0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

5.4K

Stars

Swift

Language

709.2K

Lines of Code

2.4K

Files

404

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 367 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 404 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 2HIGH 8MEDIUM 13LOW 381

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 404 distinct pattern matches across 15 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.

Over-Commented Block323 hits · 323 pts

Severity	File	Line	Snippet	Context
LOW	…ts/PeekabooAutomationKitTests/AsyncAXTypingTests.swift	201	fixture.selection = CFRange(location: alreadyDesired ? 2 : 0, length: 0)	COMMENT
LOW	…ts/PeekabooAutomationKitTests/AsyncAXTypingTests.swift	301	#expect(!precomposed.utf16.elementsEqual(decomposed.utf16))	COMMENT
LOW	…ts/PeekabooAutomationKitTests/AsyncAXTypingTests.swift	381		COMMENT
LOW	…ts/PeekabooAutomationKitTests/AsyncAXTypingTests.swift	421		COMMENT
LOW	…ts/PeekabooAutomationKitTests/AsyncAXTypingTests.swift	561	#expect(fixture.textWrites.isEmpty)	COMMENT
LOW	…tionKitTests/BoundedAXWindowIdentityScannerTests.swift	21	#expect(probed == [0, 1])	COMMENT
LOW	…utomationKitTests/WindowRoutedPointerDriverTests.swift	61	targetProcessIdentifier: receipt.identity.ownerProcessIdentifier,	COMMENT
LOW	…utomationKitTests/WindowRoutedPointerDriverTests.swift	261		COMMENT
LOW	…oAutomationKitTests/TargetedTypeInputPolicyTests.swift	41	#expect(fixture.actionCalls.count == (usesAccessibility ? payload.actionUnits : 0))	COMMENT
LOW	…AutomationKitTests/DialogFileExecutionOwnerTests.swift	21		COMMENT
LOW	…AutomationKitTests/DialogFileExecutionOwnerTests.swift	101	focus.records = [	COMMENT
LOW	…/PeekabooAutomationKitTests/AsyncAXMutationTests.swift	81		COMMENT
LOW	…onKitTests/DockContextMenuSelectionDispatchTests.swift	441	ApplicationProcessIdentity(processIdentifier: 456, processStartIdentity: generation)	COMMENT
LOW	…omationKitTests/ApplicationInventoryTimeoutTests.swift	381	#expect(healthy.isHiddenKnown == true)	COMMENT
LOW	…tomationKitTests/ScreenCaptureKitOwnerLeaseTests.swift	381	#expect(second == .alreadyOwnedByCurrentProcess(firstReceipt))	COMMENT
LOW	…mationKitTests/SnapshotTargetReceiptPlannerTests.swift	41		COMMENT
LOW	…mationKitTests/SnapshotTargetReceiptPlannerTests.swift	101	@Test	COMMENT
LOW	…abooAutomationKitTests/UIInputPolicyDefaultTests.swift	41	}	COMMENT
LOW	…ationKitTests/ClipboardPasteTransactionGateTests.swift	521	#expect(clock.now - started >= .milliseconds(140))	COMMENT
LOW	…ationKitTests/DesktopMutationWatermarkStoreTests.swift	421		COMMENT
LOW	…s/PeekabooAutomationKitTests/CaptureCadenceTests.swift	241	requestedCadenceIntervals: 10),	COMMENT
LOW	…ekabooAutomationKitTests/DialogTextMetadataTests.swift	21	let service = DialogService()	COMMENT
LOW	…omationKitTests/TypeServiceForegroundPolicyTests.swift	61	text: "ab",	COMMENT
LOW	…omationKitTests/TypeServiceForegroundPolicyTests.swift	341	try await fixture.service.type(	COMMENT
LOW	…omationKitTests/TypeServiceForegroundPolicyTests.swift	441	snapshotId: fixture.snapshotID,	COMMENT
LOW	…AutomationKitTests/AutomationKitTestSupportTests.swift	121	#expect(moved.subrole == original.subrole)	COMMENT
LOW	…KitTests/UIAutomationActionOutcomeProvidingTests.swift	381	for result in [pidType, processType] {	COMMENT
LOW	…sts/ForegroundModifierClickExecutorTests+Routing.swift	661	#expect(failure.outcome.state == .indeterminate)	COMMENT
LOW	…kabooAutomationKit/Extensions/NSArray+Extensions.swift	1	//	COMMENT
LOW	…s/PeekabooAutomationKit/Utilities/SpaceUtilities.swift	1	// Space (Virtual Desktop) Management Utilities	COMMENT
LOW	…s/PeekabooAutomationKit/Utilities/SpaceUtilities.swift	21	//	COMMENT
LOW	…s/PeekabooAutomationKit/Utilities/SpaceUtilities.swift	41	// try await service.switchToSpace(spaceNumber: 2)	COMMENT
LOW	…s/PeekabooAutomationKit/Utilities/FocusUtilities.swift	1	// Window Focus Management Utilities	COMMENT
LOW	…s/PeekabooAutomationKit/Utilities/FocusUtilities.swift	21	// 3. Window Movement: Bring windows to current Space	COMMENT
LOW	…rvices/GameBridge/GameBridgeDetectionIntegration.swift	1	import CoreGraphics	COMMENT
LOW	…t/Services/GameBridge/GameBridgeDetectionService.swift	1	import CoreGraphics	COMMENT
LOW	…tomationKit/Services/Capture/SmartCaptureService.swift	1	//	COMMENT
LOW	…omationKit/Services/Capture/ScreenCapturePlanner.swift	101	/// No displays were enumerated at all. Capture cannot proceed.	COMMENT
LOW	…rvices/Core/Protocols/ApplicationServiceProtocol.swift	301	/// - appIdentifier: Application name or bundle ID	COMMENT
LOW	…rvices/Core/Protocols/ApplicationServiceProtocol.swift	661		COMMENT
LOW	…nKit/Services/Core/Protocols/MenuServiceProtocol.swift	21	/// - Returns: Menu structure information	COMMENT
LOW	…nKit/Services/Core/Protocols/FileServiceProtocol.swift	1	import Foundation	COMMENT
LOW	…vices/Core/Protocols/UIAutomationServiceProtocol.swift	41	public protocol UIAutomationServiceProtocol: Sendable {	COMMENT
LOW	…vices/Core/Protocols/UIAutomationServiceProtocol.swift	61	/// - target: Optional target element	COMMENT
LOW	…vices/Core/Protocols/UIAutomationServiceProtocol.swift	81	/// - holdDuration: How long to hold the keys in milliseconds	COMMENT
LOW	…vices/Core/Protocols/UIAutomationServiceProtocol.swift	101	/// - snapshotId: Snapshot ID for element resolution	COMMENT
LOW	…vices/Core/Protocols/UIAutomationServiceProtocol.swift	121	/// Get information about the currently focused UI element	COMMENT
LOW	…/Services/Core/Protocols/SnapshotManagerProtocol.swift	101	func createSnapshot(pendingAt observationStartedAt: Date) async throws -> String	COMMENT
LOW	…/Services/Core/Protocols/SnapshotManagerProtocol.swift	121	/// Retrieve element detection results from a snapshot	COMMENT
LOW	…/Services/Core/Protocols/SnapshotManagerProtocol.swift	181		COMMENT
LOW	…/Services/Core/Protocols/SnapshotManagerProtocol.swift	201	/// - Returns: Array of matching elements	COMMENT
LOW	…ests/PeekabooFoundationTests/RawPressPolicyTests.swift	21	_ = try KeyboardChord(parsing: "super+c")	COMMENT
LOW	…FoundationTests/TypeActionReplacementPolicyTests.swift	21	func `only one leading clear followed by text has a deterministic replacement value`() {	COMMENT
LOW	…ndationTests/DesktopActionOutcomeProjectionTests.swift	41	#expect(object["route"] as? String == projection.route.rawValue)	COMMENT
LOW	…PeekabooTests/PeekabooServicesBrowserBridgeTests.swift	41	arguments: ToolArguments(raw: ["action": "connect", "channel": "canary"]))	COMMENT
LOW	…PeekabooTests/PeekabooServicesBrowserBridgeTests.swift	401	#expect(adapted.actionFailure == failure)	COMMENT
LOW	…ooTests/RemoteCaptureEnginePlanCacheRoutingTests.swift	101	#expect(first.capture.metadata.diagnostics?.windowPlanCacheStatus == .miss)	COMMENT
LOW	…ooTests/PeekabooBridgeClientTransportSafetyTests.swift	21	defer { try? FileManager.default.removeItem(at: root) }	COMMENT
LOW	…ests/PeekabooBridgeWindowEnumerationTimeoutTests.swift	41	let result = try await remote.listWindows(target: .application("Fixture"))	COMMENT
LOW	…ekabooTests/AgentObservationProviderContextTests.swift	61	} else {	COMMENT
263 more matches not shown…

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	…sts/PeekabooTests/PeekabooAIServiceProviderTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.5" }, "customproviders": { "local-proxy": { "name": "local proxy", "type":	STRING
HIGH	…sts/PeekabooTests/PeekabooAgentServiceModelTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.5" }, "customproviders": { "local-proxy": { "name": "local proxy", "type":	STRING
HIGH	…Tests/CoreCLITests/AgentCommandModelParsingTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.5" }, "customproviders": { "local-proxy": { "name": "local proxy", "type":	STRING
HIGH	…sts/PeekabooTests/PeekabooAIServiceProviderTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.6,anthropic/claude-opus-5" } }	STRING
HIGH	…sts/PeekabooTests/PeekabooAgentServiceModelTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.6,anthropic/claude-opus-5" } }	STRING
HIGH	…kabooAgentRuntimeTests/AI/PeekabooAIServiceTests.swift	{ "aiproviders": { "providers": "openai/gpt-5.6,anthropic/claude-opus-5" } }	STRING

Excessive Try-Catch Wrapping15 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…mationKit/Sources/PeekabooAutomationKit/Core/README.md	53	print("Error: \(error.localizedDescription)")	CODE
LOW	scripts/notary-api-submit.py	184	except Exception:	CODE
LOW	scripts/notary-api-submit.py	298	except Exception:	CODE
LOW	scripts/notary-api-submit.py	326	except Exception:	CODE
LOW	scripts/notary-api-submit.py	369	except Exception:	CODE
MEDIUM	scripts/notary-api-submit.py	363	def main():	CODE
LOW	.github/scripts/core-sigpipe-diagnostic.py	165	except Exception:	CODE
LOW	.github/scripts/core-sigpipe-diagnostic.py	207	except Exception:	CODE
LOW	Apps/Playground/scripts/peekaboo-perf.sh	167	except Exception:	CODE
LOW	Apps/Playground/scripts/peekaboo-perf.sh	265	except Exception:	CODE
LOW	Apps/Playground/scripts/peekaboo-perf.sh	286	except Exception:	CODE
LOW	Apps/Playground/scripts/peekaboo-perf.sh	335	except Exception:	CODE
MEDIUM	Apps/Playground/scripts/peekaboo-perf.sh	332	def git_value(args):	CODE
MEDIUM	…Sources/PeekabooCLI/Commands/System/CleanCommand.swift	112	print("Error: \(error.localizedDescription)", to: &stderrStream)	STRING
MEDIUM	…Sources/PeekabooCLI/Commands/System/CleanCommand.swift	123	print("Error: \(error.localizedDescription)", to: &localStandardErrorStream)	STRING

Hyper-Verbose Identifiers23 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	scripts/test-swift-workspace.py	89	def test_build_child_signal_retains_shell_exit_status(self):	STRING
LOW	scripts/test-swift-workspace.py	98	def test_clean_setup_idempotence_and_remove_preserve_unrelated_settings(self):	STRING
LOW	scripts/test-swift-workspace.py	115	def test_relocation_requires_explicit_setup(self):	STRING
LOW	scripts/test-swift-workspace.py	126	def test_unowned_conflict_is_not_read_or_overwritten(self):	STRING
LOW	scripts/test-swift-workspace.py	136	def test_owned_tampering_and_symlinks_fail_closed(self):	STRING
LOW	scripts/test-swift-workspace.py	151	def test_symlinked_parent_and_hardlink_fail_closed(self):	STRING
LOW	scripts/test-swift-workspace.py	162	def test_missing_wrong_uninitialized_or_aliased_submodule(self):	STRING
LOW	scripts/test-swift-workspace.py	171	def test_release_source_gate_and_child_failure(self):	STRING
LOW	scripts/test-swift-workspace.py	182	def test_effective_mapping_strict_arguments_and_post_build_integrity(self):	STRING
LOW⚡	scripts/test-swift-workspace.py	196	def test_inherited_override_is_rejected_without_reading_it(self):	STRING
LOW⚡	scripts/test-swift-workspace.py	203	def test_build_child_retains_callers_file_creation_permissions(self):	STRING
LOW⚡	scripts/test-swift-workspace.py	210	def test_xcode_contexts_do_not_promote_commander_to_a_root_package(self):	STRING
LOW	scripts/test-swift-workspace.py	298	def test_gitfile_live_source_with_strict_swiftpm_and_xcode(self):	STRING
LOW	scripts/test-notary-api-submit.py	25	def test_aws_published_iam_vector(self):	CODE
LOW	scripts/test-notary-api-submit.py	45	def test_jwt_with_throwaway_key(self):	CODE
LOW	scripts/test-notary-api-submit.py	103	def test_deadline_and_no_credential_redirects(self):	CODE
LOW	scripts/test-notary-api-submit.py	112	def test_jwt_regenerated_for_each_api_request(self):	CODE
LOW	scripts/test-notary-api-submit.py	123	def test_request_retries_and_auth_failures(self):	CODE
LOW	scripts/test-notary-api-submit.py	152	def test_connection_retries_are_bounded_and_deadline_limited(self):	CODE
LOW	scripts/test-notary-api-submit.py	191	def test_slow_part_timeout_and_error_redaction(self):	CODE
LOW	scripts/test-notary-api-submit.py	243	def test_multipart_etag_binds_completed_object(self):	CODE
LOW	scripts/test-notary-api-submit.py	279	def test_fixture_override_boundary(self):	CODE
LOW	scripts/support/test-fixture-metadata.rb	6	def classify_fixture_metadata(names, size)	CODE

Hallucination Indicators2 hits · 15 pts

Severity	File	Line	Snippet	Context
CRITICAL	…es/PeekabooBridge/PeekabooBridgeClient+Transport.swift	1237	bundle.receipt.payload.requestID.uuidString.lowercased() + ".json",	STRING
CRITICAL	…CLI/Tests/CoreCLITests/BridgeReceiptCommandTests.swift	116	.appendingPathComponent(bundle.receipt.payload.requestID.uuidString.lowercased())	CODE

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…t/Services/UI/UIAutomationService+ElementActions.swift	389	element.attributes["placeholder"],	CODE
LOW	…tionKit/Services/UI/TypeService+TargetResolution.swift	50	let placeholder = element.attributes["placeholder"]?.lowercased()	CODE
LOW	…kabooAutomationKit/Services/UI/ElementClassifier.swift	148	attributes["placeholder"] = placeholder	CODE
LOW	…/PeekabooAutomationKit/Services/UI/ScrollService.swift	500	element.attributes["placeholder"],	CODE
LOW	…ationKit/Services/UI/DetachedAXObservationWorker.swift	608	attributes["placeholder"] = placeholder	CODE
LOW	…Tests/PeekabooTests/ElementDetectionServiceTests.swift	530	#expect(attributes["placeholder"] == nil)	COMMENT
LOW	…abooAgentRuntime/MCP/Tools/DialogTool+Formatting.swift	141	"placeholder": field.placeholder ?? "",	CODE
LOW	.agents/skills/crabbox/SKILL.md	465	../crabbox/bin/crabbox desktop paste --provider hetzner --id <cbx_id-or-slug> --text "user@example.com"	CODE
LOW	docs/logging-profiles/README.md	39	- Simple strings: `"user@example.com"` remains visible	CODE
LOW	docs/providers/ollama.md	68	printf '%s\n' 'dummy-key' \| peekaboo config provider add ollama-openai \	CODE
LOW	…eekabooCLI/Commands/Core/ConfigCommand+Providers.swift	63	printf '%s\\n' 'dummy-key' \| peekaboo config provider add local-ollama \\	CODE
LOW	…ces/PeekabooCLI/Commands/Interaction/TypeCommand.swift	689	peekaboo type "user@example.com" --foreground	CODE

AI Slop Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	…Kit/Services/Observation/ObservationTextDetector.swift	106	return 0.0 // Definitely avoid	CODE
MEDIUM	…PeekabooAgentRuntimeTests/AgentSystemPromptTests.swift	10	#expect(prompt.utf8.count * 2 < comprehensive.utf8.count)	COMMENT
MEDIUM	scripts/test-restart-peekaboo.sh	1664	# Restore only this synthetic fixture directory so the harness can clean up even after a failed assertion.	COMMENT
MEDIUM	Apps/Playground/scripts/peekaboo-perf.sh	5	# Local benchmarking harness for source checkouts. This is not telemetry and is not intended	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/notary-api-submit.py	165	CODE
LOW	scripts/notary-api-submit.py	302	CODE
LOW	scripts/swift-runtime-exports.py	234	CODE
LOW	scripts/swift-runtime-exports.py	270	CODE
LOW	scripts/test-notary-api-submit.py	123	CODE
LOW	scripts/test-notary-api-submit.py	243	CODE
LOW	.github/scripts/core-sigpipe-diagnostic.py	60	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/research/agentic.md	44	### PR #47 “enhancements” scaffolding	COMMENT
MEDIUM	…Tests/CoreCLITests/AgentCommandModelParsingTests.swift	128	#expect(command.parseModelString("xai/grok-4.20-multi-agent-0309") == nil)	COMMENT

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	…n/Configuration/ConfigurationManager+Persistence.swift	84	# This file contains sensitive API keys and should not be shared	COMMENT
MEDIUM	…/PeekabooAutomation/Configuration/CredentialFile.swift	123	let header = "# Peekaboo credentials file\n# This file contains sensitive API keys and should not be shared\n\n"	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	homebrew/peekaboo.rb	25	export OPENAI_API_KEY="your-api-key"	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/swift-runtime-exports.py	111	except OSError:	CODE

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…CLI/Tests/CoreCLITests/AnnotationCoordinateTests.swift	55	// Step 1: Transform to window-relative (done in UIAutomationServiceEnhanced)	COMMENT
LOW⚡	…CLI/Tests/CoreCLITests/AnnotationCoordinateTests.swift	64	// Step 2: Flip Y for drawing (done in SeeCommand annotation)	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…CLI/Tests/CoreCLITests/AnnotationCoordinateTests.swift	55	// Step 1: Transform to window-relative (done in UIAutomationServiceEnhanced)	COMMENT
LOW⚡	…CLI/Tests/CoreCLITests/AnnotationCoordinateTests.swift	64	// Step 2: Flip Y for drawing (done in SeeCommand annotation)	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-mac-debug.sh	42	# Check if workspace exists	COMMENT
LOW	Apps/Mac/run-tests.sh	17	# Check if we're in the right directory	COMMENT

openclaw/Peekaboo

Open-Source Code Quality, Security and Technical Debt Review