3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

12.6K

Stars

Swift

Language

328.9K

Lines of Code

1.1K

Files

834

Pattern Hits

2026-10-31

Scan Date

0.08

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 10.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 752 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.1/100 · LOW

Are imports declared and package/API names verified? 82 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 103 finding(s).

PR Review Velocity Impact 17.9/100 · LOW

Which changes need focused human review? 834 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 4HIGH 79MEDIUM 17LOW 734

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 834 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.

Over-Commented Block603 hits · 556 pts

Severity	File	Line	Snippet	Context
LOW	…nIntegrationTests/MeetingTimelineDriftProbeTests.swift	1	import AudioToolbox	COMMENT
LOW	…nIntegrationTests/VoiceProcessingAsrQualityTests.swift	1	import AVFoundation	COMMENT
LOW	…dDictationIntegrationTests/ClockDomainProbeTests.swift	1	import AVFoundation	COMMENT
LOW	…ntegrationTests/VoiceProcessingDuckingProbeTests.swift	1	import AVFoundation	COMMENT
LOW	…rces/CoreAudioCaptureSupport/CoreAudioCaptureSupport.c	1	#include "include/CoreAudioCaptureSupport.h"	COMMENT
LOW	Sources/Fluid/CoreAudioCaptureSupportBridge.c	1	// Fluid.xcodeproj builds the file-synchronized Sources/Fluid tree directly.	COMMENT
LOW	Sources/Fluid/Fluid-Bridging-Header.h	1	#ifndef FLUID_BRIDGING_HEADER_H	COMMENT
LOW	Sources/Fluid/CoreAudioCaptureSupportBridge.h	1	#ifndef CORE_AUDIO_CAPTURE_SUPPORT_BRIDGE_H	COMMENT
LOW	Sources/Fluid/UI/CustomDictionaryView.swift	1	// Existing UI composition; splitting it is outside this integration fix.	COMMENT
LOW	Sources/Fluid/UI/GlossyEffects.swift	81	//	COMMENT
LOW	Sources/Fluid/UI/GlossyEffects.swift	101	// endRadius: size * 0.5	COMMENT
LOW	Sources/Fluid/Networking/ModelDownloader.swift	461	///	COMMENT
LOW	Sources/Fluid/Networking/ModelDownloader.swift	521	/// Returns `true` if `data` begins with an HTML / XML markup marker, ignoring a leading	COMMENT
LOW	Sources/Fluid/Persistence/Search/SearchIndex.swift	1	import Foundation	COMMENT
LOW	Sources/Fluid/Services/AudioDeviceService.swift	481	static let clamshellStateDidChange = Notification.Name("ClamshellStateDidChange")	COMMENT
LOW	Sources/Fluid/Services/AppServices.swift	1	//	COMMENT
LOW	Sources/Fluid/Services/ASRService.swift	461	}	COMMENT
LOW	Sources/Fluid/Services/ASRService.swift	481	/// Slovak, Slovenian, Spanish, Swedish, Russian, and Ukrainian.	COMMENT
LOW	Sources/Fluid/Services/ASRService.swift	2781	///	COMMENT
LOW	Sources/Fluid/Services/ASRService.swift	3441	/// 2. Ensures ASR models are ready	COMMENT
LOW	Sources/Fluid/Services/ASRService.swift	3461	/// - ASR models are not available	COMMENT
LOW	…Fluid/Services/Meeting/MeetingProcessingPipeline.swift	501	/// Drops empty-text turns; nil when all were empty (caller falls back to whole-chunk).	COMMENT
LOW	…Fluid/Services/Meeting/MeetingProcessingPipeline.swift	901	/// Original capture clock coordinates. Echo-protection era boundaries live in this domain;	COMMENT
LOW	…luid/Services/Meeting/MeetingASRPreparationOwner.swift	21	/// Immutable identity for one claimed preparation operation.	COMMENT
LOW	…/Fluid/Services/Meeting/MeetingMicrophoneCapture.swift	2161	// close the writer before the probe task exits; otherwise callbacks can outlive the	COMMENT
LOW	…rvices/Meeting/Backend/MeetingResultSidecarStore.swift	1	import CryptoKit	COMMENT
LOW	…Backend/MeetingProductionParakeetNemotronRuntime.swift	1	import Foundation	COMMENT
LOW	…vices/Meeting/Backend/MeetingTranscriptAssembler.swift	101	// Stage C2b1 of `MEETING_TRANSCRIPTION_IMPLEMENTATION_PLAN.md` (§4) and	COMMENT
LOW	…d/Services/Meeting/Backend/MeetingAudioChunkSink.swift	61	case let .writeFailed(status): return "PCM write failed (OSStatus \(status))."	COMMENT
LOW	…d/Services/Meeting/Backend/MeetingAudioChunkSink.swift	81	/// completed for that one buffer; it is `finalize()` succeeding — after a full close, reopen and	COMMENT
LOW	…d/Services/Meeting/Backend/MeetingAudioChunkSink.swift	101	/// state. No resampling, channel clamping, or sample-value conversion is performed; a sink may	COMMENT
LOW	…Services/Meeting/Backend/MeetingAnalysisManifest.swift	1	import Foundation	COMMENT
LOW	…Services/Meeting/Backend/MeetingAnalysisManifest.swift	1241	return MeetingAnalysisCaptureEras.anchorSeconds(for: era, track: track, origin: self.origin)	COMMENT
LOW	…/Services/Meeting/Backend/MeetingBackendEvidence.swift	1	import Foundation	COMMENT
LOW	…ices/Meeting/Backend/MeetingTranscriptionBackend.swift	1	import Foundation	COMMENT
LOW	…id/Services/Meeting/Backend/MeetingResultSidecar.swift	1	import Foundation	COMMENT
LOW	…es/Meeting/Backend/MeetingEpochAudioMaterializer.swift	1	import AVFoundation	COMMENT
LOW	…s/Meeting/Backend/MeetingAnalysisManifestBuilder.swift	1	import Foundation	COMMENT
LOW	…ices/Meeting/Backend/MeetingNemotronModelLocator.swift	1	import CryptoKit	COMMENT
LOW	…s/Meeting/Backend/MeetingUnitEchoVerdictProvider.swift	1	import Foundation	COMMENT
LOW	…s/Meeting/Backend/MeetingParakeetNemotronRuntime.swift	1	import Foundation	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	1	//	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	21	#include "api/units/time_delta.h"	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	41	#define EXPECT_METRIC_LE(val1, val2) EXPECT_LE(val1, val2)	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	61	// Histogram for counters.	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	81	// absl::string_view name, int sample, int min, int max,	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	141	// If capturing integers and wanting exact values, the number of buckets	COMMENT
LOW	…ssing/UpstreamSources/src/rtc_base/denormal_disabler.h	21	// [1] https://en.wikipedia.org/wiki/Denormal_number	COMMENT
LOW	…Processing/UpstreamSources/src/rtc_base/event_tracer.h	21	// event category is enabled.	COMMENT
LOW	…Processing/UpstreamSources/src/rtc_base/string_utils.h	21	#include <wchar.h>	COMMENT
LOW	…ioProcessing/UpstreamSources/src/rtc_base/swap_queue.h	41	bool operator()(const T& t) const { return QueueItemVerifierFunction(t); }	COMMENT
LOW	…ioProcessing/UpstreamSources/src/rtc_base/swap_queue.h	61	// // Producer pseudo-code:	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	21	// IWYU pragma: begin_exports	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	41	#define TRACE_EVENT_END(category, ...) RTC_NOOP();	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	61		COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	81	// Events can be INSTANT, or can be pairs of BEGIN and END in the same scope:	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	101	// }	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	121	// match. For example:	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	141	// TRACE_COUNTER1("MY_SUBSYSTEM", "myCounter0", g_myCounterValue[0]);	COMMENT
LOW	…oProcessing/UpstreamSources/src/rtc_base/trace_event.h	161	// "arg1", "literal string is only referenced");	COMMENT
543 more matches not shown…

Cross-Language Confusion73 hits · 438 pts

Severity	File	Line	Snippet	Context
HIGH⚡	Tests/run_dictionary_training_save_tests.py	213	check(view.trainingHasError && !view.isTrainingProcessing && view.trainingSaveID == nil, "Failure must relea	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	214	check(view.writes == 0 && SettingsStore.shared.customDictionaryEntries == original, "Failure must preserve d	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	224	check(view.writes == 1 && view.wizardStep == .saved, "Text-only training must save")	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	239	check(view.writes == 1 && view.wizardStep == .saved, "Incomplete voice enrollment must not block spelling-on	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	240	check(calls == 0 && profiles.isEmpty, "Incomplete voice examples must never enter profile persistence")	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	243	check(!view.trainingHasError && !view.isTrainingProcessing && view.trainingSaveID == nil, "Spelling fallback	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	255	check(view.writes == 0 && calls == 0, "Rejected aliases must not write text rules or profiles")	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	257	check(view.trainingHasError && view.wizardStep == .recording, "Rejected aliases leave a visible manual fallb	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	259	check(!view.trainingVariants.isEmpty && !view.isTrainingProcessing && view.trainingSaveID == nil, "Alias fai	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	273	check(view.writes == 0 && calls == 0, "Unchanged spelling must not write text rules or voice profiles")	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	275	check(view.wizardStep == .review && view.trainingHasError, "Unchanged spelling must stay in review with feed	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	278	check(!view.isTrainingProcessing && view.trainingSaveID == nil, "Unchanged save must release its busy state"	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	294	check(view.writes == 0 && calls == 0, "Already-recognized words must not save text rules or voice profiles")	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	296	check(view.wizardStep == .review && view.trainingHasError, "Already-recognized words must stay in review wit	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	298	check(view.trainingSampleCount == 3 && view.lastTrainingOutput == "palermo", "Already-correct feedback must	CODE
HIGH⚡	Tests/run_dictionary_training_save_tests.py	299	check(!view.isTrainingProcessing && view.trainingSaveID == nil, "Already-correct feedback must leave the edi	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	141	check(view.writes == 1 && view.wizardStep == .saved, "Normal save must succeed")	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	169	check(view.trainingHasError && view.trainingStatusMessage.contains("dictionary changed"), "Conflict must sho	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	170	check(!view.isTrainingProcessing && view.trainingSaveID == nil, "Conflict must release processing state")	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	187	check(SettingsStore.shared.customDictionaryEntries == latest && view.writes == 0, "Post-write edit must surv	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	202	check(view.trainingSaveID == newSaveID && view.isTrainingProcessing, "Stale failure must preserve newer acti	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	315	check(view.isTrainingRecording == recording && view.isTrainingProcessing == !recording, "Busy Save must leav	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	339	check(calls == 0 && view.writes == 0 && SettingsStore.shared.customDictionaryEntries == original, "Incomplet	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	340	check(!view.isTrainingProcessing && view.trainingSaveID == nil && view.wizardStep == .recording, "Rejected s	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	354	check(profiles.isEmpty && view.writes == 0 && SettingsStore.shared.customDictionaryEntries == original, "Sta	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	356	check(!view.isTrainingProcessing && view.trainingSaveID == nil, "Generation refusal must release busy state"	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	371	check(view.writes == 0 && SettingsStore.shared.customDictionaryEntries == original, "Stale success must not	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	372	check(view.trainingSaveID == newerID && view.isTrainingProcessing, "Stale success must not release the newer	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	387	check(view.writes == 0 && SettingsStore.shared.customDictionaryEntries == original, "Cancelled save must not	CODE
HIGH	Tests/run_dictionary_training_save_tests.py	388	check(!view.isTrainingProcessing && view.trainingSaveID == nil && view.wizardStep == .recording && !view.tra	CODE
HIGH	Tests/run_delivery_failure_copy_tests.py	52	return true	CODE
HIGH	Tests/run_delivery_failure_copy_tests.py	143	check(card.didCopy && ClipboardService.text == "first transcript", "Card first copy succeeds")	CODE
HIGH	Tests/run_delivery_failure_copy_tests.py	156	check(card.didCopy && ClipboardService.text == "second transcript", "Card can retry after failure")	CODE
HIGH⚡	Tests/run_delivery_failure_copy_tests.py	188	check(popup.didCopy && popup.successes == 1, "Popup first copy succeeds")	CODE
HIGH⚡	Tests/run_delivery_failure_copy_tests.py	198	check(!popup.didCopy && popup.successes == successes, "Failed popup copy neither says Copied nor dismisses")	CODE
HIGH⚡	Tests/run_delivery_failure_copy_tests.py	201	check(popup.didCopy && popup.successes == successes + 1, "Popup retry succeeds")	CODE
HIGH⚡	Tests/run_delivery_failure_copy_tests.py	207	check(!failedPopup.didCopy && failedPopup.successes == 0, "Fresh failed popup must not say Copied or dismiss")	CODE
HIGH	Tests/run_delivery_failure_copy_tests.py	237	check(retryPresentation.content.didCopy && ClipboardService.text == "retry transcript", "Retried controller copy	CODE
HIGH	Tests/run_delivery_failure_copy_tests.py	242	check(controller.panel?.isVisible == false && controller.generation == hiddenGeneration,	CODE
HIGH	Tests/run_meeting_backup_refresh_tests.py	143	check(baseline.hardwareQueries == 0 && baseline.persistedWrites == 0, "restore handler performs neither synchronous	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	159	check(h.pendingBackupSetupRefresh && h.setupDraft.languageCode == "en", "busy/editing restore defers \(blocker)"	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	160	check(h.selectedIdentities == 0 && h.persistedWrites == 0, "deferral has no effects \(blocker)")	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	166	check(!h.pendingBackupSetupRefresh && h.setupDraft.languageCode == "de", "success/failure/close uses latest coal	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	176	check(!h.isShowingMeetingSettings && h.setupDraft.languageCode == "fr", "sheet close consumes deferred restore")	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	177	check(h.persistedWrites == 0 && h.hardwareQueries == 0, "stale Save/Cancel cannot overwrite imported preferences	CODE
HIGH⚡	Tests/run_meeting_backup_refresh_tests.py	181	check(busySheet.pendingBackupSetupRefresh && busySheet.setupDraft.languageCode == "en", "closing edited sheet does n	CODE
HIGH	Tests/run_meeting_backup_refresh_tests.py	196	check(missing.setupDraft.selectedMicrophoneID == nil && missing.setupDraft.selectedApplicationID == nil, "missing ca	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	298	expect(TranscriptionHistoryStore.shared.writes == 1 && NotificationCenter.default.snapshots.count == 1, "histori	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	299	expect(asr.activeActivityLease == dictation && asr.isRunning, "the ongoing dictation did not release its lease b	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	320	expect(during.2 == 0 && during.1 == 1, "rejected overlap cannot enter profile writer/second snapshot")	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	321	expect(SettingsStore.shared.owner == "original" && TranscriptionHistoryStore.shared.writes == 0 && NotificationC	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	366	expect(untouched.2 == 0 && untouched.0 == ["original"], "busy import must not replace profiles")	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	368	expect(NotificationCenter.default.snapshots.isEmpty && asr.activeActivityLease == originalLease, "busy impor	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	393	expect(beforeReplace.2 == 1 && beforeReplace.1 == 0 && TranscriptionHistoryStore.shared.loads == 0, "reverse ove	CODE
HIGH	Tests/run_settings_backup_concurrency_tests.py	395	expect(restoringASR.activeActivityLease == nil && restoringASR.admissions == 1 && restoringASR.releases == 1, "s	CODE
HIGH⚡	Tests/run_settings_backup_concurrency_tests.py	408	expect(unchangedASR.activeExclusiveActivity == .settingsRestore && unchangedASR.providerResetPending, "UI ob	CODE
HIGH⚡	Tests/run_settings_backup_concurrency_tests.py	410	expect(!unchangedASR.isAsrReady && unchangedASR.completedResets == 1, "queued capture sees retired ready	CODE
HIGH⚡	Tests/run_settings_backup_concurrency_tests.py	420	expect(unchangedIdle.0 == 0 && unchangedASR.recoveryRequests == 1 && unchangedASR.completedResets == 1, "unchang	CODE
HIGH⚡	Tests/run_settings_backup_concurrency_tests.py	421	expect(!unchangedASR.providerResetPending && unchangedASR.activeActivityLease == nil, "queued capture leaves no	CODE
HIGH⚡	Tests/run_settings_backup_concurrency_tests.py	430	expect(NotificationCenter.default.snapshots.count == 1 && NotificationCenter.default.snapshots.allSatisfy { $0.1	CODE
13 more matches not shown…

Hyper-Verbose Identifiers103 hits · 101 pts

Severity	File	Line	Snippet	Context
LOW	tools/meeting_playback_stage05_signal_gate.py	302	def normalized_correlation_at_lag(	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	323	def _normalized_correlation_finite(	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	10	def test_label_requires_full_containment(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	15	def test_confusion_keeps_positive_and_negative_separate(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	23	def test_annotation_rejects_overlap(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	30	def test_annotation_rejects_sidecar_traversal(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	36	def test_annotation_rejects_empty_intervals(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	42	def test_output_never_contains_transcript_text_or_identifiers(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	53	def test_sweep_includes_accept_all_control_and_unique_thresholds(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	59	def test_unknown_frame_is_counted_not_silently_dropped(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	67	def test_invalid_missing_probability_is_rejected(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	74	def test_straddling_transcript_is_reported(self):	CODE
LOW⚡	tools/test_meeting_admission_b3_eval.py	84	def test_session_duration_uses_either_track_origin_and_latest_end(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	44	def test_raw_lossless_paired_topology_still_requires_route_and_evidence(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	59	def test_vpio_aac_is_never_promoted_to_paired_signal_evidence(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	73	def test_inventory_hashes_chunks_without_emitting_private_session_fields(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	108	def test_profile_digest_changes_but_never_returns_private_values(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	128	def test_profile_digest_can_recheck_frozen_sessions_without_absorbing_new_ones(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	147	def test_chunk_escape_and_hash_mismatch_fail_closed(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	166	def test_manifest_validation_forbids_private_or_aec_authorization(self):	CODE
LOW	tools/test_meeting_playback_stage0_baseline.py	186	def test_frozen_legacy_hashes_can_be_verified_after_temporary_outputs_expire(self):	CODE
LOW⚡	tools/test_meeting_reliability_baseline.py	10	def test_flow_plateau_is_only_sampled_lower_bound(self):	CODE
LOW⚡	tools/test_meeting_reliability_baseline.py	19	def test_regressed_counter_rejects_multiple_sessions(self):	CODE
LOW⚡	tools/test_meeting_reliability_baseline.py	24	def test_missing_flow_is_not_zero_drops_evidence(self):	CODE
LOW⚡	tools/test_meeting_reliability_baseline.py	29	def test_path_traversal_and_symlink_escape(self):	CODE
LOW⚡	tools/test_meeting_reliability_baseline.py	39	def test_model_hash_mismatch_remains_false(self):	CODE
LOW	tools/test_meeting_reliability_baseline.py	52	def test_saved_source_track_id_counts_without_emitting_text(self):	CODE
LOW	tools/test_meeting_reliability_baseline.py	64	def test_missing_health_fails_closed_and_missing_speaker_is_not_a_person(self):	CODE
LOW	tools/test_meeting_reliability_baseline.py	78	def test_unknown_segment_schema_fails_instead_of_zero(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	108	def test_cli_stable_delayed_linear_fixture_passes_and_report_is_private(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	127	def test_cli_rejects_time_varying_fixture_and_geometry_hash_gap(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	157	def test_cli_rejects_geometry_and_never_overwrites_report(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	169	def test_unknown_and_nonfinite_thresholds_fail_closed(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	189	def test_private_provenance_is_hash_bound_and_rejects_extra_fields(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	263	def test_fir_fixture_is_low_residual_and_time_varying_fixture_is_not(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	270	def test_timing_rejects_gap_overlap_and_missing_arrival(self):	CODE
LOW⚡	tools/test_meeting_playback_stage05_signal_gate.py	287	def test_band_measures_are_not_cloned(self):	CODE
LOW⚡	tools/test_meeting_playback_stage05_signal_gate.py	294	def test_correlation_rejects_tiny_boundary_overlap(self):	CODE
LOW⚡	tools/test_meeting_playback_stage05_signal_gate.py	299	def test_periodic_delay_without_a_prominent_peak_is_unresolved(self):	CODE
LOW⚡	tools/test_meeting_playback_stage05_signal_gate.py	305	def test_preprocessing_and_peak_selection_fail_closed(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	327	def test_full_span_estimator_and_measured_support(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	344	def test_drift_is_uncertainty_bounded_and_outside_limit_never_passes(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	371	def test_every_scheduled_window_is_required(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	382	def test_resolved_delay_outlier_rejects_the_whole_track(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	400	def test_signed_clock_contract_applies_each_term_once_and_nulls_failure(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	428	def test_unresolved_measure_has_no_dependent_metrics(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	440	def test_affine_alignment_never_pads_or_bridges_support(self):	CODE
LOW	tools/test_meeting_playback_stage05_signal_gate.py	459	def test_short_default_drift_resolution_is_unscored(self):	CODE
LOW	scripts/dictation_log_summary.py	826	def delivery_was_unsuccessful(row):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	65	def test_rotation_duplicates_and_restart_are_isolated(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	74	def test_incomplete_cancelled_and_untimed_markers(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	82	def test_superseded_hide_is_not_reported_as_hidden(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	88	def test_internal_model_handoffs_and_context_are_separate(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	232	def test_asr_timeout_failure_is_not_empty_or_success(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	242	def test_restart_does_not_deduplicate_a_new_recording_with_reused_values(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	247	def test_concurrent_private_results_are_not_misattributed_to_dictation(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	745	def direct_completion_fixture(self, completion=1.3, callback_result="", *extra):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	755	def test_direct_normal_and_spoken_send_end_before_later_callback(self):	CODE
LOW⚡	scripts/test_dictation_log_summary.py	764	def test_direct_invalid_missing_or_future_completion_is_not_an_endpoint(self):	CODE
LOW	scripts/test_dictation_log_summary.py	22	def test_paste_and_main_callback_are_distinct(self):	CODE
43 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	Sources/Fluid/UI/AISettingsView+SpeechRecognition.swift	35	color: self.theme.metrics.cardShadow.color.opacity(self.theme.metrics.cardShadow.opacity	CODE
CRITICAL	Sources/Fluid/UI/AISettingsView+SpeechRecognition.swift	124	color: self.theme.metrics.cardShadow.color.opacity(self.theme.metrics.cardShadow.opa	CODE
CRITICAL	Sources/Fluid/UI/AISettingsView+AIConfiguration.swift	2255	color: self.theme.metrics.cardShadow.color.opacity(self.theme.metrics.cardShadow.opacity * 0.6),	CODE
CRITICAL	Sources/Fluid/UI/AISettingsView+AIConfiguration.swift	2713	color: self.theme.metrics.cardShadow.color.opacity(self.theme.metrics.cardShadow.opacity * 0.6),	CODE

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	Tests/run_command_model_catalog_tests.sh	12	# Keep the actual model metadata/key rules; network model fetching is unavailable in this harness.	COMMENT
MEDIUM	Sources/Fluid/Networking/ModelDownloader.swift	7	/// A robust downloader for Hugging Face models with progress tracking and error handling.	COMMENT
MEDIUM	Sources/Fluid/Services/ASRService.swift	474	/// robust error handling and performance optimization.	COMMENT
MEDIUM	…Fluid/Services/Meeting/MeetingProcessingPipeline.swift	530	/// Duration-weighted 75th percentile of turn loudness: robust to a handful of loud transients	COMMENT
MEDIUM	…ces/src/third_party/abseil-cpp/absl/meta/type_traits.h	501	// If it ever becomes possible to detect [[gsl::Owner]], we should leverage it:	COMMENT
MEDIUM	…ces/src/third_party/abseil-cpp/absl/meta/type_traits.h	571	// If it ever becomes possible to detect [[gsl::Pointer]], we should leverage	COMMENT
MEDIUM	…ces/src/third_party/abseil-cpp/absl/meta/type_traits.h	627	// we should change the implementation to leverage that.	COMMENT
MEDIUM	…Sources/src/third_party/abseil-cpp/absl/base/options.h	39	// Diamond dependency problems can be avoided if all packages utilize the same	COMMENT
MEDIUM	…modules/audio_processing/aec3/stationarity_estimator.h	41	// getting a more robust estimation, it looks at future and/or past frames.	COMMENT
MEDIUM	…modules/audio_processing/vad/voice_activity_detector.h	29	// StandaloneVad and PitchBasedVad to get a more robust estimation.	COMMENT
MEDIUM	…urces/src/common_audio/resampler/push_sinc_resampler.h	59	// Delay due to the filter kernel. Essentially, the time after which an input	COMMENT

Synthetic Comment Markers6 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	…tionIntegrationTests/MeetingSummaryProviderTests.swift	58	XCTAssertEqual(saved.notice, "Generated by AI on your Mac. May contain mistakes.")	CODE
HIGH	…tionIntegrationTests/MeetingSummaryProviderTests.swift	93	XCTAssertEqual(saved.notice, "Generated by AI. May contain mistakes.")	CODE
HIGH	…tionIntegrationTests/MeetingSummaryProviderTests.swift	111	XCTAssertEqual(saved.notice, "Generated by AI. May contain mistakes.")	CODE
HIGH	…/Fluid/Services/Meeting/MeetingSummaryController.swift	196	? "Generated by AI on your Mac. May contain mistakes."	STRING
HIGH	…/Fluid/Services/Meeting/MeetingSummaryController.swift	197	: "Generated by AI. May contain mistakes."	STRING
HIGH	…ng/UpstreamSources/src/rtc_base/numerics/safe_minmax.h	73	// result, then everything's fine, and the return type is as requested. But if	COMMENT

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	tools/meeting_reliability_baseline.py	147	CODE
LOW	tools/meeting_diarization_eval.py	244	CODE
LOW	tools/meeting_diarization_eval.py	274	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	222	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	830	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	1011	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	1104	CODE
LOW	tools/meeting_playback_stage0_baseline.py	233	CODE
LOW	tools/meeting_playback_stage0_baseline.py	484	CODE
LOW	scripts/dictation_log_summary.py	27	CODE
LOW	scripts/dictation_log_summary.py	144	CODE
LOW	scripts/dictation_log_summary.py	1001	CODE
LOW	scripts/dictation_log_summary.py	45	CODE

Example Usage Blocks8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	build.sh	6	# Usage:	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	88	// Example usage:	COMMENT
LOW	…/UpstreamSources/src/system_wrappers/include/metrics.h	145	// Example usage:	COMMENT
LOW	…ssing/UpstreamSources/src/rtc_base/denormal_disabler.h	23	// Example usage:	COMMENT
LOW	…Processing/UpstreamSources/src/rtc_base/string_utils.h	39	// Example usage:	COMMENT
LOW	…cessing/UpstreamSources/src/rtc_base/gtest_prod_util.h	25	// Example usage:	COMMENT
LOW	…d_party/abseil-cpp/absl/strings/resize_and_overwrite.h	31	// Example usage:	COMMENT
LOW	…hird_party/abseil-cpp/absl/base/internal/raw_logging.h	40	// Usage example:	COMMENT

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	Sources/Fluid/UI/OnboardingCleanupExampleCarousel.swift	33	spoken: "I think I'm gonna meet you tomorrow at 3 p.m. Let me know if the time works. If not, we can figure	CODE
MEDIUM	Sources/Fluid/UI/OnboardingCleanupExampleCarousel.swift	34	cleaned: "I think I'm gonna meet you tomorrow at 3 p.m. Let me know if the time works. If not, we can figure	CODE
MEDIUM	Sources/Fluid/Services/OnboardingPolishPractice.swift	34	spoken: "I think I'm gonna meet you tomorrow at 3 p.m. Let me know if the time works. If not, we can figure	CODE
MEDIUM	Sources/Fluid/Services/OnboardingPolishPractice.swift	35	expected: "I think I'm gonna meet you tomorrow at 3 p.m. Let me know if the time works. If not, we can figur	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	tools/meeting_diarization_eval.py	8	CODE
LOW	tools/meeting_playback_stage05_signal_gate.py	9	CODE
LOW	tools/test_meeting_admission_b3_eval.py	2	CODE
LOW	tools/test_meeting_admission_b3_eval.py	4	CODE

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	Sources/Fluid/Services/LLMClient.swift	110	/// Parsed tool calls for agentic modes (nil if none)	COMMENT
MEDIUM	Sources/Fluid/Services/CommandModeService.swift	847	// Build conversation with agentic system prompt	STRING

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check-team-id.sh	8	# Check if project.pbxproj has been modified	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…cessing/UpstreamSources/src/api/rtc_event_log_output.h	18	// NOTE: This class is still under development and may change without notice.	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Tests/FluidASRBaselineHost/Inputs/placeholder.json	1	{"placeholder": true}	CODE

altic-dev/FluidVoice

Open-Source Code Quality, Security and Technical Debt Review