import ValidationError	CODE
CRITICAL	skills/django-security/SKILL.md	440	from django.core.exceptions import ValidationError	CODE
CRITICAL	skills/django-tdd/SKILL.md	245	from django.core.exceptions import ValidationError	CODE

Over-Commented Block77 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	.trae/uninstall.sh	1	#!/bin/bash	COMMENT
LOW	.trae/install.sh	1	#!/bin/bash	COMMENT
LOW	ecc2/src/main.rs	121	/// Agent profile defined in ecc2.toml	COMMENT
LOW	ecc2/src/main.rs	141	#[arg(long)]	COMMENT
LOW	ecc2/src/main.rs	161	Assign {	COMMENT
LOW	ecc2/src/main.rs	181	#[arg(short, long)]	COMMENT
LOW	ecc2/src/main.rs	201	CoordinateBacklog {	COMMENT
LOW	ecc2/src/main.rs	221	max_passes: usize,	COMMENT
LOW	ecc2/src/main.rs	241	lead_limit: usize,	COMMENT
LOW	ecc2/src/main.rs	301	/// Include a bounded patch preview when a worktree is attached	COMMENT
LOW	ecc2/src/main.rs	321	},	COMMENT
LOW	ecc2/src/main.rs	341	/// Process the queue, auto-rebasing clean blocked worktrees and merging what becomes ready	COMMENT
LOW	ecc2/src/main.rs	361	/// Alternative considered and rejected; repeat for multiple entries	COMMENT
LOW	ecc2/src/main.rs	481	#[arg(long)]	COMMENT
LOW	ecc2/src/main.rs	521	/// Task description to dispatch	COMMENT
LOW	ecc2/src/main.rs	541	/// Optional task-group grouping override	COMMENT
LOW	ecc2/src/main.rs	561	to_session: Option<String>,	COMMENT
LOW	ecc2/src/main.rs	581	json: bool,	COMMENT
LOW	ecc2/src/main.rs	621	source: PathBuf,	COMMENT
LOW	ecc2/src/main.rs	641	#[arg(long)]	COMMENT
LOW	ecc2/src/main.rs	661	},	COMMENT
LOW	ecc2/src/main.rs	681	dry_run: bool,	COMMENT
LOW	ecc2/src/main.rs	701	/// Scaffold ECC-native templates from legacy tool scripts	COMMENT
LOW	ecc2/src/main.rs	741	/// Create or update a graph entity	COMMENT
LOW	ecc2/src/main.rs	761	/// Emit machine-readable JSON instead of the human summary	COMMENT
LOW	ecc2/src/main.rs	781	summary: String,	COMMENT
LOW	ecc2/src/main.rs	801	/// List relations in the shared context graph	COMMENT
LOW	ecc2/src/main.rs	821	/// Observation type such as completion_summary, incident_note, or reminder	COMMENT
LOW	ecc2/src/main.rs	841	PinObservation {	COMMENT
LOW	ecc2/src/main.rs	861	#[arg(long)]	COMMENT
LOW	ecc2/src/main.rs	881	},	COMMENT
LOW	ecc2/src/main.rs	921	/// Maximum incoming/outgoing relations to return	COMMENT
LOW	tests/lib/session-bridge.test.js	141	// suffix; with concurrent writers it raced over a shared tmp path,	COMMENT
LOW	workflows/orch-review.workflow.js	21	// }	COMMENT
LOW	agents/performance-optimizer.md	321	# 1. Take heap snapshot	COMMENT
LOW	docs/ja-JP/agents/performance-optimizer.md	321	# 1. ヒープスナップショットを取得	COMMENT
LOW	docs/ja-JP/skills/homelab-vlan-segmentation/SKILL.md	281	```	COMMENT
LOW	docs/ja-JP/skills/git-workflow/SKILL.md	301	```	COMMENT
LOW	docs/ja-JP/skills/rust-testing/SKILL.md	361	/// assert_eq!(add(-1, 1), 0);	COMMENT
LOW	docs/ja-JP/skills/homelab-pihole-dns/SKILL.md	241		COMMENT
LOW	docs/zh-CN/skills/git-workflow/SKILL.md	301	git merge feature/user-auth --no-commit --no-ff	COMMENT
LOW	docs/zh-CN/skills/rust-testing/SKILL.md	361	/// assert_eq!(add(-1, 1), 0);	COMMENT
LOW	docs/es/skills/docker-patterns/SKILL.md	341	docker network inspect <project>_default	COMMENT
LOW	docs/es/skills/rust-testing/SKILL.md	361	/// assert_eq!(add(-1, 1), 0);	COMMENT
LOW	docs/tr/skills/docker-patterns/SKILL.md	341	docker network inspect <project>_default	COMMENT
LOW	docs/tr/skills/rust-testing/SKILL.md	361	/// assert_eq!(add(-1, 1), 0);	COMMENT
LOW	.codex/config.toml	1	#:schema https://developers.openai.com/codex/config-schema.json	COMMENT
LOW	.codex/config.toml	81	#	COMMENT
LOW	scripts/gan-harness.sh	1	#!/bin/bash	COMMENT
LOW	scripts/ci/check-unicode-safety.js	121	// vector for "ASCII smuggling" / "Tag smuggling" prompt injection:	COMMENT
LOW	scripts/ci/validate-workflow-security.js	21	eventPattern: /\bpull_request_target\s*:/m,	COMMENT
LOW	scripts/hooks/gateguard-fact-force.js	41	const ROUTINE_BASH_SESSION_KEY = '__bash_session__';	COMMENT
LOW	scripts/hooks/gateguard-fact-force.js	881	return saveState(state);	COMMENT
LOW	scripts/hooks/session-end.js	181	}	COMMENT
LOW	scripts/hooks/config-protection.js	101	// path (e.g. scaffolding ESLint into a fresh repo).	COMMENT
LOW	.kiro/install.sh	1	#!/bin/bash	COMMENT
LOW	.kiro/README.md	441		COMMENT
LOW	.kiro/README.md	461	# - SQL injection prevention	COMMENT
LOW	.kiro/README.md	501	# - Triggers when you save .ts or .tsx files	COMMENT
LOW	.kiro/README.md	601	### Example 10: Documentation Updates	COMMENT
17 more matches not shown…

Fake / Example Data56 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	tests/opencode-tools.test.js	197	spawnSync("git", ["config", "user.email", "test@test.com"], { cwd: projectDir })	CODE
LOW	tests/hooks/detect-project-worktree.test.js	178	GIT_AUTHOR_EMAIL: 'test@test.com',	CODE
LOW	tests/hooks/detect-project-worktree.test.js	180	GIT_COMMITTER_EMAIL: 'test@test.com'	CODE
LOW	tests/hooks/detect-project-worktree.test.js	252	GIT_AUTHOR_EMAIL: 'test@test.com',	CODE
LOW	tests/hooks/detect-project-worktree.test.js	254	GIT_COMMITTER_EMAIL: 'test@test.com'	CODE
LOW	tests/hooks/observe-subdirectory-detection.test.js	81	GIT_AUTHOR_EMAIL: 'test@test.com',	CODE
LOW	tests/hooks/observe-subdirectory-detection.test.js	83	GIT_COMMITTER_EMAIL: 'test@test.com',	CODE
LOW	docs/ja-JP/agents/e2e-runner.md	42	agent-browser fill @e2 "user@example.com" # 参照で入力を埋める	CODE
LOW	docs/ja-JP/agents/database-reviewer.md	175	SELECT email, name FROM users WHERE email = 'user@example.com';	CODE
LOW	docs/ja-JP/rules/angular/testing.md	147	cy.get('[data-cy=email]').type('user@example.com');	CODE
LOW	docs/ja-JP/commands/go-test.md	74	{"simple email", "user@example.com", false},	CODE
LOW⚡	docs/ja-JP/skills/kotlin-testing/SKILL.md	73	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	docs/ja-JP/skills/csharp-testing/SKILL.md	91	[InlineData("user@example.com", true)]	CODE
LOW	docs/ja-JP/skills/django-verification/SKILL.md	145	echo "from apps.users.models import User; User.objects.create_superuser('admin@example.com', 'admin')" \| python manage.p	CODE
LOW	docs/ja-JP/skills/fsharp-testing/SKILL.md	119	[<InlineData("user@example.com", true)>]	CODE
LOW	docs/ja-JP/skills/django-tdd/SKILL.md	124	email='admin@example.com',	CODE
LOW	docs/ja-JP/skills/django-tdd/SKILL.md	260	email='admin@example.com',	CODE
LOW	docs/zh-CN/commands/cpp-test.md	69	auto result = validate_email("user@example.com");	CODE
LOW	docs/zh-CN/commands/go-test.md	75	{"simple email", "user@example.com", false},	CODE
LOW⚡	docs/zh-CN/skills/kotlin-testing/SKILL.md	73	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	docs/zh-CN/skills/csharp-testing/SKILL.md	91	[InlineData("user@example.com", true)]	CODE
LOW	docs/zh-CN/skills/django-verification/SKILL.md	158	echo "from apps.users.models import User; User.objects.create_superuser('admin@example.com', 'admin')" \| python manage.p	CODE
LOW	docs/zh-CN/skills/django-tdd/SKILL.md	125	email='admin@example.com',	CODE
LOW	docs/zh-CN/skills/django-tdd/SKILL.md	261	email='admin@example.com',	CODE
LOW	docs/zh-TW/agents/e2e-runner.md	42	agent-browser fill @e2 "user@example.com" # 依 ref 填入輸入	CODE
LOW	docs/zh-TW/agents/database-reviewer.md	172	SELECT email, name FROM users WHERE email = 'user@example.com';	CODE
LOW	docs/ko-KR/commands/go-test.md	74	{"단순 이메일", "user@example.com", false},	CODE
LOW	docs/pt-BR/commands/go-test.md	74	{"simple email", "user@example.com", false},	CODE
LOW	docs/es/commands/go-test.md	65	{"email simple", "user@example.com", false},	CODE
LOW	docs/es/skills/kotlin-testing/SKILL.md	73	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	docs/tr/commands/go-test.md	74	{"basit e-posta", "user@example.com", false},	CODE
LOW	docs/tr/skills/kotlin-testing/SKILL.md	61	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	rules/angular/testing.md	147	cy.get('[data-cy=email]').type('user@example.com');	CODE
LOW	rules/react/testing.md	63	await user.type(screen.getByLabelText("Email"), "user@example.com");	CODE
LOW	rules/react/testing.md	66	expect(handleSubmit).toHaveBeenCalledWith({ email: "user@example.com" });	CODE
LOW	commands/cpp-test.md	68	auto result = validate_email("user@example.com");	CODE
LOW	commands/go-test.md	74	{"simple email", "user@example.com", false},	CODE
LOW	.kiro/skills/python-testing/SKILL.md	123	("user@example.com", True),	CODE
LOW	.kiro/skills/python-testing/SKILL.md	220	service.send("user@example.com", "Hello")	CODE
LOW⚡	.kiro/skills/kotlin-testing/SKILL.md	73	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	.kiro/skills/react-testing/SKILL.md	83	await user.type(screen.getByLabelText("Email"), "user@example.com");	CODE
LOW	.kiro/skills/react-testing/SKILL.md	86	expect(onSubmit).toHaveBeenCalledWith({ email: "user@example.com" });	CODE
LOW	.kiro/skills/golang-testing/SKILL.md	33	email: "user@example.com",	CODE
LOW	.kiro/skills/golang-testing/SKILL.md	166	email := "user@example.com"	CODE
LOW⚡	skills/kotlin-testing/SKILL.md	74	validateEmail("user@example.com").shouldBeSuccess("user@example.com")	CODE
LOW	skills/csharp-testing/SKILL.md	92	[InlineData("user@example.com", true)]	CODE
LOW	…/continuous-learning-v2/scripts/test_parse_instinct.py	215	trigger: "placeholder"	CODE
LOW	…/continuous-learning-v2/scripts/test_parse_instinct.py	518	yaml_file.write_text("placeholder")	CODE
LOW	skills/react-testing/SKILL.md	84	await user.type(screen.getByLabelText("Email"), "user@example.com");	CODE
LOW	skills/react-testing/SKILL.md	87	expect(onSubmit).toHaveBeenCalledWith({ email: "user@example.com" });	CODE
LOW	skills/django-verification/SKILL.md	155	echo "from apps.users.models import User; User.objects.create_superuser('admin@example.com', 'admin')" \| python manage.p	CODE
LOW	skills/angular-developer/references/e2e-testing.md	29	cy.get('[data-cy=email]').type('user@example.com');	CODE
LOW	skills/angular-developer/references/e2e-testing.md	44	await page.getByLabel('Email').fill('user@example.com');	CODE
LOW	skills/fsharp-testing/SKILL.md	120	[<InlineData("user@example.com", true)>]	CODE
LOW	skills/django-tdd/SKILL.md	126	email='admin@example.com',	CODE
LOW	skills/django-tdd/SKILL.md	262	email='admin@example.com',	CODE

Magic Placeholder Names10 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	docs/ja-JP/skills/x-api/SKILL.md	53	export X_API_KEY="your-api-key"	CODE
HIGH	docs/ja-JP/skills/videodb/reference/api-reference.md	11	api_key="your-api-key", # or set VIDEO_DB_API_KEY env var	CODE
HIGH	docs/ja-JP/skills/flox-environments/SKILL.md	318	# 使用方法: API_KEY="<your-api-key>" flox activate	STRING
HIGH	docs/ja-JP/skills/nutrient-document-processing/SKILL.md	142	"NUTRIENT_DWS_API_KEY": "YOUR_API_KEY",	CODE
HIGH	docs/zh-CN/skills/x-api/SKILL.md	53	export X_API_KEY="your-api-key"	CODE
HIGH	docs/zh-CN/skills/videodb/reference/api-reference.md	11	api_key="your-api-key", # or set VIDEO_DB_API_KEY env var	CODE
HIGH	docs/zh-CN/skills/nutrient-document-processing/SKILL.md	143	"NUTRIENT_DWS_API_KEY": "YOUR_API_KEY",	CODE
HIGH	skills/videodb/reference/api-reference.md	11	api_key="your-api-key", # or set VIDEO_DB_API_KEY env var	CODE
HIGH	skills/flox-environments/SKILL.md	319	# Use: API_KEY="<your-api-key>" flox activate	STRING
HIGH	skills/nutrient-document-processing/SKILL.md	146	"NUTRIENT_DWS_API_KEY": "YOUR_API_KEY",	CODE

AI Slop Vocabulary12 hits · 35 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/gan-harness.sh	2	# gan-harness.sh — GAN-Style Generator-Evaluator Harness Orchestrator	COMMENT
MEDIUM⚡	scripts/gan-harness.sh	5	# https://www.anthropic.com/engineering/harness-design-long-running-apps	COMMENT
MEDIUM⚡	scripts/gan-harness.sh	8	# ./scripts/gan-harness.sh "Build a music streaming dashboard"	COMMENT
MEDIUM⚡	scripts/gan-harness.sh	9	# GAN_MAX_ITERATIONS=10 GAN_PASS_THRESHOLD=8.0 ./scripts/gan-harness.sh "Build a Kanban board"	COMMENT
MEDIUM	.kiro/agents/architect.json	15	"prompt": "You are a senior software architect specializing in scalable, maintainable system design.\n\n## Your Role\n	CODE
MEDIUM	.kiro/agents/tdd-guide.json	16	"prompt": "You are a Test-Driven Development (TDD) specialist who ensures all code is developed test-first with compre	CODE
MEDIUM⚡	.kiro/agents/kotlin-reviewer.json	15	"prompt": "You are a senior Kotlin and Android/KMP code reviewer ensuring idiomatic, safe, and maintainable code.\n\n#	CODE
MEDIUM	.kiro/agents/database-reviewer.json	15	"prompt": "# Database Reviewer\n\nYou are an expert PostgreSQL database specialist focused on query optimization, sche	CODE
MEDIUM	.kiro/agents/e2e-runner.json	16	"prompt": "# E2E Test Runner\n\nYou are an expert end-to-end testing specialist. Your mission is to ensure critical us	CODE
MEDIUM	.kiro/agents/fsharp-reviewer.json	15	"prompt": "You are a senior F# code reviewer ensuring high standards of idiomatic functional F# code and best practice	CODE
MEDIUM	.kiro/agents/harness-optimizer.json	14	"prompt": "You are the harness optimizer.\n\n## Mission\n\nRaise agent completion quality by improving harness configu	CODE
MEDIUM	.kiro/agents/harness-optimizer.json	14	"prompt": "You are the harness optimizer.\n\n## Mission\n\nRaise agent completion quality by improving harness configu	CODE

Redundant / Tautological Comments15 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	.trae/uninstall.sh	50	# Check if ~ was specified (or expanded to $HOME)	COMMENT
LOW	.trae/uninstall.sh	57	# Check if we're already inside a .trae or .trae-cn directory	COMMENT
LOW	.trae/install.sh	81	# Check if ~ was specified (or expanded to $HOME)	COMMENT
LOW	.trae/install.sh	88	# Check if we're already inside a .trae or .trae-cn directory	COMMENT
LOW⚡	skills/continuous-learning-v2/agents/start-observer.sh	14	# start-observer.sh status # Check if observer is running	COMMENT
LOW	skills/continuous-learning-v2/agents/start-observer.sh	175	# Check if observer is disabled in config	COMMENT
LOW	skills/continuous-learning-v2/agents/start-observer.sh	182	# Check if already running	COMMENT
LOW	skills/continuous-learning-v2/hooks/observe.sh	261	# Check if parsing succeeded	COMMENT
LOW	skills/continuous-learning-v2/hooks/observe.sh	434	# Check if observer is now running after cleanup	COMMENT
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1342	# Check if already global	COMMENT
LOW	skills/skill-stocktake/scripts/quick-diff.sh	59	# Check if this file is known to results.json (exact whole-line match to	COMMENT
LOW	.codebuddy/uninstall.sh	39	# Check if ~ was specified (or expanded to $HOME)	COMMENT
LOW	.codebuddy/uninstall.sh	46	# Check if we're already inside a .codebuddy directory	COMMENT
LOW	.codebuddy/install.sh	91	# Check if ~ was specified (or expanded to $HOME)	COMMENT
LOW	.codebuddy/install.sh	98	# Check if we're already inside a .codebuddy directory	COMMENT

Cross-Language Confusion (JS/TS)4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/scripts/ecc-dashboard.test.js	62	print(json.dumps({'argv': argv, 'kwargs': kwargs}))	CODE
HIGH	tests/scripts/ecc-dashboard.test.js	79	print(json.dumps({'argv': argv, 'kwargs': kwargs}))	CODE
HIGH	tests/scripts/ecc-dashboard.test.js	97	print(json.dumps({'error': str(exc)}))	CODE
HIGH	tests/scripts/ecc-dashboard.test.js	129	print(json.dumps(window.calls))	CODE

Verbosity Indicators11 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	scripts/lib/project-detect.js	340	// Step 1: Detect languages	COMMENT
LOW	scripts/lib/project-detect.js	356	// Step 2: Detect frameworks based on markers and dependencies	COMMENT
LOW	scripts/lib/project-detect.js	414	// Step 3: Determine primary type	COMMENT
LOW	.kiro/agents/chief-of-staff.json	16	"prompt": "You are a personal chief of staff that manages all communication channels — email, Slack, LINE, Messenger,	CODE
LOW⚡	.kiro/agents/kotlin-reviewer.json	15	"prompt": "You are a senior Kotlin and Android/KMP code reviewer ensuring idiomatic, safe, and maintainable code.\n\n#	CODE
LOW⚡	skills/skill-comply/scripts/run.py	64	# Step 1: Generate compliance spec	COMMENT
LOW⚡	skills/skill-comply/scripts/run.py	69	# Step 2: Generate scenarios	COMMENT
LOW	skills/skill-comply/scripts/run.py	91	# Step 3: Execute scenarios	COMMENT
LOW	skills/skill-comply/scripts/run.py	102	# Step 4: Generate report	COMMENT
LOW⚡	skills/skill-comply/scripts/grader.py	72	# Step 1: LLM classifies all events in one batch call	COMMENT
LOW⚡	skills/skill-comply/scripts/grader.py	81	# Step 2: Check temporal ordering (deterministic)	COMMENT

Example Usage Blocks10 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	.trae/uninstall.sh	6	# Usage:	COMMENT
LOW	.trae/install.sh	6	# Usage:	COMMENT
LOW⚡	scripts/gan-harness.sh	7	# Usage:	COMMENT
LOW	scripts/codex/install-global-git-hooks.sh	5	# Usage:	COMMENT
LOW	.kiro/install.sh	6	# Usage:	COMMENT
LOW	skills/ios-icon-gen/scripts/iconify_gen.sh	6	# Usage:	COMMENT
LOW⚡	skills/continuous-learning-v2/agents/start-observer.sh	10	# Usage:	COMMENT
LOW	skills/frontend-slides/scripts/export-pdf.sh	4	# Usage:	COMMENT
LOW	.codebuddy/uninstall.sh	6	# Usage:	COMMENT
LOW	.codebuddy/install.sh	6	# Usage:	COMMENT

Deep Nesting23 hits · 16 pts

Severity	File	Line	Context
LOW	ecc_dashboard.py	44	CODE
LOW	ecc_dashboard.py	108	CODE
LOW	ecc_dashboard.py	188	CODE
LOW	ecc_dashboard.py	237	CODE
LOW	scripts/hooks/insaits-security-monitor.py	95	CODE
LOW	skills/delivery-gate/hooks/quality-gate.py	80	CODE
LOW	skills/delivery-gate/hooks/quality-gate.py	129	CODE
LOW	skills/videodb/scripts/ws_listener.py	78	CODE
LOW	skills/videodb/scripts/ws_listener.py	147	CODE
LOW	skills/skill-comply/scripts/runner.py	125	CODE
LOW	skills/skill-comply/scripts/report.py	13	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	285	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	506	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	560	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	876	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1065	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1254	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1734	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1749	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1825	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	1876	CODE
LOW	skills/frontend-slides/scripts/extract-pptx.py	18	CODE
LOW	src/llm/providers/claude.py	58	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	.kiro/agents/code-reviewer.json	15	"prompt": "You are a senior code reviewer ensuring high standards of code quality and security.\n\n## Review Process\n	CODE
HIGH	.kiro/agents/code-reviewer.json	15	"prompt": "You are a senior code reviewer ensuring high standards of code quality and security.\n\n## Review Process\n	CODE

Self-Referential Comments2 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…/continuous-learning-v2/scripts/test_parse_instinct.py	735	# Create a project dir with instincts	COMMENT
MEDIUM	skills/frontend-slides/scripts/export-pdf.sh	354	# Create a minimal package.json so npm install works	COMMENT

Modern Structural Boilerplate7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	ecc_dashboard.py	33	logger = logging.getLogger(__name__)	CODE
LOW	integrations/aura/adapter.py	33	__all__ = [	CODE
LOW	integrations/aura/__init__.py	26	__all__ = [	CODE
LOW	skills/skill-comply/scripts/run.py	19	logger = logging.getLogger(__name__)	CODE
LOW	skills/skill-comply/scripts/runner.py	101	def _setup_sandbox(sandbox_dir: Path, scenario: Scenario) -> None:	CODE
LOW	skills/skill-comply/scripts/classifier.py	10	logger = logging.getLogger(__name__)	CODE
LOW	skills/continuous-learning-v2/scripts/instinct-cli.py	421	def _update_registry(pid: str, pname: str, proot: str, premote: str) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings