1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.0K

Stars

C++

Language

311.6K

Lines of Code

1.4K

Files

426

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 391 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 6.9/100 · LOW

Which changes need focused human review? 426 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 3MEDIUM 3LOW 420

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 426 distinct pattern matches across 18 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 Block364 hits · 337 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/timelinemodelbenchmark.cpp	1	/*	COMMENT
LOW	benchmark/timelinemodelbenchmark.cpp	21	#include <mlt++/MltRepository.h>	COMMENT
LOW	renderer/kdenlive_render.cpp	1	/*	COMMENT
LOW	fuzzer/fakeit_standalone.hpp	21		COMMENT
LOW	fuzzer/fuzzing.cpp	1	/*	COMMENT
LOW	fuzzer/fuzzing.cpp	21	#include "assets/model/assetparametermodel.hpp"	COMMENT
LOW	tests/timelinepreviewmonitor.cpp	1	/*	COMMENT
LOW	tests/catch.hpp	21	#define CATCH_VERSION_MAJOR 2	COMMENT
LOW	tests/catch.hpp	41	# pragma clang diagnostic ignored "-Wcovered-switch-default"	COMMENT
LOW	tests/catch.hpp	61	#if defined(CATCH_CONFIG_ALL_PARTS)	COMMENT
LOW	tests/catch.hpp	81	# elif (defined(TARGET_OS_IPHONE) && TARGET_OS_IPHONE == 1)	COMMENT
LOW	tests/catch.hpp	101	// start catch_user_interfaces.h	COMMENT
LOW	tests/catch.hpp	121	// ****************	COMMENT
LOW	tests/catch.hpp	141	#endif	COMMENT
LOW	tests/catch.hpp	161	// like `std::string::~string` being called on an uninitialized value.	COMMENT
LOW	tests/catch.hpp	181	_Pragma( "clang diagnostic ignored \"-Wunused-variable\"" )	COMMENT
LOW	tests/catch.hpp	201	#endif	COMMENT
LOW	tests/catch.hpp	221	////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	tests/catch.hpp	241	# endif	COMMENT
LOW	tests/catch.hpp	261	# if !defined(_MSVC_TRADITIONAL) \|\| (defined(_MSVC_TRADITIONAL) && _MSVC_TRADITIONAL)	COMMENT
LOW	tests/catch.hpp	281	#endif	COMMENT
LOW	tests/catch.hpp	301	// but user still might want to turn it off	COMMENT
LOW	tests/catch.hpp	321	// Various stdlib support checks that require __has_include	COMMENT
LOW	tests/catch.hpp	341	// Check if variant is available and usable	COMMENT
LOW	tests/catch.hpp	361	#if defined(CATCH_INTERNAL_CONFIG_WINDOWS_SEH) && !defined(CATCH_CONFIG_NO_WINDOWS_SEH) && !defined(CATCH_CONFIG_WINDOWS	COMMENT
LOW	tests/catch.hpp	381	#if defined(CATCH_INTERNAL_CONFIG_CPP17_STRING_VIEW) && !defined(CATCH_CONFIG_NO_CPP17_STRING_VIEW) && !defined(CATCH_CO	COMMENT
LOW	tests/catch.hpp	401	#if !defined(CATCH_INTERNAL_CONFIG_EXCEPTIONS_ENABLED) && !defined(CATCH_CONFIG_DISABLE_EXCEPTIONS)	COMMENT
LOW	tests/catch.hpp	421	// Even if we do not think the compiler has that warning, we still have	COMMENT
LOW	tests/catch.hpp	441		COMMENT
LOW	tests/catch.hpp	461	#define CATCH_CATCH_ANON(type) if ((false))	COMMENT
LOW	tests/catch.hpp	701	#define CATCH_RECURSION_LEVEL3(...) CATCH_RECURSION_LEVEL2(CATCH_RECURSION_LEVEL2(CATCH_RECURSION_LEVEL2(__VA_ARGS__)))	COMMENT
LOW	tests/catch.hpp	721	#define CATCH_REC_GET_END1(...) CATCH_REC_GET_END2	COMMENT
LOW	tests/catch.hpp	741		COMMENT
LOW	tests/catch.hpp	761		COMMENT
LOW	tests/catch.hpp	901	#define INTERNAL_CATCH_NTTP_0	COMMENT
LOW	tests/catch.hpp	1021	#else	COMMENT
LOW	tests/catch.hpp	1121	#ifndef CATCH_CONFIG_TRADITIONAL_MSVC_PREPROCESSOR	COMMENT
LOW	tests/catch.hpp	1501	#ifdef CATCH_CONFIG_CPP17_STRING_VIEW	COMMENT
LOW	tests/catch.hpp	2181	static const auto& enumInfo = ::Catch::getMutableRegistryHub().getMutableEnumValuesRegistry().registerEnum(	COMMENT
LOW	tests/catch.hpp	2681	// end catch_message.h	COMMENT
LOW	tests/catch.hpp	5061	// start catch_reporter_bases.hpp	COMMENT
LOW	tests/catch.hpp	6941		COMMENT
LOW	tests/catch.hpp	7461	#endif // ! CATCH_CONFIG_IMPL_ONLY	COMMENT
LOW	tests/catch.hpp	7941	// end catch_approx.cpp	COMMENT
LOW	tests/catch.hpp	7961	#if defined(__i386__) \|\| defined(__x86_64__)	COMMENT
LOW	tests/catch.hpp	7981	#endif	COMMENT
LOW	tests/catch.hpp	8001		COMMENT
LOW	tests/catch.hpp	8421	#ifdef __clang__	COMMENT
LOW	tests/catch.hpp	8441	#endif	COMMENT
LOW	tests/catch.hpp	8461	//	COMMENT
LOW	tests/catch.hpp	10061	#if !defined(WIN32_LEAN_AND_MEAN) && !defined(CATCH_CONFIG_NO_WIN32_LEAN_AND_MEAN)	COMMENT
LOW	tests/catch.hpp	10401		COMMENT
LOW	tests/catch.hpp	10461	#elif defined(CATCH_PLATFORM_LINUX)	COMMENT
LOW	tests/catch.hpp	12181		COMMENT
LOW	tests/catch.hpp	12601		COMMENT
LOW	tests/catch.hpp	15001	auto Timer::getElapsedSeconds() const -> double {	COMMENT
LOW	tests/catch.hpp	15321	// https://www.boost.org/LICENSE_1_0.txt)	COMMENT
LOW	tests/catch.hpp	16121		COMMENT
LOW	tests/catch.hpp	16801	# pragma clang diagnostic pop	COMMENT
LOW	tests/catch.hpp	17521	#pragma clang diagnostic pop	COMMENT
304 more matches not shown…

Fake / Example Data22 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/regressions.cpp	102	int dummy_id;	CODE
LOW⚡	tests/regressions.cpp	112	bool ok = timeline->requestClipInsertion(binId0, 0, 10, dummy_id);	CODE
LOW⚡	tests/regressions.cpp	113	KdenliveTests::makeFiniteClipEnd(timeline, dummy_id);	CODE
LOW⚡	tests/regressions.cpp	396	int dummy_id;	CODE
LOW⚡	tests/regressions.cpp	397	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	398	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	399	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	400	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	401	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	402	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	403	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	404	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	405	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	406	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	407	timeline->requestTrackInsertion(-1, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	412	timeline->requestClipInsertion(producer,10 ,453, dummy_id );	CODE
LOW⚡	tests/regressions.cpp	419	timeline->requestClipInsertion(producer,9 ,590, dummy_id );	CODE
LOW	tests/regressions.cpp	126	bool ok = timeline->requestClipInsertion(binId0, 2, 10, dummy_id);	CODE
LOW	tests/regressions.cpp	208	bool ok = timeline->requestClipInsertion(binId0, 0, 1, dummy_id);	CODE
LOW	tests/regressions.cpp	239	int dummy_id;	CODE
LOW	tests/regressions.cpp	245	bool ok = timeline->requestTrackInsertion(-1, dummy_id);	CODE
LOW	tests/regressions.cpp	376	bool ok = timeline->requestTrackInsertion(-1, dummy_id);	CODE

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	data/excluded_effects.txt	115	# 1426 : A compressor with sidechain. Based on the code for SC1 (1425). Not usable in my tests.	COMMENT
HIGH	data/excluded_effects.txt	116	# 1427 : A stereo compressor with sidechain input. Based on the code for SC1 (1425). Produces audio only in the left cha	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/catch.hpp	12664	// No children have started. We need to check if they _can_	COMMENT
LOW	src/profiles/profilerepository.cpp	61	// Step 1: Load MLT profiles into a local map keyed by spec string.	COMMENT
LOW	src/profiles/profilerepository.cpp	82	// Step 2: Load Kdenlive profiles. For each valid profile, erase any MLT	COMMENT
LOW	src/profiles/profilerepository.cpp	100	// Step 3: Insert remaining MLT profiles that have no Kdenlive equivalent.	COMMENT
LOW	src/jobs/filtertask.cpp	295	// Step 2: process the xml file and save in another .mlt file	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	appiumtests/changespeed.py	9	CODE
LOW	appiumtests/changespeed.py	10	CODE
LOW	appiumtests/changespeed.py	16	CODE
LOW	data/scripts/generate_transition_previews.py	13	CODE
LOW	data/scripts/generate_transition_previews.py	14	CODE
LOW	data/scripts/generate_transition_previews.py	15	CODE
LOW	data/scripts/automask/kdenlive_build_sam.py	6	CODE

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/core.cpp	151	// TODO: implement logic for upgrade detection	COMMENT
LOW	src/bin/bin.cpp	1746	// TODO: implement pending only deletion	COMMENT
LOW	src/doc/documentvalidator.cpp	2614	// TODO: implement conversion for more filters	COMMENT
LOW	src/doc/documentvalidator.cpp	2635	// TODO: implement conversion for more filters	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/profiles/profilerepository.cpp	61	// Step 1: Load MLT profiles into a local map keyed by spec string.	COMMENT
LOW	src/profiles/profilerepository.cpp	82	// Step 2: Load Kdenlive profiles. For each valid profile, erase any MLT	COMMENT
LOW	src/profiles/profilerepository.cpp	100	// Step 3: Insert remaining MLT profiles that have no Kdenlive equivalent.	COMMENT
LOW	src/jobs/filtertask.cpp	295	// Step 2: process the xml file and save in another .mlt file	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	appiumtests/insertclip.py	53	except selenium.common.exceptions.TimeoutException:	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	validate-xml-files.py	45	def filter_excluded_included_xml_files(files: list[str]) -> list[str]:	CODE
LOW	data/scripts/generate_transition_previews.py	88	def get_available_transitions(self):	CODE
LOW	data/scripts/generate_transition_previews.py	167	def create_transition_preview(self, transition_path):	CODE
LOW	data/scripts/automask/kdenlive_sam2_video_predictor.py	13	def load_video_frames_from_jpg_images(	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.gitlab-ci.yml	62	# Create the APPX packages	COMMENT

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	data/scripts/generate_transition_previews.py	84	except Exception as e:	CODE
LOW	data/scripts/generate_transition_previews.py	164	except Exception as e:	CODE
LOW	data/scripts/generate_transition_previews.py	250	except Exception as e:	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	data/scripts/whisper/whisperquery.py	11	CODE
LOW	data/scripts/whisper/whispertotext.py	46	CODE
LOW	data/scripts/whisper/whispertosrt.py	29	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	data/scripts/whisper/whispertosrt.py	69	# we want to use seamless to translate, get full text from whisper	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	appiumtests/changespeed.py	46		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	validate-xml-files.py	47	# Check if the file exists	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	data/scripts/generate_transition_previews.py	27	logger = logging.getLogger(__name__)	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	data/scripts/generate_transition_previews.py	30		CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/titler/graphicsscenerectmove.cpp	544	delete click; // don't forget to delete the event	CODE

KDE/kdenlive

Open-Source Code Quality, Security and Technical Debt Review