1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.4K

Stars

C++

Language

669.5K

Lines of Code

1.1K

Files

1.0K

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 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1005 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 1028 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 5LOW 1023

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 1028 distinct pattern matches across 11 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 Block982 hits · 821 pts

Severity	File	Line	Snippet	Context
LOW	overlay_gl/init_unix.c	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	overlay_gl/overlay.c	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	overlay_gl/overlay.c	21	#include <sys/mman.h>	COMMENT
LOW	overlay_gl/overlay.c	41	# include <AGL/agl.h>	COMMENT
LOW	plugins/MumblePlugin.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/MumblePlugin.h	21	# define MUMBLE_PLUGIN_CREATE_MUMBLE_API_TYPEDEF	COMMENT
LOW	plugins/MumblePlugin.h	41	// Allow the selected API version be overwritten by external definitions	COMMENT
LOW	plugins/MumblePlugin.h	61	# elif defined(_MSC_VER)	COMMENT
LOW	plugins/MumblePlugin.h	101	# define MUMBLE_PLUGIN_CONSTEXPR	COMMENT
LOW	plugins/MumblePlugin.h	141		COMMENT
LOW	plugins/MumblePlugin.h	1201	//////////////////////////////////////// Mumble API ///////////////////////////////////////////////////	COMMENT
LOW	plugins/MumblePlugin.h	1821	# undef SELECTED_API_VERSION	COMMENT
LOW	plugins/null_plugin.cpp	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_positional_audio_utils.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_positional_audio_utils.h	21	uint8_t split[4];	COMMENT
LOW	plugins/mumble_positional_audio_win32_internals.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/ProcessBase.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_legacy_plugin.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_legacy_plugin.h	21	#endif	COMMENT
LOW	plugins/mumble_legacy_plugin.h	41	#if defined(__GNUC__) && !defined(__MINGW32__) // GCC on Unix-like systems	COMMENT
LOW	plugins/mumble_legacy_plugin.h	61	// Visual Studio 2013 x86	COMMENT
LOW	plugins/mumble_legacy_plugin.h	121	/// to Mumble. This is because plugins can't integrate with Mumble's	COMMENT
LOW	plugins/mumble_positional_audio_main.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_positional_audio_linux.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/mumble_positional_audio_win32.h	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/se/engine.h	21		COMMENT
LOW	plugins/se/engine.h	41	// 83 C0 ?? add eax, ?	COMMENT
LOW	plugins/se/engine.h	61	// 83 78 ?? 06 cmp dword ptr [eax+?], 6	COMMENT
LOW	plugins/se/engine.h	81	// ...	COMMENT
LOW	plugins/se/engine.h	101	}	COMMENT
LOW	plugins/se/engine.h	121	// C3 retn	COMMENT
LOW	plugins/se/client.h	81	// Brute-force virtual function index.	COMMENT
LOW	plugins/se/client.h	101	}	COMMENT
LOW	plugins/se/client.h	121	// C9 leave	COMMENT
LOW	plugins/se/client.h	141	// 5D pop ebp	COMMENT
LOW	plugins/se/common.h	41	}	COMMENT
LOW	plugins/se/se.cpp	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/se/se.cpp	161	// X \| X	COMMENT
LOW	plugins/gmod/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/gmod/gmod.cpp	101	// Remember addresses for later	COMMENT
LOW	plugins/blacklight/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/testPlugin/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/testPlugin/testPlugin.cpp	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/testPlugin/testPlugin.cpp	101	// arbitrary version) the pointer has to be cast to MumbleAPI_v_1_0_x (where x is a literal "x"). Furthermore the	COMMENT
LOW	plugins/jc2/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/lol/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/wow_x64/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/wow_x64/wow_x64.cpp	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/bf2/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/lotro/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/codmw2so/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/bf4/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/bf3/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/arma2/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/wow/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/wow/wow.cpp	1	// Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/cs/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/borderlands2/CMakeLists.txt	1	# Copyright The Mumble Developers. All rights reserved.	COMMENT
LOW	plugins/borderlands2/borderlands2.cpp	101	static int trylock(const std::multimap< std::wstring, unsigned long long int > &pids) {	COMMENT
LOW	plugins/borderlands2/borderlands2.cpp	121	// pos.X = -8109	COMMENT
922 more matches not shown…

Unused Imports17 hits · 17 pts

Severity	File	Line	Context
LOW	scripts/backportTranslations.py	18	CODE
LOW	scripts/generate-ffdhe.py	100	CODE
LOW	scripts/generate-ffdhe.py	100	CODE
LOW	scripts/generate-ffdhe.py	100	CODE
LOW	scripts/generate-mumble_qt-qrc.py	8	CODE
LOW	scripts/generate-mumble_qt-qrc.py	8	CODE
LOW	scripts/generate-mumble_qt-qrc.py	8	CODE
LOW	scripts/generate-mumble_qt-qrc.py	12	CODE
LOW	scripts/generate-mumble_qt-qrc.py	13	CODE
LOW	scripts/generate-mumble_qt-qrc.py	14	CODE
LOW	scripts/mumble-version.py	10	CODE
LOW	scripts/mumble-version.py	10	CODE
LOW	scripts/mumble-version.py	10	CODE
LOW	scripts/mumble-version.py	16	CODE
LOW	scripts/generate_flag_qrc.py	22	CODE
LOW	scripts/generate_flag_qrc.py	22	CODE
LOW	scripts/generate_flag_qrc.py	22	CODE

Decorative Section Separators3 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/sign_macOS.py	9	# --------------	COMMENT
MEDIUM⚡	scripts/sign_macOS.py	16	# --------------	COMMENT
MEDIUM⚡	scripts/sign_macOS.py	22	# -------------	COMMENT

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/murmur/database/BanTable.cpp	325	// Step 1: Clear old bans	COMMENT
LOW⚡	src/murmur/database/BanTable.cpp	328	// Step 2: Insert new bans	COMMENT
LOW	src/mumble/ThemeSwitch_macx.mm	18	// When resseting the appearance, we need to check if the system isn't already on the nil appearance	COMMENT
LOW	src/mumble/Plugin.cpp	313	// Step 1: Introduce ourselves (inform the plugin about Mumble's (API) version	COMMENT
LOW	src/mumble/Plugin.cpp	324	// Step 2: Provide the API functions to the plugin	COMMENT
LOW	src/mumble/Plugin.cpp	341	// Step 3: Actually try to load the plugin	COMMENT

Structural Annotation Overuse5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/murmur/database/BanTable.cpp	325	// Step 1: Clear old bans	COMMENT
LOW⚡	src/murmur/database/BanTable.cpp	328	// Step 2: Insert new bans	COMMENT
LOW	src/mumble/Plugin.cpp	313	// Step 1: Introduce ourselves (inform the plugin about Mumble's (API) version	COMMENT
LOW	src/mumble/Plugin.cpp	324	// Step 2: Provide the API functions to the plugin	COMMENT
LOW	src/mumble/Plugin.cpp	341	// Step 3: Actually try to load the plugin	COMMENT

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ts/TestSettingsJSONSerialization/generate_test_case.py	232	# For boolean values, we simply use the inverse of whatever the default is	COMMENT
MEDIUM	src/murmur/Server.cpp	1676	// Definitely not ideal, but it fixes a critical vulnerability.	COMMENT
MEDIUM	src/mumble/Global.cpp	39	// Qt4 used another data directory on Unix-like systems, to ensure a seamless	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/generateIceWrapper.py	74	CODE
LOW	scripts/generate_changelog.py	216	CODE
LOW	scripts/backportTranslations.py	38	CODE
LOW	scripts/backportTranslations.py	67	CODE
LOW	scripts/generate_cmake_options_docs.py	26	CODE
LOW	…ts/TestSettingsJSONSerialization/generate_test_case.py	69	CODE
LOW	…ts/TestSettingsJSONSerialization/generate_test_case.py	103	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…estSelfSignedCertificate/TestSelfSignedCertificate.cpp	48	ok = SelfSignedCertificate::generateMumbleCertificate(QLatin1String("John Doe"), QString(), cert, key);	CODE
LOW	…estSelfSignedCertificate/TestSelfSignedCertificate.cpp	55	ok = SelfSignedCertificate::generateMumbleCertificate(QLatin1String("John Doe"), QLatin1String("john@doe.family"),	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.ci/azure-pipelines/assertNoTranslationChanges.sh	27	# Check if the commit hash has changed (aka whether a commit has been made).	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate_changelog.py	145	def get_merge_commit_introducing(commit: str, branch: str) -> Optional[str]:	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate_mumble_ico.py	41	except Exception as e:	CODE

mumble-voip/mumble

Open-Source Code Quality, Security and Technical Debt Review