1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

24.2K

Stars

Rust

Language

1.2M

Lines of Code

3.4K

Files

1.1K

Pattern Hits

2026-10-31

Scan Date

0.02

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 996 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 96 finding(s).

Agent Over-Engineering Ratio 2.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 576 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 1118 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 50HIGH 32MEDIUM 20LOW 1016

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 1118 distinct pattern matches across 16 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 Identifiers550 hits · 571 pts

Severity	File	Line	Snippet	Context
LOW	capcodec/bench/corpus/generate.py	568	def focus_largest_chrome_window(disp):	CODE
LOW	scripts/test-audio-intelligibility.py	13	def test_delayed_or_advanced_audio_scores_the_same_overlapping_speech(self):	CODE
LOW	scripts/test-audio-intelligibility.py	30	def test_input_and_output_use_the_same_trimmed_reference(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	39	def test_cpu_includes_the_first_measured_interval(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	48	def test_cpu_weights_unequal_intervals_and_sums_processes(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	56	def test_single_sample_has_cpu_but_no_counter_rate(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	61	def test_missing_process_or_sample_cannot_be_complete(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	70	def test_incomplete_phases_do_not_enter_comparison_aggregates(self):	CODE
LOW⚡	scripts/test-instant-mode-performance.py	79	def test_encoder_descendants_are_counted_once(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	42	def test_complete_events_require_order_and_saved_metadata(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	48	def test_error_event_cannot_be_hidden_by_successful_stop(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	53	def test_malformed_json_duplicate_keys_and_nonfinite_values_rejected(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	58	def test_success_event_cannot_reference_a_different_project(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	62	def test_zero_exit_and_error_log_is_not_clean_json(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	66	def test_missing_requested_tracks_fail_even_if_cli_valid_is_true(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	71	def test_existing_video_is_not_a_camera_or_audio_substitute(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	76	def test_invalid_project_report_cannot_pass_from_existing_files(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	81	def test_empty_artifact_and_path_escape_rejected(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	91	def test_symlink_inside_project_cannot_hide_outside_artifact(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	100	def test_duration_frozen_frame_count_and_missing_stream_rejected(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	106	def test_silent_audio_is_not_a_pass(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	112	def test_packet_timestamps_preserve_reordered_presentation_and_audio_preroll(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	122	def test_duplicate_reversed_and_missing_packet_timestamps_fail(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	134	def test_pending_and_failed_requirements_cannot_become_success(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	140	def test_existing_root_is_never_replaced(self):	CODE
LOW⚡	scripts/test-recording-reliability.py	148	def test_owned_timeout_cannot_be_reported_as_success(self):	CODE
LOW	scripts/test-recording-reliability.py	160	def test_nonzero_child_with_success_json_remains_failed(self):	CODE
LOW	scripts/test-capbench.py	78	def test_playback_picks_full_and_scrub_totals(self):	STRING
LOW	scripts/test-capbench.py	88	def test_playback_runs_with_failed_frames_are_invalid(self):	STRING
LOW	scripts/test-capbench.py	100	def test_decode_runs_with_failed_reads_are_invalid(self):	STRING
LOW	scripts/test-capbench.py	107	def test_fixture_inside_the_work_directory_is_not_deleted(self):	STRING
LOW	scripts/test-capbench.py	120	def test_binaries_inside_the_work_directory_are_not_deleted(self):	STRING
LOW	scripts/test-capbench.py	135	def test_labels_that_are_not_plain_file_names_are_rejected(self):	STRING
LOW	scripts/test-capbench.py	147	def test_startup_check_finds_missing_helpers(self):	STRING
LOW	scripts/test-capbench.py	156	def test_export_progress_timing(self):	STRING
LOW⚡	scripts/test-capbench.py	169	def test_export_problem_rejects_broken_exports(self):	STRING
LOW⚡	scripts/test-capbench.py	178	def test_exports_ffprobe_cannot_read_are_invalid(self):	STRING
LOW⚡	scripts/test-capbench.py	187	def test_compare_flags_only_separated_changes(self):	STRING
LOW	scripts/test-capbench.py	198	def test_invalid_recordings_fail_the_run(self):	STRING
LOW	scripts/test-capbench.py	206	def test_runs_missing_a_metric_are_invalid(self):	STRING
LOW	scripts/test-capbench.py	217	def test_variant_env_is_scoped_per_label(self):	STRING
LOW	scripts/test-capbench.py	223	def test_job_accounts_child_process_cpu(self):	STRING
LOW	scripts/instant-mode-performance-macos.py	391	def set_camera_preview_state_action(state):	CODE
LOW	scripts/instant-mode-performance-macos.py	395	def load_camera_preview_state(recordings_dir):	CODE
LOW	scripts/instant-mode-performance-macos.py	919	def wait_for_recording_complete(project, timeout=45):	CODE
LOW	scripts/instant-mode-performance-macos.py	1048	def project_validation_errors(	CODE
LOW⚡	scripts/verify/test_diff.py	50	def test_witness_frame_does_not_hide_new_classes_or_larger_deltas(self):	CODE
LOW⚡	scripts/verify/test_diff.py	60	def test_continuous_metrics_require_three_independent_runs(self):	CODE
LOW⚡	scripts/verify/test_diff.py	64	def test_continuous_overlap_and_one_resolution_step_are_not_worse(self):	CODE
LOW⚡	scripts/verify/test_diff.py	70	def test_continuous_separated_ranges_are_worse(self):	CODE
LOW⚡	scripts/verify/test_diff.py	73	def test_signed_offsets_compare_magnitude(self):	CODE
LOW⚡	scripts/verify/test_diff.py	76	def test_timing_metric_outside_recording_cases_uses_distribution(self):	CODE
LOW⚡	scripts/verify/test_diff.py	79	def test_reporter_precision_is_preserved_for_each_timing_unit(self):	CODE
LOW⚡	scripts/verify/test_diff.py	92	def test_fresh_crash_counts_use_frame_resolution(self):	CODE
LOW⚡	scripts/verify/test_diff.py	98	def test_missing_metric_is_insufficient_not_zero(self):	CODE
LOW⚡	scripts/verify/test_diff.py	103	def test_new_fresh_class_needs_consistent_occurrence(self):	CODE
LOW⚡	scripts/verify/test_diff.py	110	def test_legacy_instant_telemetry_preserves_signed_interval(self):	CODE
LOW⚡	scripts/verify/test_diff.py	119	def test_legacy_normalization_does_not_override_measurements_or_invent_sources(self):	CODE
LOW⚡	scripts/verify/test_diff.py	128	def test_legacy_and_current_instant_records_compare_equally(self):	CODE
LOW⚡	scripts/verify/test_diff.py	135	def test_lost_coverage_is_worse_for_passing_and_failing_baselines(self):	CODE
490 more matches not shown…

Hallucination Indicators50 hits · 440 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/recording/src/studio_recording.rs	981	let scope = self.lifetime.lifecycle.0.scope.child_transaction();	CODE
CRITICAL	crates/recording/src/studio_recording.rs	982	let lifetime_completion = self.lifetime.lifecycle.0.scope.task_completion();	CODE
CRITICAL	crates/recording/src/instant_recording.rs	397	self.lifetime.lifecycle.0.scope.cancel();	CODE
CRITICAL	crates/camera-directshow/src/lib.rs	156	.then(\|\| OsString::from_wide(self.Anonymous.Anonymous.Anonymous.bstrVal.deref()))	CODE
CRITICAL	crates/editor/src/preparing_handoff.rs	446	self.handoff.0.state.changed.send_replace(self.revision);	CODE
CRITICAL	crates/editor/src/preparing_audio/mixer.rs	361	self.sources.project.audio.isolation.strength(),	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	982	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1042	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1126	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1133	storage.bucket.getObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1184	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1205	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1237	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1258	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1298	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1329	storage.bucket.headObject.mock.calls.filter(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1334	storage.bucket.getObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1345	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1350	storage.bucket.getObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1406	reads: storage.bucket.getObject.mock.calls.filter(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1429	storage.bucket.getObject.mock.calls.map(([key]) => key),	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1445	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1533	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1774	storage.bucket.multipart.copyPart.mock.calls.filter(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1798	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	1898	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2373	storage.bucket.getInternalSignedObjectUrl.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2648	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2665	const copied = storage.bucket.copyObject.mock.calls.at(-1)?.[1];	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2687	const preparedCopy = storage.bucket.copyObject.mock.calls.find(([, key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2714	storage.bucket.headObject.mock.calls.filter(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2724	const listedPrefixes = storage.bucket.listObjects.mock.calls.map(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2748	storage.bucket.getObject.mock.calls.filter(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2767	storage.bucket.getObject.mock.calls.some(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2792	storage.bucket.putObject.mock.calls.filter(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2819	storage.bucket.putObject.mock.calls.some(([key]) =>	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2865	storage.bucket.headObject.mock.calls.filter(	CODE
CRITICAL	…ps/web/__tests__/unit/desktop-recording-source.test.ts	2881	storage.bucket.headObject.mock.calls.filter(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	348	mocks.stripe.checkout.sessions.retrieve.mockImplementation(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	356	mocks.stripe.checkout.sessions.create.mockImplementation(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	380	mocks.stripe.checkout.sessions.expire.mockImplementation(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	392	mocks.stripe.billingPortal.sessions.create.mockResolvedValue({	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	971	mocks.stripe.checkout.sessions.create.mockImplementationOnce(async () => {	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	1013	mocks.stripe.checkout.sessions.expire.mockImplementationOnce(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	1032	mocks.stripe.checkout.sessions.create.mockRejectedValueOnce(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	1049	const keys = mocks.stripe.checkout.sessions.create.mock.calls.map(	CODE
CRITICAL	apps/web/__tests__/unit/sso-billing.test.ts	1078	const keys = mocks.stripe.checkout.sessions.create.mock.calls.map(	CODE
CRITICAL	apps/desktop-gpui/src/editor_window.rs	12603	camera_x: editor.project.camera.position.x.clone(),	CODE
CRITICAL	apps/desktop-gpui/src/editor_window.rs	12604	camera_y: editor.project.camera.position.y.clone(),	CODE
CRITICAL	apps/desktop-gpui/src/editor_sidebar.rs	2350	.or_else(\|\| self.sidebar.animated_gradient.library.last_used.clone())	CODE

Over-Commented Block370 hits · 368 pts

Severity	File	Line	Snippet	Context
LOW	.config/hakari.toml	1	# This file contains settings for `cargo hakari`.	COMMENT
LOW	infra/sst.config.ts	241	// namespaceId: "846b080b86914e2ba666d35acee35c9a",	COMMENT
LOW	crates/cursor-info/src/windows.rs	141	// Self::ScrollWE => todo!(),	COMMENT
LOW	crates/d3d-adapter/src/lib.rs	1	// Pinned-adapter selection for D3D11 / MediaFoundation pipelines.	COMMENT
LOW	crates/enc-avfoundation/src/mp4.rs	81	AppendError(arc::R<ns::Exception>),	COMMENT
LOW	crates/enc-avfoundation/src/mp4.rs	941	// post-resume frame ties against its pts and gets bumped +1us —	COMMENT
LOW	crates/verify/expectations.toml	1	# Strict expected failures for the engine verification suite	COMMENT
LOW	crates/verify/expectations.toml	21	# machine stall during the case)	COMMENT
LOW	crates/verify/expectations.toml	281	# reaches Cap's capture callback and Cap drops nothing. GitHub-hosted runners	COMMENT
LOW	crates/verify/tests/editing.rs	1	//! Editing oracle: seeded random sequences of timeline edits (split, delete,	COMMENT
LOW	crates/verify/tests/crash.rs	1	//! Crash safety of fragmented Studio recording: the out-of-process muxer	COMMENT
LOW	crates/verify/tests/recording.rs	1	//! Real-capture recording oracle (macOS).	COMMENT
LOW	crates/verify/tests/recording.rs	161	const SYSTEM_AUDIO_STARTUP: f64 = 1.0;	COMMENT
LOW	crates/verify/tests/recording.rs	961	/// (before the recording started or after it stopped).	COMMENT
LOW	crates/verify/tests/recording.rs	1501	case.note(format!("artifacts kept at {}", scratch.display()));	COMMENT
LOW	crates/verify/tests/recording.rs	3081	kind: StreamKind,	COMMENT
LOW	crates/verify/tests/recording.rs	4261	.into_iter()	COMMENT
LOW	crates/verify/tests/captions.rs	1	//! Captions oracle, with no transcription model anywhere:	COMMENT
LOW	crates/verify/tests/captions.rs	21	//! - `editor_open`: opening a project in the editor engine migrates and	COMMENT
LOW	crates/verify/tests/edits/mod.rs	1	//! Random timeline edits shared by `editing.rs` and `captions.rs`.	COMMENT
LOW	crates/verify/src/stimulus.rs	1	//! Real-capture stimulus: a helper process (`cap-verify-stimulus`) that shows	COMMENT
LOW	crates/verify/src/stimulus.rs	21	/// (start, length) seconds after `go` during which the picture is held.	COMMENT
LOW	crates/verify/src/fixture.rs	1	//! Fixture projects. Every fixture is generated by code from a spec and a	COMMENT
LOW	crates/verify/src/video_code.rs	1	//! Video frame markers.	COMMENT
LOW	crates/verify/src/sentinel.rs	1	//! Machine-starvation sentinel for the engine suites.	COMMENT
LOW	crates/verify/src/sched.rs	1	//! Real-time scheduling for the verification suite's input sources.	COMMENT
LOW	crates/verify/src/model.rs	1	//! Reference timeline model: what every output frame must show.	COMMENT
LOW	crates/verify/src/audio_model.rs	1	//! Reference model and oracle for audio: where every source marker must be	COMMENT
LOW	crates/verify/src/audio_model.rs	21	//! - Stale-startup repair: a track whose recording-meta gap summary reports	COMMENT
LOW	crates/verify/src/audio_model.rs	61	/// residue can correlate. Real markers are heard at 0.05 or more.	COMMENT
LOW	crates/camera/src/lib.rs	181	}	COMMENT
LOW	crates/camera/src/lib.rs	201	Native(windows_core::Error),	COMMENT
LOW	crates/recording/tests/hardware_studio_recording.rs	1	#![cfg(target_os = "macos")]	COMMENT
LOW	crates/recording/tests/windows_loopback.rs	1	//! Real-endpoint validation of the WASAPI loopback capture path.	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	1	//! Synthetic device matrix for A/V sync.	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	381	// a second or more either way. When the source over-delivers several	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	441	// 5% absolute slack for boundary effects. The sent term stays as a	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	1301	});	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	1321	//	COMMENT
LOW	crates/recording/tests/sync_matrix.rs	1721	/// One retry for a failed video case. A cold system pays one-time costs	COMMENT
LOW	crates/recording/examples/screenshot-pack-benchmark.rs	1	//! Compares the macOS fast-capture pixel packers in `src/screenshot.rs` before and after the	COMMENT
LOW	…es/recording/examples/vt-hwframe-real-capture-check.rs	1	//! Real-hardware engagement check for the zero-copy VideoToolbox encoder	COMMENT
LOW	crates/recording/examples/recording-cli.rs	21	let _ = std::fs::create_dir("/tmp/bruh");	COMMENT
LOW	…ates/recording/examples/vt-hwframe-encode-benchmark.rs	1	//! Fragmented-recording encoder benchmark: software-frame VideoToolbox input	COMMENT
LOW	crates/recording/examples/linux-x11-e2e.rs	1	//! Headless end-to-end verification for the native x11rb screen-capture path.	COMMENT
LOW	crates/recording/src/output_validation.rs	101	ValidationResult {	COMMENT
LOW	crates/recording/src/track_heal.rs	1	//! Load-time repair for recordings whose video tracks were stamped at the	COMMENT
LOW	crates/recording/src/track_heal.rs	121	/// Camera must exceed the reference span by at least this factor…	COMMENT
LOW	crates/recording/src/track_heal.rs	281		COMMENT
LOW	crates/recording/src/log_redaction.rs	1	//! Scrubs credentials out of log text before it leaves the machine.	COMMENT
LOW	crates/recording/src/sources/audio_mixer.rs	901	#[cfg(not(any(target_os = "macos", windows)))]	COMMENT
LOW	crates/recording/src/sources/screen_capture/cadence.rs	1	//! Caps a capture source's delivered frame rate at the pipeline's nominal	COMMENT
LOW	crates/recording/src/sources/screen_capture/cadence.rs	21	//! are admitted against a deadline ladder that advances one nominal	COMMENT
LOW	crates/recording/src/output_pipeline/core.rs	1061	let gap = capture_elapsed.saturating_sub(sample_based_elapsed);	COMMENT
LOW	crates/recording/src/output_pipeline/core.rs	1241	(output, candidate > bound)	COMMENT
LOW	crates/recording/src/output_pipeline/core.rs	1401	}	COMMENT
LOW	crates/recording/src/output_pipeline/core.rs	1421	fn waited_for_frame(&mut self, waited: bool) {	COMMENT
LOW	crates/recording/src/output_pipeline/core.rs	7841		COMMENT
LOW	crates/recording/src/output_pipeline/macos.rs	1341	// The thread exited with an error: the encoder mutex is	COMMENT
LOW	crates/recording/src/output_pipeline/frame_pacing.rs	1	//! Repeats the last frame while a Windows video source is stalled, so the	COMMENT
310 more matches not shown…

Empty Error Handlers15 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	capcodec/bench/speedcmp.py	122	except OSError:	CODE
HIGH	capcodec/bench/speedcmp.py	135	except OSError:	CODE
HIGH	capcodec/bench/speedcmp.py	159	except OSError:	CODE
HIGH	capcodec/bench/speedcmp.py	97	except OSError:	CODE
HIGH	capcodec/bench/corpus/generate.py	486	except OSError:	CODE
HIGH	capcodec/bench/harness/metrics.py	337	except BrokenPipeError:	CODE
HIGH	capcodec/bench/harness/runner.py	93	except OSError:	CODE
HIGH	capcodec/bench/harness/common.py	165	except psutil.Error:	CODE
HIGH	capcodec/bench/harness/adapters/capcodec.py	85	except json.JSONDecodeError:	CODE
HIGH	capcodec/bench/harness/adapters/__init__.py	23	except ImportError:	CODE
HIGH	capcodec/bench/harness/adapters/__init__.py	28	except ImportError:	CODE
HIGH	capcodec/bench/harness/adapters/browser.py	48	except psutil.Error:	CODE
HIGH	capcodec/bench/harness/adapters/browser.py	46	except psutil.Error:	CODE
HIGH	scripts/verify/retry.py	62	except json.JSONDecodeError:	CODE
HIGH	apps/cli/skill/cap-demo/lib/treat.py	326	except Exception:	CODE

AI Slop Vocabulary19 hits · 53 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/cap-test/src/main.rs	20	#[command(about = "Unified testing harness for Cap", long_about = None)]	COMMENT
MEDIUM	crates/audio/src/bin/av-sync-check.rs	184	/// noise floor — does not swallow real events. `frac` of the robust p5..p95	COMMENT
MEDIUM	crates/audio/src/bin/av-sync-check.rs	193	// Floor from a low percentile (robust to a few dark/quiet outliers); peak from	COMMENT
LOW	capcodec/bench/corpus/pages/data/inflate_c.js	2	'/* inflate.c -- zlib decompression\n * Copyright (C) 1995-2022 Mark Adler\n * For conditions of distribution and use,	CODE
LOW	capcodec/bench/corpus/pages/data/difflib_py.js	2	"\"\"\"\nModule difflib -- helpers for computing deltas between objects.\n\nFunction get_close_matches(word, possibilit	CODE
MEDIUM	scripts/linux-desktop-harness/launch-cap.sh	2	# Launches Cap in a throwaway profile with the harness hooks. Usage:	COMMENT
MEDIUM	scripts/linux-desktop-harness/run-desktop.sh	12	# the vgem/vkms faux devices this harness renders with (Mesa 26.2 on Arch; on	COMMENT
MEDIUM	scripts/linux-desktop-harness/run-desktop.sh	14	# the layer off). Real GPUs are not affected, so the harness (not Cap) turns	COMMENT
MEDIUM	scripts/linux-desktop-harness/gnome-up.sh	19	# a harness target to it the way gnome-session's own targets do.	COMMENT
MEDIUM	scripts/linux-desktop-harness/report.sh	2	# Summarise one harness run directory: results, harness actions, Cap's own	COMMENT
MEDIUM	scripts/linux-desktop-harness/scenario-start-stop.sh	53	# entry of the menu it opens, with the pointer. Otherwise the harness	COMMENT
MEDIUM	scripts/verify/plan.py	386	# stimulus, their whole dependency closure, and the harness itself.	COMMENT
MEDIUM	.github/workflows/verify-recording.yml	11	# the stimulus's dependency closure or the harness (scripts/verify/plan.py	COMMENT
MEDIUM	.github/workflows/linux-desktop-reliability.yml	5	# containers (scripts/linux-desktop-harness). Each case starts a Display	COMMENT
MEDIUM	.github/workflows/linux-desktop-reliability.yml	42	# A pull request from a fork that changes only this workflow or the harness	COMMENT
MEDIUM	.github/workflows/linux-desktop-reliability.yml	553	# two, the screen-share dialog waits for a pick the harness never makes.	COMMENT
MEDIUM	apps/cli/src/selftest/measure.rs	6	//! robust offset and drift statistics. Positive offset means audio is late.	COMMENT
MEDIUM	apps/cli/src/selftest/measure.rs	319	/// robust to slope noise on short runs than the per-minute rate.	COMMENT
MEDIUM	apps/cli/src/selftest/measure.rs	329	/// and computes robust statistics. The first event after settle is dropped:	COMMENT

Deep Nesting50 hits · 50 pts

Severity	File	Line	Context
LOW	capcodec/bench/speedcmp.py	89	CODE
LOW	capcodec/bench/speedcmp.py	127	CODE
LOW	capcodec/bench/speedcmp.py	305	CODE
LOW	capcodec/bench/scoreboard.py	45	CODE
LOW	capcodec/bench/scoreboard.py	73	CODE
LOW	capcodec/bench/corpus/scenarios.py	196	CODE
LOW	capcodec/bench/corpus/playback.py	167	CODE
LOW	capcodec/bench/corpus/generate.py	547	CODE
LOW	capcodec/bench/corpus/generate.py	767	CODE
LOW	capcodec/bench/corpus/generate.py	1333	CODE
LOW	capcodec/bench/corpus/generate.py	1420	CODE
LOW	capcodec/bench/corpus/sideinfo.py	60	CODE
LOW	capcodec/bench/corpus/sideinfo.py	196	CODE
LOW	capcodec/bench/corpus/sideinfo.py	251	CODE
LOW	capcodec/bench/harness/metrics.py	268	CODE
LOW	capcodec/bench/harness/runner.py	477	CODE
LOW	capcodec/bench/harness/runner.py	538	CODE
LOW	capcodec/bench/harness/runner.py	577	CODE
LOW	capcodec/bench/harness/runner.py	147	CODE
LOW	capcodec/bench/harness/runner.py	172	CODE
LOW	capcodec/bench/harness/runner.py	212	CODE
LOW	capcodec/bench/harness/runner.py	265	CODE
LOW	capcodec/bench/harness/report.py	29	CODE
LOW	capcodec/bench/harness/report.py	180	CODE
LOW	capcodec/bench/harness/corpus.py	142	CODE
LOW	capcodec/bench/harness/browser/server.py	53	CODE
LOW	capcodec/tools/gen_tables.py	98	CODE
LOW	scripts/test-audio-intelligibility.py	13	CODE
LOW	scripts/capbench.py	332	CODE
LOW	scripts/capbench.py	631	CODE
LOW	scripts/capbench.py	780	CODE
LOW	scripts/recording-reliability.py	245	CODE
LOW	scripts/linux-desktop-harness/mutter-pointer.py	37	CODE
LOW	scripts/verify/plan.py	146	CODE
LOW	scripts/verify/floor.py	34	CODE
LOW	scripts/verify/retry.py	52	CODE
LOW	scripts/verify/retry.py	67	CODE
LOW	scripts/verify/retry.py	156	CODE
LOW	scripts/verify/perf-ab.py	85	CODE
LOW	scripts/verify/summary.py	21	CODE
LOW	scripts/verify/summary.py	45	CODE
LOW	scripts/verify/summary.py	64	CODE
LOW	scripts/verify/summary.py	110	CODE
LOW	scripts/verify/summary.py	127	CODE
LOW	scripts/verify/perf-build.py	28	CODE
LOW	scripts/verify/diff.py	56	CODE
LOW	scripts/verify/diff.py	150	CODE
LOW	scripts/verify/diff.py	219	CODE
LOW	scripts/verify/diff.py	320	CODE
LOW	scripts/verify/mtime.py	50	CODE

Cross-Language Confusion (JS/TS)9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	apps/web/app/install-cli.sh/route.ts	69	elif command -v sudo >/dev/null 2>&1; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	124	elif [ -f "$APP_PATH" ]; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	159	elif [ -n "$APP_PATH" ] && [ -w "$(dirname "$APP_PATH")" ]; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	161	elif [ -w "/Applications" ]; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	218	elif command -v dpkg >/dev/null 2>&1; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	274	elif [ ! -d "$APP_PATH" ]; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	294	elif ! find_linux_cli_target; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	319	elif case ":$PATH:" in :"$HOME_DIR/.local/bin":) true ;; *) false ;; esac; then	CODE
HIGH	apps/web/app/install-cli.sh/route.ts	371	elif printf '\n# Added by the Cap CLI installer\n%s\n' "$EXPORT_LINE" >> "$PROFILE" 2>/dev/null; then	CODE

Cross-Language Confusion7 hits · 31 pts

Severity	File	Line	Snippet	Context
HIGH	capcodec/bench/corpus/scenarios.py	407	"(() => { for (const a of document.querySelectorAll('#content p a')) { const r = a.getBoundingClientRect(); if (	CODE
HIGH	capcodec/bench/corpus/scenarios.py	415	"(() => { for (const p of document.querySelectorAll('#content p')) { const r = p.getBoundingClientRect(); if (r.	CODE
HIGH	capcodec/bench/corpus/scenarios.py	450	"(() => { for (const a of document.querySelectorAll('#content a')) { const r = a.getBoundingClientRect(); if (r.	CODE
HIGH⚡	capcodec/bench/corpus/sideinfo.py	5	{"frame": i, "t_ms": float, "dirty": [[x,y,w,h],...], "cursor": [x,y] \| null,	STRING
HIGH⚡	capcodec/bench/corpus/sideinfo.py	6	"scroll": [{"rect": [x,y,w,h], "dx": int, "dy": int, "id": str, "valid": bool \| null,	STRING
HIGH⚡	capcodec/bench/corpus/sideinfo.py	7	"align": "latency" \| "realigned", "match": float \| null}, ...]}	STRING
HIGH	scripts/recording-reliability.py	203	$r = [ordered]@{exitCode=$null;timedOut=$false;forcedCleanup=$false;cleanupComplete=$false;error=$null}	CODE

Fake / Example Data24 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	capcodec/bench/corpus/pages/common/board.js	293	ph.className = "placeholder";	CODE
LOW	apps/web/__tests__/unit/space-page-round-trips.test.ts	242	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/email-config.test.ts	23	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/sso-settings.test.ts	173	email: "admin@example.com",	CODE
LOW	apps/web/__tests__/unit/share-audience.test.ts	65	audienceNames: ["Acme Inc", "Design", "Marketing", "Support"],	CODE
LOW	apps/web/__tests__/unit/folder-count.test.ts	37	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/send-download-link.test.ts	36	const result = await sendDownloadLink("user@example.com");	CODE
LOW	apps/web/__tests__/unit/send-download-link.test.ts	47	const result = await sendDownloadLink("user@example.com");	CODE
LOW	apps/web/__tests__/unit/send-download-link.test.ts	66	const result = await sendDownloadLink("user@example.com");	CODE
LOW	apps/web/__tests__/unit/folder-parent-location.test.ts	70	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/signed-baa-card.test.ts	109	entityAddress: "123 Main Street",	CODE
LOW	…ps/web/__tests__/unit/account-deletion-request.test.ts	131	userEmail: "user@example.com",	CODE
LOW	…ps/web/__tests__/unit/account-deletion-request.test.ts	139	replyTo: "user@example.com",	CODE
LOW	…ps/web/__tests__/unit/account-deletion-request.test.ts	164	email: "user@example.com",	CODE
LOW	…ps/web/__tests__/unit/account-deletion-request.test.ts	191	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/messenger-support-email.test.ts	72	email: "user@example.com",	CODE
LOW⚡	apps/web/__tests__/unit/messenger-support-email.test.ts	87	userEmail: "user@example.com",	CODE
LOW⚡	apps/web/__tests__/unit/messenger-support-email.test.ts	96	replyTo: "user@example.com",	CODE
LOW⚡	apps/web/__tests__/unit/messenger-support-email.test.ts	105	userEmail: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/messenger-support-email.test.ts	128	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/messenger-support-email.test.ts	162	email: "user@example.com",	CODE
LOW	apps/web/__tests__/unit/messenger-support-email.test.ts	182	email: "user@example.com",	CODE
LOW	apps/mobile/src/auth/SignInPanel.test.tsx	223	expect(hasProp(tree, "placeholder", "tim@apple.com")).toBe(true);	CODE
LOW	apps/mobile/src/auth/SignInPanel.test.tsx	310	expect(hasProp(tree, "placeholder", "Enter your Organization ID...")).toBe(	CODE

Excessive Try-Catch Wrapping11 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	capcodec/bench/corpus/generate.py	401	except Exception:	CODE
LOW	capcodec/bench/corpus/generate.py	531	except Exception as e:	CODE
LOW	capcodec/bench/corpus/generate.py	874	except Exception as e:	CODE
LOW	capcodec/bench/corpus/generate.py	1490	except Exception:	CODE
MEDIUM	capcodec/bench/corpus/generate.py	398	def screen_size(disp):	CODE
LOW	capcodec/bench/harness/runner.py	310	except Exception:	CODE
LOW	scripts/benchmark-instant-audio.py	120	except Exception as error:	CODE
LOW	scripts/linux-desktop-harness/atspi-press.py	24	except Exception:	CODE
LOW	scripts/linux-desktop-harness/atspi-press.py	45	except Exception:	CODE
LOW	apps/cli/skill/cap-demo/lib/treat.py	326	except Exception:	CODE
LOW	apps/cli/skill/cap-demo/lib/treat.py	336	except Exception:	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.config/hakari.toml	1	# This file contains settings for `cargo hakari`.	COMMENT
MEDIUM	crates/workspace-hack/Cargo.toml	1	# This file is generated by `cargo hakari`.	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	capcodec/bench/harness/metrics.py	8	CODE
LOW	capcodec/bench/harness/metrics.py	13	CODE
LOW	capcodec/bench/harness/adapters/browser.py	102	CODE
LOW	scripts/verify/perf-build.py	9	CODE
LOW	scripts/hero-clouds/render.py	11	CODE
LOW	scripts/og-sky/render.py	12	CODE

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	capcodec/bench/corpus/pages/data/inflate_c.js	2	'/* inflate.c -- zlib decompression\n * Copyright (C) 1995-2022 Mark Adler\n * For conditions of distribution and use,	CODE

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/editor/PLAYBACK-BENCHMARKS.md	70	# Step 1: Create test recordings with outputs kept	COMMENT
LOW	crates/editor/PLAYBACK-BENCHMARKS.md	73	# Step 2: Validate playback of those recordings	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/validate-migration-journal.yml	24	# Check if journal exists in previous commit	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	apps/web/actions/videos/get-og-image.tsx	69	async function getData(videoId: Video.VideoId) {	CODE

CapSoftware/Cap

Open-Source Code Quality, Security and Technical Debt Review