1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.5K

Stars

C++

Language

1.5M

Lines of Code

3.4K

Files

1.9K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1873 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 541 finding(s).

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 1912 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 7HIGH 17MEDIUM 1LOW 1887

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 1912 distinct pattern matches across 12 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 Block1269 hits · 1269 pts

Severity	File	Line	Snippet	Context
LOW	…w-stitch-images/examples/memory_reference_benchmark.rs	1	//! Repeated production motion-reference preparation while scrolling within an	COMMENT
LOW	…es/crates/snow-core/proptest-regressions/timestamp.txt	1	# Seeds for failure cases proptest has generated in the past. It is	COMMENT
LOW	…/crates/snow-core/proptest-regressions/multiplexer.txt	1	# Seeds for failure cases proptest has generated in the past. It is	COMMENT
LOW	snow-crates/crates/snow-core/src/multiplexer.rs	21	// ---------------------------------------------------------------------------	COMMENT
LOW	snow-crates/crates/snow-core/src/multiplexer.rs	81	/// overall completion.	COMMENT
LOW	snow-crates/crates/snow-core/src/multiplexer.rs	281	// ---------------------------------------------------------------------------	COMMENT
LOW	snow-crates/crates/snow-core/src/multiplexer.rs	1281	///	COMMENT
LOW	snow-crates/crates/snow-core/src/timestamp.rs	21		COMMENT
LOW	…tes/snow-pipeline/proptest-regressions/multiplexer.txt	1	# Seeds for failure cases proptest has generated in the past. It is	COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	21	// ---------------------------------------------------------------------------	COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	81		COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	281		COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	1241		COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	1381	(1usize..=3).prop_flat_map(\|free_count\| {	COMMENT
LOW	snow-crates/crates/snow-pipeline/src/multiplexer.rs	1581		COMMENT
LOW	…audio-recorder/tests/playback_capture_crackle_check.rs	1	#![cfg(windows)]	COMMENT
LOW	snow-crates/crates/snow-audio-recorder/src/error.rs	1	use std::fmt;	COMMENT
LOW	snow-crates/crates/snow-audio-recorder/src/error.rs	21	UnsupportedFormat(String),	COMMENT
LOW	…crates/snow-audio-recorder/src/platform/windows/mod.rs	81	struct WasapiEngine {	COMMENT
LOW	…s/crates/snow-ocr-process/native/diagnosticsbridge.cpp	1	#ifndef SNOW_DIAGNOSTICS_PRODUCT	COMMENT
LOW	…tes/crates/snow-ocr-process/native/diagnosticsbridge.h	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	…es/snow-ocr-process/native/diagnosticsbridge_macos.cpp	1	#ifndef SNOW_DIAGNOSTICS_PRODUCT	COMMENT
LOW	snow-crates/crates/snow-recording-runtime/Cargo.toml	81	# Forwards snow-capture's per-backend capture stage instrumentation; direct	COMMENT
LOW	…ntime/examples/support/realtime_recording_benchmark.rs	1	//! Realtime recording benchmark simulating snow-shot's live recording path.	COMMENT
LOW	…-crates/crates/snow-recording-runtime/src/recording.rs	1161	///	COMMENT
LOW	…es/snow-capture/tests/screenshot_stage_timing_smoke.rs	1	//! End-to-end validation of the opt-in per-stage capture timing	COMMENT
LOW	…s/crates/snow-capture/examples/screenshot_benchmark.rs	1	//! Screenshot-scenario performance benchmark for the DXGI, WGC and GDI	COMMENT
LOW	…s/crates/snow-capture/examples/screenshot_benchmark.rs	21	//! average/peak, and settled samples after releasing idle resources, to	COMMENT
LOW	…s/crates/snow-capture/examples/screenshot_benchmark.rs	41	//! cargo run -p snow-capture --release --features stage-timing --example screenshot_benchmark -- --backend dxgi --basel	COMMENT
LOW	snow-crates/crates/snow-capture/src/color_effect.rs	1	//! Best-effort reversal of the Windows full-screen Magnifier color matrix.	COMMENT
LOW	snow-crates/crates/snow-capture/src/backend.rs	21	Continuous,	COMMENT
LOW	snow-crates/crates/snow-capture/src/system.rs	21	/// frame rate. This profile retains offscreen/minimized macOS windows; the	COMMENT
LOW	snow-crates/crates/snow-capture/src/streaming.rs	21	use crate::error::{CaptureError, CaptureResult, DisplayRefreshRetry};	COMMENT
LOW	snow-crates/crates/snow-capture/src/streaming.rs	81	/// Current effective FPS (updated once per second).	COMMENT
LOW	snow-crates/crates/snow-capture/src/streaming.rs	181	/// Only present in builds with the `stage-timing` feature.	COMMENT
LOW	snow-crates/crates/snow-capture/src/frame.rs	21	Rgba8,	COMMENT
LOW	snow-crates/crates/snow-capture/src/frame.rs	61	/// Start of the stream observation, used to reject an in-flight capture	COMMENT
LOW	snow-crates/crates/snow-capture/src/frame.rs	81	/// Monotonic sequence number incremented for each capture call.	COMMENT
LOW	snow-crates/crates/snow-capture/src/timing.rs	1	//! Per-stage timing instrumentation for capture calls.	COMMENT
LOW	…rates/snow-capture/src/platform/windows/duplication.rs	1941	/// Whether monitor capture is currently using the single-slot	COMMENT
LOW	snow-crates/crates/snow-capture/src/timing/inert.rs	1	//! Inert marker stubs, compiled when the `stage-timing` feature is	COMMENT
LOW	snow-crates/crates/snow-capture/src/convert/f16.rs	1	use super::HdrFrameContext;	COMMENT
LOW	snow-crates/crates/snow-capture/src/convert/mod.rs	101	/// Windows Advanced Color desktop capture source:	COMMENT
LOW	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	561	}	COMMENT
LOW	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	821		COMMENT
LOW	…now-recording-export/tests/system_audio_noise_check.rs	1	//! End-to-end noise check for the screen-recording export audio pipeline.	COMMENT
LOW	…crates/crates/snow-recording-export/src/ffmpeg_util.rs	21	err,	COMMENT
LOW	…w-crates/crates/snow-ui-selector/src/windows/window.rs	61	// Layered windows with WS_EX_TRANSPARENT pass mouse input to windows below.	COMMENT
LOW	cmake/microtex/snow_preview.cpp	1	#include "snow_preview.h"	COMMENT
LOW	cmake/test-support/snow_test_cli_guard_qt.cpp	1	// Qt-aware CLI dialog guard for test executables.	COMMENT
LOW	cmake/test-support/snow_test_cli_guard.h	1	#pragma once	COMMENT
LOW	cmake/test-support/snow_test_cli_guard.h	41	}	COMMENT
LOW	cmake/test-support/snow_test_cli_guard.h	81	if (setAbortBehavior != nullptr) {	COMMENT
LOW	snow_image/tools/codec_benchmark.cpp	1	#include <snow/image/service.h>	COMMENT
LOW	snow_image/include/snow/image/version.h	1	#pragma once	COMMENT
LOW	snow_image/include/snow/image/export.h	1	#pragma once	COMMENT
LOW	snow_image/include/snow/image/raster.h	1	#pragma once	COMMENT
LOW	snow_image/include/snow/image/codec.h	1	#pragma once	COMMENT
LOW	snow_image/include/snow/image/io.h	1	#pragma once	COMMENT
LOW	snow_image/tests/raster_export_tests.cpp	1	#include "snow/image/io.h"	COMMENT
1209 more matches not shown…

Hyper-Verbose Identifiers533 hits · 444 pts

Severity	File	Line	Snippet	Context
LOW	snow_shot/tests/check_mcp_capabilities.py	154	def check_magnifier_contracts(matrix):	CODE
LOW	snow_shot/tests/check_mcp_capabilities.py	192	def check_speech_bubble_contracts(matrix):	CODE
LOW	snow_shot/tests/mini_build_contract_tests.py	16	def test_shared_rust_archive_does_not_compile_full_only_translation_dependencies(self):	CODE
LOW	snow_shot/tests/mini_build_contract_tests.py	57	def test_retained_dependencies_and_mini_sources_are_allowed(self):	CODE
LOW	snow_shot/tests/mini_build_contract_tests.py	70	def test_disabled_packages_cannot_enter_transitively_or_conditionally(self):	STRING
LOW	snow_shot/tests/mini_build_contract_tests.py	88	def test_full_only_sources_and_resources_are_rejected_in_shared_libraries(self):	STRING
LOW	snow_shot/tests/mini_build_contract_tests.py	106	def test_object_resources_and_aliases_cannot_bypass_the_graph_check(self):	STRING
LOW⚡	snow_shot/tests/mini_build_contract_tests.py	121	def test_conditional_sources_are_excluded_in_every_configuration(self):	STRING
LOW⚡	snow_shot/tests/mini_build_contract_tests.py	127	def test_only_mini_translation_catalogs_are_allowed(self):	STRING
LOW⚡	snow_shot/tests/mini_build_contract_tests.py	132	def test_source_filter_removes_full_only_automoc_headers_and_implementations(self):	STRING
LOW	snow_shot/tests/mcp_fixture_tests.py	407	def complete_document_surface(client, directory):	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	755	def screenshot_wait_operation(client, session, operation):	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	766	def screenshot_contract_outcomes(client, directory, resources=False):	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	848	def screenshot_fixture_measurement(args):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	27	def test_storage_owns_persistence_file_names(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	35	def test_storage_cannot_depend_on_presentation(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	44	def test_persistence_file_names_remain_private_to_storage(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	52	def test_edition_metadata_can_define_both_installation_markers(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	58	def test_marker_exception_does_not_expose_settings_internals(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	65	def test_other_app_headers_cannot_define_installation_markers(self):	CODE
LOW⚡	snow_shot/tests/storage_boundary_tests.py	70	def test_updater_keeps_its_installation_registry_and_marker_access(self):	CODE
LOW	snow_shot/tests/source_dependency_contract_tests.py	37	def test_late_providers_and_clones_keep_source_ownership_and_edition(self):	CODE
LOW	snow_shot/tests/source_dependency_contract_tests.py	88	def test_sources_and_consumers_can_be_declared_after_providers(self):	STRING
LOW	snow_shot/tests/source_dependency_contract_tests.py	102	def test_interface_sources_export_their_provider(self):	STRING
LOW⚡	snow_shot/tests/source_dependency_contract_tests.py	116	def test_unknown_capability_fails_at_resolution(self):	STRING
LOW⚡	snow_shot/tests/source_dependency_contract_tests.py	124	def test_missing_provider_target_fails_at_resolution(self):	STRING
LOW⚡	snow_shot/tests/source_dependency_contract_tests.py	133	def test_mini_never_falls_back_to_a_full_provider(self):	STRING
LOW	snow_shot/tests/source_dependency_contract_tests.py	144	def test_consumers_without_requirements_do_not_need_a_provider(self):	STRING
LOW	snow_shot/tests/mcp_capability_generation_tests.py	30	def test_checked_in_outputs_are_current(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	33	def test_shared_reviewed_metadata_reaches_both_editions(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	49	def test_modified_or_missing_generated_outputs_are_rejected(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	64	def test_changed_bounds_and_choices_update_header_and_both_catalogs(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	83	def test_unknown_duplicate_or_malformed_mini_exclusions_are_rejected(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	98	def test_misspelled_policy_fields_cannot_be_ignored(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	108	def test_invalid_primitive_constraints_are_rejected(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	132	def test_duplicate_manifest_declarations_are_rejected(self):	CODE
LOW	snow_shot/tests/mcp_capability_generation_tests.py	140	def test_recording_member_list_cannot_duplicate_constraint_keys(self):	CODE
LOW	snow_shot/tests/mcp_application_fixture_tests.py	105	def exercise_modern_administration(bridge, descriptor):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	53	def test_repository_catalogs_are_complete_and_canonical(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	56	def test_split_merge_update_is_byte_and_mtime_stable(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	63	def test_excluded_feature_catalogs_are_not_embedded_and_sources_are_untouched(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	72	def test_context_exclusion_preserves_other_contexts_in_shared_catalogs(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	79	def test_unknown_excluded_module_fails_before_writing(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	85	def test_source_order_and_locations_do_not_change_fragments(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	128	def test_unknown_context_does_not_partially_write_any_locale(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	138	def test_parity_failure_does_not_partially_write_any_locale(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	147	def test_metadata_plural_disambiguation_and_mixed_text_survive(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	184	def test_duplicate_lookup_key_is_rejected_even_with_different_numerus(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	194	def test_duplicate_ids_across_modules_are_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	203	def test_wrong_module_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	208	def test_duplicate_context_assignment_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	213	def test_invalid_module_path_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	218	def test_missing_or_unexpected_catalog_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	228	def test_wrong_locale_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	236	def test_unfinished_can_be_updated_but_fails_check(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	246	def test_changed_placeholder_is_rejected(self):	CODE
LOW⚡	snow_shot/tests/translation_catalog_tests.py	254	def test_nonidentity_english_is_rejected(self):	CODE
LOW	snow_shot/tests/translation_catalog_tests.py	97	def test_translation_edit_changes_only_its_feature_and_locale(self):	CODE
LOW	snow_shot/tests/translation_catalog_tests.py	110	def test_added_and_removed_messages_leave_other_features_untouched(self):	CODE
LOW	…ow_shot/scripts/test-run-backing-store-startup-perf.py	134	def test_selected_build_owns_plugin_and_cache_manifest_when_builds_coexist(self):	CODE
473 more matches not shown…

Cross-Language Confusion16 hits · 100 pts

Severity	File	Line	Snippet	Context
HIGH	cmake/microtex/patch_source.py	161	if (nrep < 0 \|\| nrep > 200000 \|\|	CODE
HIGH	cmake/microtex/patch_source.py	201	text = replace(text, " int count = (int) floor(x);", """ if (!std::isfinite(x) \|\| x < -200000.f \|\| x > 200000.f)	CODE
HIGH	cmake/microtex/patch_source.py	230	if (n < -200000 \|\| n > 200000) throw tex::SnowPreviewLimit();	CODE
HIGH⚡	cmake/microtex/patch_source.py	253	if (_divisor == 0 \|\| (_dividend == lower && _divisor == -1))	CODE
HIGH⚡	cmake/microtex/patch_source.py	260	if (b > upper / 10 \|\| b < lower / 10) throw tex::SnowPreviewLimit();	CODE
HIGH⚡	cmake/microtex/patch_source.py	263	if ((b > 0 && ((_divisor > 0 && b > upper / _divisor) \|\|	CODE
HIGH⚡	cmake/microtex/patch_source.py	264	(_divisor < 0 && _divisor < lower / b))) \|\|	CODE
HIGH⚡	cmake/microtex/patch_source.py	265	(b < 0 && ((_divisor > 0 && b < lower / _divisor) \|\|	CODE
HIGH⚡	cmake/microtex/patch_source.py	266	(_divisor < 0 && b < upper / _divisor))))	CODE
HIGH⚡	cmake/microtex/patch_source.py	269	if ((product > 0 && remaining < lower + product) \|\|	CODE
HIGH⚡	cmake/microtex/patch_source.py	270	(product < 0 && remaining > upper + product))	CODE
HIGH	cmake/microtex/patch_source.py	382	text = replace(text, " args.resize(argc + 10 + 1 + 1);", """ if (argc < 0 \|\| argc > 200000) throw tex::SnowPreview	CODE
HIGH	cmake/microtex/patch_source.py	411	text = replace(text, "src.replace(start, from.length(), to);", """tex::SnowPreviewBudget::replacement(src.size(), fr	CODE
HIGH	cmake/microtex/patch_source.py	412	src.replace(start, from.length(), to);""", 4)	CODE
HIGH	scripts/test-snow-shot-homebrew.py	407	@arch = ARGV[2] == "x64" ? intel : arm if arm \|\| intel	CODE
HIGH	scripts/test-project-warnings.py	68	" return bytes(1) == 1 && pair.first == 1 ? 0 : 1;\n"	CODE

Hallucination Indicators7 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	…es/crates/snow-recording-runtime/src/macos/editable.rs	170	let cancellation = self.video.config.capture.cancellation.clone();	CODE
CRITICAL⚡	…ngine_qt/crates/snow-draw-engine-editor/src/session.rs	1393	session.editor.state.ui.snap_guides.reserve(64);	CODE
CRITICAL⚡	…ngine_qt/crates/snow-draw-engine-editor/src/session.rs	1394	session.editor.state.selection.ids.reserve(64);	CODE
CRITICAL⚡	…ngine_qt/crates/snow-draw-engine-editor/src/session.rs	1402	assert_eq!(session.editor.state.ui.snap_guides.capacity(), 0);	CODE
CRITICAL⚡	…ngine_qt/crates/snow-draw-engine-editor/src/session.rs	1403	assert_eq!(session.editor.state.selection.ids.capacity(), 0);	CODE
CRITICAL	…s/snow-draw-engine-c/src/abi/convert/patch_payloads.rs	124	watermark_color: patch.decoration.view.watermark.color.into(),	CODE
CRITICAL	…s/snow-draw-engine-c/src/abi/convert/patch_payloads.rs	133	spotlight_color: patch.decoration.view.spotlight.color.into(),	CODE

Deep Nesting62 hits · 58 pts

Severity	File	Line	Context
LOW	cmake/microtex/patch_source.py	309	CODE
LOW	snow_shot/tools/verify_keyboard_recording.py	9	CODE
LOW	snow_shot/tools/build_icon_manifest.py	14	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	305	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	766	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	848	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	888	CODE
LOW	snow_shot/tests/mcp_fixture_tests.py	163	CODE
LOW	snow_shot/tests/mcp_stdio_tests.py	25	CODE
LOW	snow_shot/tests/mcp_launch_tests.py	14	CODE
LOW	snow_shot/tests/mcp_application_fixture_tests.py	743	CODE
LOW	snow_shot/tests/mini_startup_tests.py	12	CODE
LOW	…ow_shot/scripts/compare-selection-presentation-perf.py	82	CODE
LOW	snow_shot/scripts/translation_catalogs.py	139	CODE
LOW	snow_shot/scripts/translation_catalogs.py	212	CODE
LOW	snow_shot/scripts/translation_catalogs.py	242	CODE
LOW	snow_shot/scripts/generate_mcp_capabilities.py	123	CODE
LOW	snow_shot/scripts/run-backing-store-startup-perf.py	55	CODE
LOW	scripts/test-macos-installer.py	283	CODE
LOW	scripts/test-snow-shot-macos-ocr.py	538	CODE
LOW	scripts/test_compare_recording_results.py	16	CODE
LOW	scripts/run-memory-performance.py	32	CODE
LOW	scripts/run-memory-performance.py	75	CODE
LOW	scripts/snow-shot-remote-macos.py	54	CODE
LOW	scripts/test-snow-shot-homebrew.py	232	CODE
LOW	scripts/test-snow-shot-homebrew.py	301	CODE
LOW	scripts/validate-arm64-stack-cookie.py	112	CODE
LOW	scripts/test-release-optimization.py	95	CODE
LOW	scripts/test-macos-build-support.py	629	CODE
LOW	scripts/test-macos-build-support.py	1914	CODE
LOW	scripts/test-macos-build-support.py	2025	CODE
LOW	scripts/test-macos-build-support.py	2035	CODE
LOW	scripts/test-opencv-qr-profile.py	33	CODE
LOW	scripts/test-snow-shot-gitee-release.py	341	CODE
LOW	scripts/test-snow-shot-gitee-release.py	542	CODE
LOW	scripts/snow-shot-macos-ocr.py	60	CODE
LOW	scripts/snow-shot-macos-ocr.py	93	CODE
LOW	scripts/snow-shot-macos-ocr.py	155	CODE
LOW	scripts/snow-shot-macos-ocr.py	233	CODE
LOW	scripts/snow-shot-macos-ocr.py	380	CODE
LOW	scripts/collect-rust-licenses.py	52	CODE
LOW	scripts/compare-recording-results.py	14	CODE
LOW	scripts/run-recording-pairs.py	131	CODE
LOW	scripts/snow-shot-homebrew.py	249	CODE
LOW	scripts/snow-shot-homebrew.py	314	CODE
LOW	scripts/snow-shot-homebrew.py	394	CODE
LOW	scripts/test-snow-shot-selected-text-link.py	58	CODE
LOW	scripts/publish-snow-shot-gitee-release.py	287	CODE
LOW	scripts/publish-snow-shot-gitee-release.py	375	CODE
LOW	scripts/publish-snow-shot-gitee-release.py	434	CODE
LOW	scripts/publish-snow-shot-gitee-release.py	512	CODE
LOW	scripts/summarize-memory-performance.py	47	CODE
LOW	scripts/summarize-memory-performance.py	260	CODE
LOW	scripts/summarize-memory-performance.py	169	CODE
LOW	scripts/summarize-memory-performance.py	215	CODE
LOW	test-support/x265-arm-intrinsics/test_configuration.py	81	CODE
LOW	…st-support/x265-arm-intrinsics/test_gas_translation.py	44	CODE
LOW	ant_design_qt/tools/generate_icon_pack.py	146	CODE
LOW	ant_design_qt/tools/sync_ant_design_icons.py	113	CODE
LOW	snow-image-rs/scripts/test_macos_enospc.py	114	CODE
2 more matches not shown…

Unused Imports10 hits · 10 pts

Severity	File	Line	Context
LOW	snow_shot/tools/build_icon_manifest.py	2	CODE
LOW	…draw_engine_qt/scripts/compare_watermark_benchmarks.py	4	CODE
LOW	test-support/x265-arm-intrinsics/test_configuration.py	9	CODE
LOW	…st-support/x265-arm-intrinsics/test_gas_translation.py	10	CODE
LOW	ant_design_qt/tools/generate_icon_pack.py	4	CODE
LOW	ant_design_qt/tools/check_repository_icon_usage.py	4	CODE
LOW	ant_design_qt/tools/check_timer_policy.py	9	CODE
LOW	ant_design_qt/tools/build_antd_manifest.py	4	CODE
LOW	ant_design_qt/tools/sync_ant_design_icons.py	7	CODE
LOW	ant_design_qt/tools/tests/test_generate_icon_pack.py	1	CODE

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	727	// Step 1: interleave within 128-bit lanes	COMMENT
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	733	// Step 2: shuffle to collect channel pairs	COMMENT
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	739	// Step 3: final permute to sequential order	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	727	// Step 1: interleave within 128-bit lanes	COMMENT
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	733	// Step 2: shuffle to collect channel pairs	COMMENT
LOW⚡	snow-crates/crates/snow-capture/src/convert/simd_x86.rs	739	// Step 3: final permute to sequential order	COMMENT

Excessive Try-Catch Wrapping5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	snow_shot/tests/mcp_application_fixture_tests.py	821	except Exception:	CODE
LOW	scripts/run-recording-pairs.py	125	except Exception as error:	CODE
LOW	ant_design_qt/tools/sync_ant_design_icons.py	40	except Exception:	CODE
LOW	ant_design_qt/tools/sync_ant_design_icons.py	51	except Exception:	CODE
LOW	ant_design_qt/tools/sync_ant_design_icons.py	85	except Exception as exc:	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/publish-snow-shot-gitee-release.py	634	except ValueError:	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/publish-snow-shot-gitee-release.py	625	# Check the Gitee budget before the orchestration publishes GitHub.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/test-release-optimization.py	17		CODE
LOW	scripts/test-macos-build-support.py	1944		CODE

mg-chao/snow-apps

Open-Source Code Quality, Security and Technical Debt Review