3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.5K

Stars

TypeScript

Language

242.5K

Lines of Code

1.8K

Files

778

Pattern Hits

2026-10-31

Scan Date

0.00

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 15.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 748 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 14.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 717 finding(s).

PR Review Velocity Impact 15.4/100 · LOW

Which changes need focused human review? 778 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 2MEDIUM 11LOW 765

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 778 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers703 hits · 720 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/warden-sweep/scripts/organize.py	66	def identify_security_findings(	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	157	def _has_sweep_complete_comment(issue_url: str) -> bool:	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	266	def update_findings_with_pr_links(sweep_dir: str) -> None:	CODE
LOW	scripts/repro-mcp-lifecycle-leak.ts	165	async function runGracefulStdinIteration(closeDelayMs: number): Promise<IterationResult> {	CODE
LOW	scripts/repro-mcp-lifecycle-leak.ts	201	async function runParentHardExitIteration(closeDelayMs: number): Promise<IterationResult> {	CODE
LOW	src/doctor-cli.ts	15	function shouldUseNonRedactedOutput(argv: string[]): boolean {	CODE
LOW	src/test-utils/mock-executors.ts	34	export function createMockCommandResponse(	CODE
LOW	src/test-utils/mock-executors.ts	147	export function createCommandMatchingMockExecutor(	CODE
LOW	src/test-utils/mock-executors.ts	215	export function createMockInteractiveSpawner(	CODE
LOW	src/test-utils/mock-executors.ts	297	export function createMockFileSystemExecutor(	CODE
LOW	src/test-utils/mock-executors.ts	337	export function createNoopFileSystemExecutor(): FileSystemExecutor {	CODE
LOW	src/test-utils/mock-executors.ts	427	export function createNoopInteractiveSpawner(): InteractiveSpawner {	CODE
LOW	src/test-utils/mock-executors.ts	443	export function createMockEnvironmentDetector(	CODE
LOW	src/test-utils/test-helpers.ts	42	export function createMockToolHandlerContext(): {	CODE
LOW	src/test-utils/test-helpers.ts	187	export function expectPendingBuildResponse(	CODE
LOW	src/core/structured-output-schema.ts	99	function collectAndRewriteCommonRefs(value: unknown, pendingDefs: Set<string>): unknown {	CODE
LOW	src/core/structured-output-schema.ts	206	function inlineRegistrationSchemaResource(schema: JsonObject): {	CODE
LOW	src/core/structured-output-schema.ts	244	function getMcpOutputSchemaForRegistrationJson(ref: StructuredOutputSchemaRef): JsonObject {	CODE
LOW	src/core/structured-output-schema.ts	275	export function getMcpOutputSchemaForRegistration(ref: StructuredOutputSchemaRef): McpOutputSchema {	CODE
LOW	src/core/resource-root.ts	9	export function resetResourceRootCacheForTests(): void {	CODE
LOW	src/core/resource-root.ts	56	function getExecutableResourceRoot(): string \| null {	CODE
LOW	src/core/resource-root.ts	93	export function getStructuredOutputSchemasDir(): string {	CODE
LOW	src/core/manifest/load-manifest.ts	251	export function getWorkflowMetadataFromManifest(): Record<	CODE
LOW	src/core/__tests__/structured-output-schema.test.ts	15	function expectNoExternalCommonRefs(schema: JsonObject): void {	CODE
LOW	src/core/__tests__/structured-output-schema.test.ts	28	function stripRegistrationResourceEnvelope(schema: JsonObject): JsonObject {	CODE
LOW	src/visibility/exposure.ts	19	export function isWorkflowAvailableForRuntime(	CODE
LOW	src/visibility/exposure.ts	33	export function isWorkflowEnabledForRuntime(	CODE
LOW	src/visibility/exposure.ts	50	export function isToolAvailableForRuntime(tool: ToolManifestEntry, runtime: RuntimeKind): boolean {	CODE
LOW	src/visibility/exposure.ts	112	export function getDefaultEnabledWorkflows(	CODE
LOW	src/visibility/exposure.ts	133	export function isResourceAvailableForRuntime(	CODE
LOW	src/visibility/exposure.ts	147	export function isResourceExposedForRuntime(	CODE
LOW	src/snapshot-tests/json-harness.ts	9	export async function createMcpJsonSnapshotHarness(	CODE
LOW	src/snapshot-tests/tool-manifest-resolver.ts	14	export function resolveSnapshotToolManifest(	CODE
LOW	src/snapshot-tests/xcode-ide-availability.ts	6	export function isXcodeIdeBridgeAvailable(): boolean {	CODE
LOW	src/snapshot-tests/xcode-ide-availability.ts	22	export async function listAvailableXcodeIdeBridgeToolNames(): Promise<Set<string>> {	CODE
LOW	src/snapshot-tests/mcp-tool-contract-fixtures.ts	116	export function expectMcpToolContractFixtures(	CODE
LOW	src/snapshot-tests/fixture-io.ts	279	export function expectResultMatchesFixture(	CODE
LOW	src/snapshot-tests/fixture-io.ts	310	export function createResultFixtureMatcher(	CODE
LOW	src/snapshot-tests/output-parsers.ts	35	export function extractAppPathFromSnapshotOutput(output: string): string {	CODE
LOW	src/snapshot-tests/output-parsers.ts	48	export function extractAppPathFromSnapshotResult(result: SnapshotResult): string {	CODE
LOW	src/snapshot-tests/output-parsers.ts	57	export function extractProcessIdFromSnapshotOutput(output: string): number {	CODE
LOW	src/snapshot-tests/output-parsers.ts	70	export function extractProcessIdFromSnapshotResult(result: SnapshotResult): number {	CODE
LOW	src/snapshot-tests/codex-031-input-schema.ts	7	function deserializeToolInputSchema(value: unknown): JsonObject {	CODE
LOW	src/snapshot-tests/json-normalize.ts	165	function isSystemDebugStackLocation(displayLocation: string): boolean {	CODE
LOW	src/snapshot-tests/json-normalize.ts	174	function normalizeDebugStackDisplayLocation(displayLocation: string): string {	CODE
LOW	src/snapshot-tests/json-normalize.ts	220	function normalizeDebugStackFrames(items: unknown[]): unknown[] {	CODE
LOW	src/snapshot-tests/json-normalize.ts	244	function normalizeBuildSettingsEntryKey(key: string): string {	CODE
LOW	src/snapshot-tests/json-normalize.ts	252	function normalizeBuildSettingsEntryValue(	CODE
LOW	src/snapshot-tests/json-normalize.ts	352	function normalizeDiagnosticTestFailure(item: unknown): unknown {	CODE
LOW	src/snapshot-tests/json-normalize.ts	367	function normalizeDiagnosticTestFailures(items: unknown[]): unknown[] {	CODE
LOW	src/snapshot-tests/json-normalize.ts	377	function isSpringBoardHomeCompactCapture(value: Record<string, unknown>): boolean {	CODE
LOW	src/snapshot-tests/json-normalize.ts	390	function normalizeSpringBoardHomeCompactCapture(	CODE
LOW	src/snapshot-tests/json-normalize.ts	493	function normalizeXcodeBridgeCallEnvelope(	CODE
LOW	src/snapshot-tests/json-normalize.ts	515	export function normalizeStructuredEnvelope(	CODE
LOW	src/snapshot-tests/json-normalize.ts	535	export function formatStructuredEnvelopeFixture(	CODE
LOW	src/snapshot-tests/json-schema-validation.ts	214	function assertLocalReferencesResolve(value: unknown, root: unknown, label: string): void {	CODE
LOW	src/snapshot-tests/json-schema-validation.ts	250	function validateRegisteredOutputSchema(	CODE
LOW	src/snapshot-tests/json-schema-validation.ts	310	export function createStructuredFixtureSchemaValidator(): StructuredFixtureSchemaValidator {	CODE
LOW	src/snapshot-tests/normalize.ts	141	function normalizeDoctorProcessTree(text: string): string {	CODE
LOW	src/snapshot-tests/normalize.ts	148	function trimVolatileDebugStackPrefix(text: string): string {	CODE
643 more matches not shown…

Structural Annotation Overuse19 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/warden-sweep/references/patch-prompt.md	15	### Step 1: Understand the code	COMMENT
LOW⚡	.agents/skills/warden-sweep/references/patch-prompt.md	18	### Step 2: Apply a minimal fix	COMMENT
LOW⚡	.agents/skills/warden-sweep/references/patch-prompt.md	21	### Step 3: Write tests	COMMENT
LOW⚡	.agents/skills/warden-sweep/references/patch-prompt.md	29	### Step 4: Self-review	COMMENT
LOW⚡	.agents/skills/warden-sweep/references/patch-prompt.md	38	### Step 5: Commit	COMMENT
LOW	.agents/skills/warden-sweep/references/patch-prompt.md	50	### Step 6: Output	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	358	# Step 1: Identify security findings	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	366	# Step 2: Label security PRs	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	374	# Step 3: Update finding reports with PR links	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	378	# Step 4: Copy security finding reports (after PR links are added)	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	381	# Step 5: Generate summary and report	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	385	# Step 6: Update tracking issue with PR results	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	389	# Step 7: Update manifest	COMMENT
LOW⚡	skills/mobilebuildmcp/SKILL.md	24	## Step 1: Establish Session Context	COMMENT
LOW⚡	skills/mobilebuildmcp/SKILL.md	32	## Step 2: Understand Workflow-Scoped Tool Availability	COMMENT
LOW⚡	skills/mobilebuildmcp/SKILL.md	38	## Step 3: Report Context Clearly	COMMENT
LOW	skills/mobilebuildmcp-cli/SKILL.md	10	## Step 1: Ensure the CLI Exists	COMMENT
LOW	skills/mobilebuildmcp-cli/SKILL.md	32	## Step 2: Use Help-First Discovery	COMMENT
LOW	skills/mobilebuildmcp-cli/SKILL.md	44	## Step 3: Keep Execution Minimal	COMMENT

Verbosity Indicators7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	358	# Step 1: Identify security findings	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	366	# Step 2: Label security PRs	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	374	# Step 3: Update finding reports with PR links	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	378	# Step 4: Copy security finding reports (after PR links are added)	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	381	# Step 5: Generate summary and report	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	385	# Step 6: Update tracking issue with PR results	COMMENT
LOW⚡	.agents/skills/warden-sweep/scripts/organize.py	389	# Step 7: Update manifest	COMMENT

Modern AI Meta-Vocabulary7 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/warden/references/config-schema.md	17	maxTurns = 50 # Max agentic turns per hunk	CODE
MEDIUM	…ut/mobilebuildmcp.output.scaffold-result/2.schema.json	3	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.outpu	CODE
MEDIUM	…ut/mobilebuildmcp.output.scaffold-result/1.schema.json	3	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.outpu	CODE
MEDIUM	…s/session-defaults-enabled/scaffold_macos_project.json	96	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.out	CODE
MEDIUM	…cts/session-defaults-enabled/scaffold_ios_project.json	117	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.out	CODE
MEDIUM	…/session-defaults-disabled/scaffold_macos_project.json	96	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.out	CODE
MEDIUM	…ts/session-defaults-disabled/scaffold_ios_project.json	117	"$id": "https://raw.githubusercontent.com/getsentry/MobileBuildMCP/main/schemas/structured-output/mobilebuildmcp.out	CODE

Unused Imports11 hits · 10 pts

Severity	File	Line	Context
LOW	.agents/skills/warden-sweep/scripts/index_prs.py	21	CODE
LOW	.agents/skills/warden-sweep/scripts/index_prs.py	26	CODE
LOW	.agents/skills/warden-sweep/scripts/extract_findings.py	18	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	27	CODE
LOW	.agents/skills/warden-sweep/scripts/find_reviewers.py	19	CODE
LOW	.agents/skills/warden-sweep/scripts/generate_report.py	16	CODE
LOW	.agents/skills/warden-sweep/scripts/create_issue.py	20	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	23	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	35	CODE
LOW	.agents/skills/warden-sweep/scripts/_utils.py	2	CODE
LOW	benchmarks/claude-ui/parse_claude_conversation.py	12	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cli/commands/__tests__/upgrade.test.ts	153	// ── Pure helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/cli/commands/__tests__/upgrade.test.ts	452	// ── Command flow ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/cli/commands/__tests__/upgrade.test.ts	891	// ── Canonical latest release lookup ───────────────────────────────	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	.agents/skills/warden-sweep/scripts/extract_findings.py	38	CODE
LOW	.agents/skills/warden-sweep/scripts/extract_findings.py	111	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	122	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	201	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	228	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	400	CODE
LOW	benchmarks/claude-ui/parse_claude_conversation.py	108	CODE

Excessive Try-Catch Wrapping6 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/warden-sweep/scripts/extract_findings.py	106	print(f"Error reading {log_path}: {e}", file=sys.stderr)	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	321	except Exception as e:	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	86	except Exception:	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	118	except Exception:	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	312	except Exception as e:	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	345	except Exception as e:	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/warden-sweep/scripts/organize.py	287	# Check if PR section already appended	COMMENT
LOW	scripts/release.sh	347	# Check if working directory is clean outside release-managed files	COMMENT
LOW	scripts/release.sh	402	# Check if package.json already has this version (from previous attempt)	COMMENT
LOW	scripts/bundle-axe.sh	55	# Check if build succeeded	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/warden-sweep/scripts/_utils.py	98	except (subprocess.TimeoutExpired, FileNotFoundError):	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/mcp/tools/ui-automation/screenshot.ts	124	print("\\(b["Width"] as? Int ?? 0),\\(b["Height"] as? Int ?? 0)")	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…tools/ui-automation/__tests__/runtime-snapshot.test.ts	34	AXValue: 'user@example.com',	CODE
LOW	…tools/ui-automation/__tests__/runtime-snapshot.test.ts	67	value: 'user@example.com',	CODE
LOW	src/mcp/tools/ui-automation/__tests__/type_text.test.ts	69	{ simulatorId, elementRef: 'e1', text: 'user@example.com' },	CODE
LOW	src/mcp/tools/ui-automation/__tests__/type_text.test.ts	88	['/mocked/axe/path', 'type', 'user@example.com', '--udid', simulatorId],	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/warden-sweep/scripts/organize.py	172	def update_tracking_issue(sweep_dir: str) -> None:	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	266	def update_findings_with_pr_links(sweep_dir: str) -> None:	CODE
LOW	.agents/skills/warden-sweep/scripts/organize.py	325	def update_manifest(sweep_dir: str) -> None:	CODE
LOW	.agents/skills/warden-sweep/scripts/scan.py	384	def update_manifest_phase(sweep_dir: str, phase: str, status: str) -> None:	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ample_projects/iOS/MCPTestUITests/MCPTestUITests.swift	1	import XCTest	COMMENT

getsentry/XcodeBuildMCP

Open-Source Code Quality, Security and Technical Debt Review