1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

78.7K

Stars

Language

625.5K

Lines of Code

4.3K

Files

947

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 6.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 926 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 947 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 0MEDIUM 8LOW 939

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 947 distinct pattern matches across 10 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 Block917 hits · 766 pts

Severity	File	Line	Snippet	Context
LOW	frontend/OBSApp.hpp	21	#include <utility/OBSTheme.hpp>	COMMENT
LOW	frontend/obs-main.cpp	21	#ifdef __APPLE__	COMMENT
LOW	frontend/obs-main.cpp	861	#ifdef _DEBUG	COMMENT
LOW	frontend/OBSApp_Themes.cpp	21	#include <utility/OBSThemeVariable.hpp>	COMMENT
LOW	frontend/OBSApp.cpp	21	#include <dialogs/LogUploadDialog.hpp>	COMMENT
LOW	frontend/OBSApp.cpp	41		COMMENT
LOW	frontend/settings/OBSBasicSettings.cpp	21	#include "OBSHotkeyWidget.hpp"	COMMENT
LOW	frontend/settings/OBSBasicSettings.cpp	321	#define SCROLL_CHANGED &QSpinBox::valueChanged	COMMENT
LOW	frontend/settings/OBSBasicSettings_Stream.cpp	1	#include "OBSBasicSettings.hpp"	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_Flatpak.cpp	21		COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_Linux.cpp	21		COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_Linux.cpp	41	// * User Root Path: $XDG_DATA_HOME	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_BSD.cpp	21		COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_BSD.cpp	41	// * User Root Path: /home/<User>/.config	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_MacOS.mm	21	#include <obs.h>	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_MacOS.mm	41	// * Data: <Data Environment Variable>/<Plugin>.plugin/Contents/Resources	COMMENT
LOW	frontend/plugin-manager/PluginManagerWindow.cpp	21	#include <plugin-manager/InstalledPluginRow.hpp>	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_Windows.cpp	21	#include <obs.h>	COMMENT
LOW	frontend/plugin-manager/PluginModuleLoader_Windows.cpp	41	// * Root Path: C:/ProgramData	COMMENT
LOW	frontend/oauth/RestreamAuth.cpp	1	#include "RestreamAuth.hpp"	COMMENT
LOW	frontend/oauth/YoutubeAuth.cpp	1	#include "YoutubeAuth.hpp"	COMMENT
LOW	frontend/oauth/TwitchAuth.cpp	1	#include "TwitchAuth.hpp"	COMMENT
LOW	frontend/updater/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	frontend/updater/resource.h	21	#define _APS_NEXT_SYMED_VALUE 101	COMMENT
LOW	frontend/updater/updater.hpp	21	#define _WIN32_WINNT 0x0600	COMMENT
LOW	frontend/components/AudioCaptureToolbar.cpp	1	#include "AudioCaptureToolbar.hpp"	COMMENT
LOW	frontend/components/DisplayCaptureToolbar.cpp	1	#include "DisplayCaptureToolbar.hpp"	COMMENT
LOW	frontend/components/WindowCaptureToolbar.cpp	1	#include "WindowCaptureToolbar.hpp"	COMMENT
LOW	frontend/components/OBSAdvAudioCtrl.cpp	1	#include "OBSAdvAudioCtrl.hpp"	COMMENT
LOW	frontend/components/SourceTreeItem.cpp	1	#include "SourceTreeItem.hpp"	COMMENT
LOW	frontend/dialogs/OBSBasicInteraction.cpp	21	#include <utility/OBSEventFilter.hpp>	COMMENT
LOW	frontend/dialogs/OBSBasicFilters.cpp	21	#include <components/VisibilityItemWidget.hpp>	COMMENT
LOW	frontend/dialogs/OBSBasicProperties.cpp	21	#include <widgets/OBSBasic.hpp>	COMMENT
LOW	frontend/wizards/AutoConfig.cpp	1	#include "AutoConfig.hpp"	COMMENT
LOW	frontend/wizards/AutoConfigStreamPage.cpp	1	#include "AutoConfigStreamPage.hpp"	COMMENT
LOW	frontend/wizards/AutoConfigTestPage.cpp	1	#include "AutoConfigTestPage.hpp"	COMMENT
LOW	frontend/wizards/AutoConfigVideoPage.cpp	1	#include "AutoConfigVideoPage.hpp"	COMMENT
LOW	frontend/widgets/OBSBasicPreview.hpp	1	#pragma once	COMMENT
LOW	frontend/widgets/AudioMixer.cpp	21	#include <dialogs/NameDialog.hpp>	COMMENT
LOW	frontend/widgets/OBSQTDisplay.cpp	1	#include "OBSQTDisplay.hpp"	COMMENT
LOW	frontend/widgets/OBSBasic_ContextToolbar.cpp	21		COMMENT
LOW	frontend/widgets/OBSBasic.cpp	21	#include "ui-config.h"	COMMENT
LOW	frontend/widgets/OBSBasic.cpp	41	#include <settings/OBSBasicSettings.hpp>	COMMENT
LOW	frontend/widgets/OBSBasic_Updater.cpp	21		COMMENT
LOW	frontend/widgets/OBSBasic.hpp	21	#include "OBSMainWindow.hpp"	COMMENT
LOW	frontend/widgets/OBSBasic_MainControls.cpp	21	#include "OBSBasicStats.hpp"	COMMENT
LOW	frontend/widgets/OBSBasicStats.cpp	1	#include "OBSBasicStats.hpp"	COMMENT
LOW	frontend/utility/WhatsNewInfoThread.cpp	1	#include "WhatsNewInfoThread.hpp"	COMMENT
LOW	frontend/utility/WhatsNewInfoThread.cpp	21	#ifndef WIN_WHATSNEW_URL	COMMENT
LOW	frontend/utility/MultitrackVideoOutput.cpp	1	#include "MultitrackVideoError.hpp"	COMMENT
LOW	frontend/utility/win-dll-blocklist.c	181	// Reference: https://github.com/obsproject/obs-studio/issues/8552	COMMENT
LOW	frontend/utility/platform-x11.cpp	21	#include <OBSApp.hpp>	COMMENT
LOW	frontend/utility/platform-x11.cpp	41	#if defined(__FreeBSD__) \|\| defined(__DragonFly__)	COMMENT
LOW	frontend/utility/GoLiveAPI_Network.cpp	1	#include "GoLiveAPI_Network.hpp"	COMMENT
LOW	frontend/utility/AutoUpdateThread.cpp	1	#include "AutoUpdateThread.hpp"	COMMENT
LOW	frontend/utility/AutoUpdateThread.cpp	21	#ifndef WIN_MANIFEST_URL	COMMENT
LOW	frontend/utility/platform-windows.cpp	21		COMMENT
LOW	plugins/linux-v4l2/v4l2-output.c	1	#define _GNU_SOURCE	COMMENT
LOW	plugins/linux-v4l2/v4l2-input.c	21	#include <inttypes.h>	COMMENT
LOW	plugins/obs-outputs/rtmp-stream.c	21		COMMENT
857 more matches not shown…

Decorative Section Separators4 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	plugins/frontend-tools/data/scripts/url-text.py	9	# ------------------------------------------------------------	COMMENT
MEDIUM	plugins/frontend-tools/data/scripts/url-text.py	37	# ------------------------------------------------------------	COMMENT
MEDIUM	deps/w32-pthreads/config.h	70	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/w32-pthreads/config.h	100	# ----------------------------------------------------------------------	COMMENT

AI Slop Vocabulary3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/dialogs/OBSBasicSourceSelect.cpp	342	// Allow some room for previous/next rows to make scrolling a bit more seamless	COMMENT
MEDIUM	deps/w32-pthreads/config.h	72	# facilitate development of applications on Win32 that will be ported	COMMENT
MEDIUM⚡	deps/w32-pthreads/config.h	86	# that are not meticulous in tracking thread lifecycles e.g. applications	COMMENT

Unused Imports9 hits · 9 pts

Severity	File	Line	Context
LOW	build-aux/format-manifest.py	2	CODE
LOW	build-aux/format-manifest.py	7	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	3	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	5	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	9	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	11	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	12	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	13	CODE
LOW	plugins/obs-filters/rnnoise/src/rnn_train.py	16	CODE

Excessive Try-Catch Wrapping5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/utils.py/check-services.py	150	except Exception as e:	CODE
LOW	.github/scripts/utils.py/check-services.py	188	except Exception as e:	CODE
LOW	.github/scripts/utils.py/check-services.py	233	except Exception as e:	CODE
LOW	.github/scripts/utils.py/check-services.py	322	except Exception as e:	CODE
LOW	.github/scripts/utils.py/check-services.py	360	except Exception as e:	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	plugins/rtmp-services/service-specific/dacast.c	23	struct dacast_ingest dacast_invalid_ingest = {"rtmp://dacast", "", "", "fake_key"};	CODE
LOW	…alcam/src/camera-extension/OBSCameraDeviceSource.swift	101	let placeholderURL = Bundle.main.url(forResource: "placeholder", withExtension: "png")	CODE
LOW	libobs-metal/MetalTexture.swift	142	/// This constructor creates a "placeholder" object that can be shared with `libobs` or updated with an actual	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	build-aux/format-manifest.py	10	CODE
LOW	.github/scripts/utils.py/check-services.py	108	CODE
LOW	.github/scripts/utils.py/check-services.py	165	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/sphinx/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	deps/w32-pthreads/config.h	90	# Usage:	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	frontend/widgets/OBSBasic.cpp	2044	// TODO: Implement for other platforms if possible. Don't forget to	COMMENT

obsproject/obs-studio

Open-Source Code Quality, Security and Technical Debt Review