2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.6K

Stars

Language

1.7M

Lines of Code

3.7K

Files

3.6K

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 9.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3576 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 10.2/100 · LOW

Which changes need focused human review? 3595 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 1MEDIUM 27LOW 3567

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 3595 distinct pattern matches across 9 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 Block3545 hits · 3266 pts

Severity	File	Line	Snippet	Context
LOW	include/stdafx_common_cfg.h	21	#pragma once	COMMENT
LOW	include/Version.h	21	*/	COMMENT
LOW	include/Version.h	41	#define MPC_VERSION_REV REV_NUM	COMMENT
LOW	include/Version.h	61	#define MPC_VERSION_FULL_NUM MPC_VERSION_MAJOR,MPC_VERSION_MINOR,MPC_VERSION_PATCH,MPC_VERSION_REV	COMMENT
LOW	include/FilterInterfaces.h	21	#pragma once	COMMENT
LOW	include/FilterInterfaces.h	41	// VIDEO_PROFILE int MatroskaSplitter	COMMENT
LOW	include/libdivide.h	1	// libdivide.h - Optimized integer division	COMMENT
LOW	include/libdivide.h	21		COMMENT
LOW	include/libdivide.h	41	#define LIBDIVIDE_X64_INTRINSICS	COMMENT
LOW	include/libdivide.h	61	#define __has_builtin(x) 0	COMMENT
LOW	include/libdivide.h	81	#define LIBDIVIDE_GCC_STYLE_ASM	COMMENT
LOW	include/libdivide.h	201	// divisor indicator so that we can efficiently use sign extension to	COMMENT
LOW	include/libdivide.h	661	// Make q0 correct or too small by 1	COMMENT
LOW	include/libdivide.h	1061	more = (uint8_t)floor_log_2_d;	COMMENT
LOW	include/libdivide.h	1141	} else {	COMMENT
LOW	include/libdivide.h	1561		COMMENT
LOW	include/libdivide.h	3001	//c++11 might handle things ok,	COMMENT
LOW	include/libdivide.h	3081	#endif	COMMENT
LOW	include/stdafx_common.h	21		COMMENT
LOW	include/LAVVideoSettings.h	221	//	COMMENT
LOW	include/LAVVideoSettings.h	241	STDMETHOD_(DWORD, GetNumThreads)() = 0;	COMMENT
LOW	include/stdafx_common_dshow.h	21		COMMENT
LOW	include/moreuuids.h	21		COMMENT
LOW	include/moreuuids.h	361	DEFINE_MEDIATYPE_GUID(MEDIASUBTYPE_PCM_IN32, FCC('in32'));	COMMENT
LOW	include/moreuuids.h	441		COMMENT
LOW	include/moreuuids.h	461	// <?xml version="1.0" encoding="UTF-8"?>	COMMENT
LOW	include/moreuuids.h	481	// MEDIASUBTYPE_USF:	COMMENT
LOW	include/moreuuids.h	501	// Standard dvd subpic data, without the stream id at the beginning.	COMMENT
LOW	include/moreuuids.h	901	// UtVideo	COMMENT
LOW	include/mpc_defines.h	21	#pragma once	COMMENT
LOW	include/mpc_defines.h	41		COMMENT
LOW	include/mpc_defines.h	61		COMMENT
LOW	include/IMediaSideData.h	1	// -----------------------------------------------------------------	COMMENT
LOW	include/SubRenderIntf.h	1	// ***************************************************************	COMMENT
LOW	include/SubRenderIntf.h	21	// 2011-12-20 1.0.0 initial release	COMMENT
LOW	include/SubRenderIntf.h	41		COMMENT
LOW	include/SubRenderIntf.h	61	// in different color spaces. E.g. SRT subtitles are usually considered to be	COMMENT
LOW	include/SubRenderIntf.h	81	// the subtitle renderer should try to use the correct YCbCr -> RGB matrix.	COMMENT
LOW	include/SubRenderIntf.h	101	// If it is set to anything other than "None", the subtitle consumer should	COMMENT
LOW	include/SubRenderIntf.h	121	// ---------------------------------------------------------------------------	COMMENT
LOW	include/SubRenderIntf.h	141	// - displayModeSize, 1024x768	COMMENT
LOW	include/SubRenderIntf.h	161	// Example 3: reencoded Anime, ASS subtitles, CIH front projection	COMMENT
LOW	include/SubRenderIntf.h	221	// "originalVideoSize", SIZE, info, read only, size of the video before scaling and AR adjustments	COMMENT
LOW	include/SubRenderIntf.h	241		COMMENT
LOW	include/SubRenderIntf.h	261	// - Video Decoder 0x00010000	COMMENT
LOW	include/SubRenderIntf.h	281	// The subtitle renderer can deliver a "NULL" subtitle frame to indicate	COMMENT
LOW	include/SubRenderIntf.h	301	// renderer.	COMMENT
LOW	include/SubRenderIntf.h	321	// asynchronously in a different thread. Alternatively, "RequestFrame()"	COMMENT
LOW	include/SubRenderIntf.h	341	{	COMMENT
LOW	include/SubRenderIntf.h	361	// The subtitle renderer should combine small subtitle elements which are	COMMENT
LOW	include/mvrInterfaces.h	1	// ***************************************************************	COMMENT
LOW	include/mvrInterfaces.h	21	#ifndef __mvrInterfaces__	COMMENT
LOW	include/mvrInterfaces.h	41	// Some media players offer different zoom modes. Here's what madVR supports:	COMMENT
LOW	include/mvrInterfaces.h	61	// The video is positioned left/top aligned.	COMMENT
LOW	include/mvrInterfaces.h	81	// and map it internally to one of the supported zoom modes. This is done	COMMENT
LOW	include/mvrInterfaces.h	101	// there are 2 different ways to draw your OSD:	COMMENT
LOW	include/mvrInterfaces.h	121	// return "true" if your callback has handled the mouse message and	COMMENT
LOW	include/mvrInterfaces.h	201		COMMENT
LOW	include/mvrInterfaces.h	221	// Normally madVR subclasses some parent of the madVR rendering window.	COMMENT
LOW	include/mvrInterfaces.h	301	STDMETHOD(GetSize )(LPCSTR field, SIZE *value) = 0;	COMMENT
3485 more matches not shown…

Decorative Section Separators19 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/apps/mpcresources/patch.pl	115	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/patch.pl	159	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/patch.pl	175	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/patch.pl	199	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	193	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	267	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	302	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	342	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	372	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	123	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	174	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	211	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	237	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	256	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	277	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	287	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	307	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	342	#--------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	417	#--------------------------------------------------------------------------------------------------	COMMENT

Verbosity Indicators8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.h	125	// Step 11: Resets	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.h	135	// Step 12: Bias computation procedure	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1923	// Step 8: compute the Golomb parameter k	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1926	// Step 10: Decode Golomb code (using limitation PREFIX_MAX == 12)	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1929	// Step 9: Mapping	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.h	125	// Step 11: Resets	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.h	135	// Step 12: Bias computation procedure	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1923	// Step 8: compute the Golomb parameter k	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1926	// Step 10: Decode Golomb code (using limitation PREFIX_MAX == 12)	COMMENT
LOW⚡	src/ExtLib/MediaInfo/MediaInfo/Video/File_Ffv1.cpp	1929	// Step 9: Mapping	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/ExtLib/MediaInfo/ThirdParty/fmt/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT

AI Slop Vocabulary5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/filters/parser/MpegSplitter/MpegSplitterFile.cpp	61	// To support seamless BD playback, CMultiFiles should update m_rtPTSOffset variable each time when a new part is ope	COMMENT
MEDIUM	src/ExtLib/MediaInfo/ThirdParty/fmt/format.h	3305	// Compilers are not aware of how to leverage the maximum value of	COMMENT
MEDIUM	src/ExtLib/ffmpeg/libavcodec/aac/aacdec.c	410	// For everything else, utilize the AV channel position define as a	COMMENT
MEDIUM	src/ExtLib/lcms2/src/cmsxform.c	298	// Certainly, out of gamut	COMMENT
LOW	src/apps/mpcresources/rcfile.pl	355	if((!@changes) && ($samelines == $contentLines)) { #no change then just use old data	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/apps/mpcresources/patch.pl	5	# This file is part of MPC-BE.	COMMENT
MEDIUM	src/apps/mpcresources/rcfile.pl	5	# This file is part of MPC-BE.	COMMENT
MEDIUM	src/apps/mpcresources/common.pl	5	# This file is part of MPC-BE.	COMMENT
MEDIUM	src/apps/mpcresources/rcstrings.pl	5	# This file is part of MPC-BE.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/ExtLib/ZenLib/ZenLib/HTTP_Client/HTTPClient.c	2954	// Use the correct authentication method as requested by the server	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/ExtLib/MediaInfo/MediaInfo/Multiple/File_Mxf.cpp	7081	case Type_AUID: { Get_UUID(Value_UUID, Name); Element_Info1(Ztring().From_UUID(Value_UUID)); }	CODE
LOW	src/ExtLib/MediaInfo/MediaInfo/Multiple/File_Mk.cpp	2262	if (IsParsingSegmentTrack_SeekBackTo && File_Offset+Buffer_Offset+Element_Offset==SegmentTrack_Offset_End) //TODO: i	CODE
LOW	src/ExtLib/ffmpeg/libavcodec/opus/silk.c	671	// TODO: implement error recovery	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/ExtLib/MediaInfo/MediaInfo/MediaInfo_Const.h	49	/// Note : Don't forget to include the MediaInfoDLL.h file in your source file! \n	COMMENT
LOW	src/ExtLib/ui/sizecbar/sizecbar.cpp	33	// Modify this file only to fix bugs, and don't forget to send me a copy.	COMMENT

Aleksoid1978/MPC-BE

Open-Source Code Quality, Security and Technical Debt Review