1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

108.6K

Stars

TypeScript

Language

816.2K

Lines of Code

2.7K

Files

794

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 677 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 74 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 565 finding(s).

PR Review Velocity Impact 6.5/100 · LOW

Which changes need focused human review? 794 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 21HIGH 11MEDIUM 32LOW 730

Directory Score Breakdown

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

Pattern Findings

The scanner identified 794 distinct pattern matches across 22 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.

Hyper-Verbose Identifiers521 hits · 532 pts

Severity	File	Line	Snippet	Context
LOW	evals/skill_extraction.eval.ts	181	function createWorkflowComparisonSessions(withScratchpad: boolean): {	CODE
LOW	evals/skill_extraction.eval.ts	327	async function runExtractionAndReadState(	CODE
LOW	evals/skill_extraction.eval.ts	559	async function writeScratchpadStatsReport(	CODE
LOW	evals/skill_extraction.eval.ts	599	function expectSuccessfulExtractionRun(run: ExtractionRunSnapshot): void {	CODE
LOW	evals/skill_extraction.eval.ts	656	function parseScratchpadStatsTrials(): number {	CODE
LOW	evals/auto_memory_modes.eval.ts	328	async function expectSeedSessionEligible(	CODE
LOW	…ols/caretaker-agent/evals/triage/helpers/github_api.py	69	def _get_commit_sha_at_timestamp(owner: str, repo: str, created_at: str) -> str:	CODE
LOW	…/cloudrun/triage-worker/tests/test_integration_main.py	268	def test_validation_failure_triggers_retry(self, mock_triage):	CODE
LOW	…/cloudrun/triage-worker/tests/test_integration_main.py	296	def test_max_attempts_escalates_to_needs_human(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	23	def test_acquire_lock_nonexistent_doc(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	30	def test_acquire_lock_terminal_states(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	41	def test_acquire_lock_two_strikes_constraint(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	59	def test_acquire_lock_active_lock_by_other_holder(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	75	def test_acquire_lock_expired_lock_by_other_holder(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	91	def test_acquire_lock_success_proceed(self):	CODE
LOW⚡	…gent/cloudrun/triage-worker/tests/test_issues_store.py	108	def test_release_lock_nonexistent_doc(self):	CODE
LOW⚡	…gent/cloudrun/triage-worker/tests/test_issues_store.py	115	def test_release_lock_holder_mismatch(self):	CODE
LOW⚡	…gent/cloudrun/triage-worker/tests/test_issues_store.py	123	def test_release_lock_success_complete(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	144	def test_release_lock_failure_triggers_retry(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_issues_store.py	160	def test_release_lock_failure_max_attempts_needs_human(self):	CODE
LOW	…r-agent/cloudrun/triage-worker/tests/test_validator.py	46	def test_needs_info_comment_fallback(self):	CODE
LOW	…r-agent/cloudrun/triage-worker/tests/test_validator.py	66	def test_missing_triage_metadata(self):	CODE
LOW	…r-agent/cloudrun/triage-worker/tests/test_validator.py	86	def test_invalid_issue_id_format(self):	CODE
LOW⚡	…r-agent/cloudrun/triage-worker/tests/test_validator.py	100	def test_summary_missing_keys(self):	CODE
LOW⚡	…r-agent/cloudrun/triage-worker/tests/test_validator.py	110	def test_implementation_plan_missing_keys(self):	CODE
LOW⚡	…r-agent/cloudrun/triage-worker/tests/test_validator.py	120	def test_testing_strategy_missing_keys(self):	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	67	def test_main_missing_issue_details_exits_one(self):	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	73	def test_main_claim_action_early_exits_zero(self):	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	85	def test_main_auto_close_quality_flow(	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	115	def test_main_needs_info_quality_flow(	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	142	def test_main_ok_quality_flow(	CODE
LOW	…etaker-agent/cloudrun/triage-worker/tests/test_main.py	177	def test_main_failure_triggers_retry_release(self, mock_triage):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_agent_logger.py	10	def test_extract_final_output(self):	CODE
LOW	…gent/cloudrun/triage-worker/tests/test_agent_logger.py	42	def test_process_issue_triage_error(self, mock_agent, mock_upload):	CODE
LOW	…caretaker-agent/cloudrun/triage-worker/utils/events.py	6	def publish_issue_ready_for_code(	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	14	def test_strip_ansi_color_codes():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	21	def test_is_preflight_failure_allowed_single_approved_file():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	27	def test_is_preflight_failure_allowed_multiple_approved_files():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	36	def test_is_preflight_failure_allowed_generic_keyword():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	42	def test_is_preflight_failure_allowed_unapproved_failure():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	51	def test_is_preflight_failure_allowed_no_failures():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	57	def test_should_ignore_preflight_failure_concatenates_streams():	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	57	def test_sync_or_clone_repository(mock_cmd_run, mock_config):	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	69	async def test_run_regression_checks_pass(mock_cmd_run, mock_config):	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	81	async def test_run_regression_checks_bypassed_failure(mock_cmd_run, mock_preflight_filter, mock_config):	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	96	async def test_run_regression_checks_unapproved_failure(mock_cmd_run, mock_preflight_filter, mock_config):	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	111	def test_save_feedback_to_coding_workspace(mock_exists, mock_copyfile, mock_config):	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	131	async def test_run_loop_success_pr_created(	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	168	async def test_run_loop_max_attempts_exceeded(mock_sync, mock_setup, mock_cmd_run, mock_release_lock, mock_acquire_lock,	CODE
LOW	…taker-agent/cloudrun/pr-generator/tests/test_worker.py	15	def test_ignore_raw_ws_msg_filter():	CODE
LOW	…taker-agent/cloudrun/pr-generator/tests/test_worker.py	65	async def test_worker_main_orchestration_error(mock_orchestrator_cls, mock_config_cls):	CODE
LOW	…taker-agent/cloudrun/pr-generator/tests/test_worker.py	80	async def test_worker_main_unexpected_exception(mock_orchestrator_cls, mock_config_cls):	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	21	def test_sanitize_relative_path_valid():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	27	def test_sanitize_relative_path_traversal():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	33	def test_sanitize_relative_path_absolute():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	39	def test_sanitize_relative_path_null_bytes_and_empty():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	47	def test_sanitize_identifier_valid():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	53	def test_sanitize_identifier_injection_stripping():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	59	def test_sanitize_identifier_empty_fallback():	CODE
LOW⚡	…t/cloudrun/pr-generator/tests/test_command_executor.py	68	def test_command_execution_error_attributes():	CODE
461 more matches not shown…

Hallucination Indicators21 hits · 210 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/core/src/code_assist/server.ts	592	return error.response.data.error.details.some(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	282	mocks.mockStdout.write.mock.calls.filter((call: unknown[]) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1504	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1539	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1567	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1600	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1631	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1667	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1728	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1741	const titleWritesDelayed = mocks.mockStdout.write.mock.calls.filter(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1795	const titleWritesMid = mocks.mockStdout.write.mock.calls.filter(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1807	const titleWritesEnd = mocks.mockStdout.write.mock.calls.filter(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1854	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1924	const titleWritesAfterOutput = mocks.mockStdout.write.mock.calls.filter(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1938	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	1973	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	2010	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	2046	const titleWrites = mocks.mockStdout.write.mock.calls.filter((call) =>	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	3373	const clearViewportCalls = mocks.mockStdout.write.mock.calls.filter(	CODE
CRITICAL	packages/cli/src/ui/AppContainer.test.tsx	3652	mocks.mockStdout.write.mock.calls.filter((call: unknown[]) =>	CODE
CRITICAL	.github/workflows/unassign-inactive-assignees.yml	194	const prAuthor = event.source.issue.user.login.toLowerCase();	CODE

Structural Annotation Overuse50 hits · 89 pts

Severity	File	Line	Snippet	Context
LOW⚡	.gcp/release-docker.yml	2	# Step 1: Install root dependencies (includes workspaces)	COMMENT
LOW⚡	.gcp/release-docker.yml	8	# Step 2: Authenticate for Docker (so we can push images to the artifact registry)	COMMENT
LOW⚡	.gcp/release-docker.yml	14	# Step 3: Build workspace packages	COMMENT
LOW⚡	.gcp/release-docker.yml	20	# Step 4: Determine Docker Image Tag	COMMENT
LOW	.gcp/release-docker.yml	38	# Step 5: Build sandbox container image	COMMENT
LOW	.gcp/release-docker.yml	51	# Step 8: Publish sandbox container image	COMMENT
LOW⚡	.gcp/development-worker.yml	6	# Step 1: Install root dependencies	COMMENT
LOW⚡	.gcp/development-worker.yml	12	# Step 2: Authenticate for Docker	COMMENT
LOW⚡	.gcp/development-worker.yml	18	# Step 3: Build workspace packages	COMMENT
LOW⚡	.gcp/development-worker.yml	24	# Step 4: Build Development Image	COMMENT
LOW	integration-tests/file-system-interactive.test.ts	41	// Step 1: Read the file	COMMENT
LOW	integration-tests/file-system-interactive.test.ts	52	// Step 2: Write the file	COMMENT
LOW	docs/cli/generation-settings.md	100	### Step 1: Alias Resolution	COMMENT
LOW	docs/cli/generation-settings.md	110	### Step 2: Override Application	COMMENT
LOW	docs/cli/tutorials/plan-mode-steering.md	31	## Step 1: Start a complex task	COMMENT
LOW	docs/cli/tutorials/plan-mode-steering.md	40	## Step 2: Steer the research phase	COMMENT
LOW	docs/cli/tutorials/plan-mode-steering.md	52	## Step 3: Refine the design mid-turn	COMMENT
LOW	docs/cli/tutorials/plan-mode-steering.md	64	## Step 4: Approve and implement	COMMENT
LOW	docs/extensions/writing-extensions.md	27	## Step 1: Create a new extension	COMMENT
LOW	docs/extensions/writing-extensions.md	48	## Step 2: Understand the extension files	COMMENT
LOW	docs/extensions/writing-extensions.md	131	## Step 3: Add extension settings	COMMENT
LOW	docs/extensions/writing-extensions.md	169	## Step 4: Link your extension	COMMENT
LOW	docs/extensions/writing-extensions.md	193	## Step 5: Add a custom command	COMMENT
LOW	docs/extensions/writing-extensions.md	228	## Step 6: Add a custom `GEMINI.md`	STRING
LOW	docs/extensions/writing-extensions.md	304	## Step 8: Release your extension	STRING
LOW	docs/hooks/writing-hooks.md	22	### Step 1: Create your hook script	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	42	// Step 1: Normalize newest messages.	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	49	// Step 2: Check if truncation is needed based on the token threshold (High Watermark)	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	54	// Step 3: Split into keep/truncate boundaries	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	271	// Step 1: Initial state	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	295	// Step 2: Mutate p2 into m2	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	309	// Step 3: Upstream adds new nodes (p4, p5)	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	40	// Step 1: Save client information	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	47	// Step 2: Save code verifier	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	50	// Step 3: Set up callback server	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	62	// Step 4: Redirect to authorization	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	66	// Step 5: Save tokens after exchange	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	49	// Step 2: Consult	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	57	// Step 3: Alignment Check	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	60	// Step 4: Review & Approval	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	290	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	316	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	349	### Step 3: Initializing the Skill	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	382	### Step 4: Edit the Skill	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	445	### Step 5: Packaging a Skill	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	482	### Step 6: Installing and Reloading a Skill	COMMENT
LOW	packages/core/src/skills/builtin/skill-creator/SKILL.md	509	### Step 7: Iterate	COMMENT
LOW	…s/vscode-ide-companion/scripts/check-vscode-release.js	11	// Step 1: Find the commit hash of the last release	COMMENT
LOW⚡	…s/vscode-ide-companion/scripts/check-vscode-release.js	46	// Step 2: Check for new commits	COMMENT
LOW⚡	…s/vscode-ide-companion/scripts/check-vscode-release.js	53	// Step 3: Check for dependency changes	COMMENT

Verbosity Indicators29 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW⚡	.gcp/release-docker.yml	2	# Step 1: Install root dependencies (includes workspaces)	COMMENT
LOW⚡	.gcp/release-docker.yml	8	# Step 2: Authenticate for Docker (so we can push images to the artifact registry)	COMMENT
LOW⚡	.gcp/release-docker.yml	14	# Step 3: Build workspace packages	COMMENT
LOW⚡	.gcp/release-docker.yml	20	# Step 4: Determine Docker Image Tag	COMMENT
LOW	.gcp/release-docker.yml	38	# Step 5: Build sandbox container image	COMMENT
LOW	.gcp/release-docker.yml	51	# Step 8: Publish sandbox container image	COMMENT
LOW⚡	.gcp/development-worker.yml	6	# Step 1: Install root dependencies	COMMENT
LOW⚡	.gcp/development-worker.yml	12	# Step 2: Authenticate for Docker	COMMENT
LOW⚡	.gcp/development-worker.yml	18	# Step 3: Build workspace packages	COMMENT
LOW⚡	.gcp/development-worker.yml	24	# Step 4: Build Development Image	COMMENT
LOW	integration-tests/file-system-interactive.test.ts	41	// Step 1: Read the file	COMMENT
LOW	integration-tests/file-system-interactive.test.ts	52	// Step 2: Write the file	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	42	// Step 1: Normalize newest messages.	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	49	// Step 2: Check if truncation is needed based on the token threshold (High Watermark)	COMMENT
LOW⚡	packages/core/src/context/agentHistoryProvider.ts	54	// Step 3: Split into keep/truncate boundaries	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	271	// Step 1: Initial state	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	295	// Step 2: Mutate p2 into m2	COMMENT
LOW	…core/src/context/pipeline/contextWorkingBuffer.test.ts	309	// Step 3: Upstream adds new nodes (p4, p5)	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	40	// Step 1: Save client information	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	47	// Step 2: Save code verifier	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	50	// Step 3: Set up callback server	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	62	// Step 4: Redirect to authorization	COMMENT
LOW⚡	packages/core/src/mcp/mcp-oauth-provider.test.ts	66	// Step 5: Save tokens after exchange	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	49	// Step 2: Consult	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	57	// Step 3: Alignment Check	COMMENT
LOW⚡	…ckages/core/src/prompts/planModeNonInteractive.test.ts	60	// Step 4: Review & Approval	COMMENT
LOW	…s/vscode-ide-companion/scripts/check-vscode-release.js	11	// Step 1: Find the commit hash of the last release	COMMENT
LOW⚡	…s/vscode-ide-companion/scripts/check-vscode-release.js	46	// Step 2: Check for new commits	COMMENT
LOW⚡	…s/vscode-ide-companion/scripts/check-vscode-release.js	53	// Step 3: Check for dependency changes	COMMENT

AI Slop Vocabulary16 hits · 47 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/snapshot_fidelity.eval.ts	127	// Use a self-consistency of 3 runs to get a robust majority vote	COMMENT
MEDIUM	integration-tests/json-output.test.ts	143	// come up with a more robust solution.	COMMENT
MEDIUM	integration-tests/hooks-system.test.ts	1643	// This makes the test more robust by creating multiple start/stop cycles	COMMENT
MEDIUM	packages/core/src/tools/edit.ts	1450	.map((l) => l.trimEnd()); // Trim end of search lines to be more robust	CODE
MEDIUM	packages/core/src/utils/memoryImportProcessor.test.ts	384	// This test verifies the robust findCodeRegions implementation	COMMENT
MEDIUM	packages/core/src/utils/memoryDiscovery.ts	28	// TODO: Integrate with a more robust server-side logger if available/appropriate.	COMMENT
MEDIUM	packages/core/src/utils/atCommandUtils.ts	233	// We rely on validatePath and Config.validatePathAccess for robust checking	COMMENT
MEDIUM	packages/core/src/utils/buildFileUtils.ts	100	// Consistent path resolution using a single, robust helper to handle traversals (. or ..) and absolute/relative conve	COMMENT
MEDIUM	packages/core/src/utils/memoryDiscovery.test.ts	92	// Use maxRetries option for robust cleanup without race conditions	COMMENT
MEDIUM	packages/core/src/utils/bfsFileSearch.ts	15	// TODO: Integrate with a more robust server-side logger.	COMMENT
MEDIUM	packages/core/src/utils/filesearch/fileSearch.test.ts	739	// Perform a more specific search that should leverage the broad search's cached results	COMMENT
MEDIUM	packages/core/src/sandbox/windows/GeminiSandbox.cs	474	// Ensure we use the 8.3 long-name equivalent for robust security checks per guidelines	COMMENT
MEDIUM	…ages/core/src/sandbox/windows/WindowsSandboxManager.ts	323	// Track both versions for inheritance checks to be robust against symlinks.	COMMENT
MEDIUM	packages/cli/src/ui/utils/commandUtils.ts	256	// Copies a string snippet to the clipboard with robust OSC-52 support.	COMMENT
MEDIUM	packages/cli/src/utils/skillUtils.ts	121	// Reuse existing robust git cloning utility from extension manager.	COMMENT
MEDIUM	packages/a2a-server/src/config/config.ts	195	// NOTE: Monkey-patching process.cwd and process.chdir via AsyncLocalStorage is a robust way	COMMENT

Over-Commented Block33 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	…gent/cloudrun/pr-generator/workflow/db/db_interface.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	integration-tests/clipboard-linux.test.ts	81	);	COMMENT
LOW	docs/reference/policy-engine.md	301	# (Optional) The name of an MCP server. Can be combined with toolName	COMMENT
LOW	docs/reference/policy-engine.md	321	# it effectively matches from the start of the command.	COMMENT
LOW	scripts/build_package.js	1	/**	COMMENT
LOW	scripts/sandbox_command.js	1	/**	COMMENT
LOW	scripts/start.js	1	/**	COMMENT
LOW	scripts/send_gemini_request.sh	1	#!/bin/bash	COMMENT
LOW	scripts/build.js	1	/**	COMMENT
LOW	scripts/clean.js	1	/**	COMMENT
LOW	scripts/generate-git-commit-info.js	1	/**	COMMENT
LOW	scripts/build_vscode_companion.js	1	/**	COMMENT
LOW	scripts/build_sandbox.js	1	/**	COMMENT
LOW	scripts/copy_files.js	1	#!/usr/bin/env node	COMMENT
LOW	scripts/harvest_api_reliability.sh	1	#!/bin/bash	COMMENT
LOW	scripts/copy_bundle_assets.js	1	/**	COMMENT
LOW	packages/core/src/utils/editCorrector.ts	141	// Regex explanation:	COMMENT
LOW	packages/core/src/utils/schemaValidator.ts	21	// See: https://ajv.js.org/options.html#strict-mode-options	COMMENT
LOW	packages/core/src/services/shellExecutionService.ts	81	return command;	COMMENT
LOW	packages/core/src/services/modelConfigService.ts	21	// In many cases the model (or model config alias) is sufficient to fully	COMMENT
LOW	…ckages/core/src/services/shellExecutionService.test.ts	461		COMMENT
LOW	packages/core/src/policy/config.ts	381	// Priority bands (tiers):	COMMENT
LOW	packages/core/src/policy/policies/read-only.toml	1	# Priority system for policy rules:	COMMENT
LOW	packages/core/src/policy/policies/yolo.toml	1	# Priority system for policy rules:	COMMENT
LOW	packages/core/src/policy/policies/yolo.toml	21	# 4.2: MCP servers with trust=true (persistent trusted servers)	COMMENT
LOW	packages/core/src/policy/policies/plan.toml	1	# Priority system for policy rules:	COMMENT
LOW	packages/core/src/policy/policies/plan.toml	21	# 4.2: MCP servers with trust=true (persistent trusted servers)	COMMENT
LOW	packages/core/src/policy/policies/write.toml	1	# Priority system for policy rules:	COMMENT
LOW	packages/cli/src/ui/utils/terminalCapabilityManager.ts	81	// eslint-disable-next-line no-control-regex	COMMENT
LOW	packages/cli/src/ui/components/InboxDialog.tsx	921	<Text color={theme.text.secondary}>No items in inbox.</Text>	COMMENT
LOW	packages/cli/src/ui/components/InboxDialog.tsx	981	// terminals. Every visible row — skill items, patch items, memory-patch	COMMENT

Fake / Example Data29 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	integration-tests/checkpointing.test.ts	164	execFileSync('git', ['config', 'user.email', 'user@example.com'], {	CODE
LOW	integration-tests/browser-policy.test.ts	232	GEMINI_API_KEY: 'fake-key',	CODE
LOW	integration-tests/acp-telemetry.test.ts	70	GEMINI_API_KEY: 'fake-key',	CODE
LOW	docs/tools/ask-user.md	80	"placeholder": "for example, my-awesome-app"	CODE
LOW	…s/test-utils/assets/test-servers/google-workspace.json	502	"description": "A simple search term (e.g., \"Budget Q3\"), a Google Drive URL, or a full query string (e.g.	CODE
LOW	…ckages/core/src/tools/definitions/base-declarations.ts	109	export const ASK_USER_QUESTION_PARAM_PLACEHOLDER = 'placeholder';	CODE
LOW	packages/core/src/context/testing/contextTestUtils.ts	99	id: id \|\| 'dummy_id',	CODE
LOW	…re/src/context/processors/toolMaskingProcessor.test.ts	32	id: 'dummy_id',	CODE
LOW	…re/src/context/processors/toolMaskingProcessor.test.ts	69	id: 'dummy_id',	CODE
LOW	packages/core/src/core/contentGenerator.test.ts	76	vi.stubEnv('GEMINI_API_KEY', 'fake-key');	CODE
LOW	packages/core/src/services/memoryService.test.ts	76	getUserSkillsDir: vi.fn().mockReturnValue('/tmp/fake-user-skills'),	CODE
LOW	packages/cli/examples/scrollable-list-demo.tsx	29	.map(() => 'lorem ipsum '.repeat((index % 3) + 1).trim())	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	145	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	188	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	204	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	221	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	236	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	299	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	339	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/validateNonInterActiveAuth.test.ts	436	process.env['GEMINI_API_KEY'] = 'fake-key';	CODE
LOW	packages/cli/src/ui/AppContainer.test.tsx	3206	apiKey: 'fake-key',	CODE
LOW	packages/cli/src/ui/components/MainContent.test.tsx	1423	text: `Paragraph ${index + 1}: ${'lorem ipsum '.repeat(20)}`,	CODE
LOW⚡	…kages/cli/src/ui/components/shared/text-buffer.test.ts	2183	const longText = `not only five centuries, but also the leap into electronic typesetting, remaining essentially un	CODE
LOW⚡	…kages/cli/src/ui/components/shared/text-buffer.test.ts	2186	It is a long established fact that a reader will be distracted by the readable content of a page when looking at its lay	CODE
LOW⚡	…kages/cli/src/ui/components/shared/text-buffer.test.ts	2189	Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literature	CODE
LOW	…s/cli/src/ui/components/shared/ScrollableList.test.tsx	39	.map(() => 'lorem ipsum '.repeat((index % 3) + 1).trim())	CODE
LOW	packages/cli/src/ui/hooks/useHistoryManager.test.ts	275	const email = 'user@example.com';	CODE
LOW	packages/cli/src/ui/hooks/useHistoryManager.test.ts	292	const email = 'user@example.com';	CODE
LOW	packages/a2a-server/src/config/workspace_trust.test.ts	31	vi.stubEnv('GEMINI_API_KEY', 'dummy-key-for-eval');	CODE

Excessive Try-Catch Wrapping30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tools/caretaker-agent/evals/triage/runner.py	67	except Exception:	CODE
LOW	tools/caretaker-agent/evals/triage/runner.py	112	except Exception as e:	CODE
LOW	tools/caretaker-agent/evals/triage/judge.py	174	except Exception as e:	CODE
LOW	…s/caretaker-agent/evals/triage/tools/sync_firestore.py	46	except Exception as e:	CODE
LOW	…ols/caretaker-agent/evals/triage/helpers/github_api.py	98	except Exception as e:	CODE
LOW	…ls/caretaker-agent/evals/triage/helpers/sync_to_gcs.py	46	except Exception as e:	CODE
LOW	tools/caretaker-agent/evals/triage/helpers/summary.py	239	except Exception as e:	CODE
LOW	…ker-agent/evals/triage/helpers/generate_golden_spec.py	39	except Exception:	CODE
LOW	tools/caretaker-agent/cloudrun/triage-worker/main.py	50	except Exception as e:	CODE
LOW	tools/caretaker-agent/cloudrun/triage-worker/main.py	95	except Exception as e:	CODE
LOW	tools/caretaker-agent/cloudrun/triage-worker/main.py	170	except Exception as e:	CODE
LOW	…er-agent/cloudrun/triage-worker/triage_orchestrator.py	105	except Exception as e:	CODE
LOW	…caretaker-agent/cloudrun/triage-worker/utils/egress.py	57	except Exception as e:	CODE
LOW	…ker-agent/cloudrun/triage-worker/utils/agent_logger.py	39	except Exception as e:	CODE
LOW	…ker-agent/cloudrun/triage-worker/utils/agent_logger.py	99	except Exception as e:	CODE
LOW	…caretaker-agent/cloudrun/triage-worker/utils/events.py	52	except Exception as e:	CODE
LOW	…retaker-agent/cloudrun/pr-generator/workflow/worker.py	45	except Exception as e:	CODE
LOW	…retaker-agent/cloudrun/pr-generator/workflow/worker.py	53	except Exception as err:	CODE
LOW	…ent/cloudrun/pr-generator/workflow/command_executor.py	148	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/agent_runner.py	249	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	57	except Exception:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	156	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	262	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	286	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	301	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	319	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	322	except Exception as e:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	334	except Exception as db_err:	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	637	except Exception as e:	CODE
LOW	…-agent/cloudrun/pr-generator/workflow/github_client.py	93	except Exception as e:	CODE

Unused Imports22 hits · 22 pts

Severity	File	Line	Context
LOW	…/cloudrun/triage-worker/tests/test_integration_main.py	14	CODE
LOW	…/cloudrun/triage-worker/tests/test_integration_main.py	14	CODE
LOW	…/cloudrun/triage-worker/tests/test_integration_main.py	15	CODE
LOW	…t/cloudrun/pr-generator/tests/test_preflight_filter.py	6	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	6	CODE
LOW	…agent/cloudrun/pr-generator/tests/test_orchestrator.py	12	CODE
LOW	…taker-agent/cloudrun/pr-generator/tests/test_worker.py	7	CODE
LOW	…t/cloudrun/pr-generator/tests/test_command_executor.py	6	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	29	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	17	CODE

Decorative Section Separators7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/send_gemini_request.sh	2	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/send_gemini_request.sh	4	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/send_gemini_request.sh	28	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/harvest_api_reliability.sh	4	# -------------------------------	COMMENT
MEDIUM	packages/test-utils/src/perf-test-harness.ts	489	// ─── Baseline management ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/test-utils/src/perf-test-harness.ts	538	// ─── Helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…core/src/agents/browser/browserAgentInvocation.test.ts	270	// ─── Structured SubagentProgress emission tests ───────────────────────	COMMENT

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/changelogs/index.md	808	[https://allen.hutchison.org/2025/11/26/the-guardrails-of-autonomy/](https://allen.hutchison.org/2025/11/26/the-guar	CODE
MEDIUM	docs/hooks/writing-hooks.md	148	### RAG-based Tool Filtering (BeforeToolSelection)	COMMENT
MEDIUM	packages/core/src/core/turn.ts	253	// A turn manages the agentic loop turn within the server context.	COMMENT
MEDIUM	packages/cli/src/nonInteractiveCliAgentSession.ts	330	// Create LegacyAgentSession — owns the agentic loop	COMMENT
MEDIUM	packages/cli/src/nonInteractiveCliAgentSession.ts	347	// Start the agentic loop (runs in background)	COMMENT
MEDIUM	packages/a2a-server/src/commands/init.ts	118	// The executor will handle the entire agentic loop, including	COMMENT

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…ent/cloudrun/pr-generator/workflow/command_executor.py	81	Executes a command safely using direct argument lists without shell invocation. Args: cmd: The comm	STRING
HIGH	…r-agent/cloudrun/pr-generator/workflow/agent_runner.py	130	Launches and manages an asynchronous conversation with an Antigravity Agent. Args: role: Label repr	STRING
HIGH	…-agent/cloudrun/pr-generator/workflow/github_client.py	36	Submits a POST request to GitHub to create a new Pull Request. Args: branch_name: The feature branc	STRING

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	docs/cli/custom-commands.md	please summarize the findings for the pattern `{{args}}`. search results: !{grep -r {{args}} .}	STRING
HIGH	docs/extensions/writing-extensions.md	please summarize the findings for the pattern `{{args}}`. search results: !{grep -r {{args}} .}	STRING
HIGH	…ns/examples/custom-commands/commands/fs/grep-code.toml	please summarize the findings for the pattern `{{args}}`. search results: !{grep -r {{args}} .}	STRING

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	149	export GEMINI_API_KEY="YOUR_API_KEY"	CODE
HIGH	README.md	165	export GOOGLE_API_KEY="YOUR_API_KEY"	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	.github/workflows/gemini-cli-bot-brain.yml	317	gh pr create --draft --title "🤖 Gemini Bot Productivity Optimizations" --body "Automated changes generated	CODE
HIGH	.github/workflows/gemini-cli-bot-brain.yml	325	gh pr create --draft --title "🤖 Gemini Bot Productivity Optimizations" --body "Automated changes generat	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/review.sh	67	# Create a detached worktree from origin/main	COMMENT
MEDIUM	.github/workflows/test-build-binary.yml	85	# Create the P12 file	COMMENT
MEDIUM	.github/workflows/test-build-binary.yml	88	# Create a temporary keychain	COMMENT

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	scripts/create_alias.sh	24	# Check if the alias already exists	COMMENT
LOW	scripts/review.sh	55	# Check if it's actually a registered worktree	COMMENT
LOW	.github/workflows/eval-pr.yml	77	# Check if comment already exists to avoid spamming	COMMENT
LOW	.github/workflows/eval-pr.yml	147	# Check if user is a maintainer	COMMENT
LOW	.github/workflows/release-patch-3-release.yml	255	# Check if this was a version consistency failure	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	…/caretaker-agent/evals/triage/tools/dataset_metrics.py	15	CODE
LOW	…ls/caretaker-agent/evals/triage/helpers/sync_to_gcs.py	9	CODE
LOW	tools/caretaker-agent/evals/triage/helpers/summary.py	70	CODE
LOW	tools/caretaker-agent/cloudrun/triage-worker/main.py	33	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/agent_runner.py	123	CODE
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	145	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	57	except Exception:	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/send_gemini_request.sh	18	# Usage:	COMMENT
LOW	scripts/harvest_api_reliability.sh	9	# Usage:	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…r-agent/cloudrun/pr-generator/workflow/orchestrator.py	84	def _setup_workspace(self) -> None:	CODE
LOW	…er-agent/cloudrun/pr-generator/workflow/db/__init__.py	33	__all__ = [	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…gent/cloudrun/pr-generator/workflow/db/db_interface.py	325		CODE

google-gemini/gemini-cli

Open-Source Code Quality, Security and Technical Debt Review