3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

185.5K

Lines of Code

506

Files

516

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 11.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 467 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 15.1/100 · LOW

Which changes need focused human review? 516 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 43LOW 472

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 516 distinct pattern matches across 13 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 Block430 hits · 396 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	bin/check_docs.py	1	#!/usr/bin/python	COMMENT
LOW	bin/text2c.sh	1	#!/bin/sh	COMMENT
LOW	web/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	1		COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	21		COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	3701		COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	3761	#elif defined(CATCH_PLATFORM_LINUX)	COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	4801	{}	COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	5621		COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	5781	// However, this runs into an issue if the reseeding happens each	COMMENT
LOW	tests/catch2/catch_amalgamated.cpp	9481	{	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	1		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	61		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	81		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	101	#elif defined(linux) \|\| defined(__linux) \|\| defined(__linux__)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	121	# define CATCH_CPP17_OR_GREATER	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	161	#endif	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	181	#endif // __clang__ && !_MSC_VER	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	241	#else	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	261	////////////////////////////////////////////////////////////////////////////////	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	281	// https://gcc.gnu.org/onlinedocs/gcc-4.8.2/libstdc++/api/a01053_source.html line 2812-2813	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	301	# endif	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	321		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	341		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	361		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	381	# if defined(__GLIBCXX__) && defined(_GLIBCXX_RELEASE) && (_GLIBCXX_RELEASE < 9)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	401	#if defined(CATCH_INTERNAL_CONFIG_GETENV) && !defined(CATCH_INTERNAL_CONFIG_NO_GETENV) && !defined(CATCH_CONFIG_NO_GETEN	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	421	#if defined(CATCH_INTERNAL_CONFIG_CPP17_BYTE) && !defined(CATCH_CONFIG_NO_CPP17_BYTE) && !defined(CATCH_CONFIG_CPP17_BYT	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	441	# define CATCH_CONFIG_POLYFILL_ISNAN	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	461	#if !defined(CATCH_INTERNAL_SUPPRESS_PARENTHESES_WARNINGS)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	481	#endif	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	501		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	521	# define CATCH_CONFIG_COLOUR_WIN32	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	661	#endif // CATCH_CONFIG_COUNTER_HPP_INCLUDED	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	2341	std::ostream* m_oss;	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	4041	const Catch::ScopedMessage INTERNAL_CATCH_UNIQUE_NAME( scopedMessage )( Catch::MessageBuilder( macroName##_catch_sr,	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	4061		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	4161		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	4181	# include <optional>	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5001		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5041		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5221	*	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5241	# pragma clang diagnostic ignored "-Wnon-virtual-dtor"	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5641		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5661	#if !defined(CATCH_CONFIG_DISABLE)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	5961	#define CATCH_PREPROCESSOR_REMOVE_PARENS_HPP_INCLUDED	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6181	// Given this, we have 4 different configuration options below	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6201		COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6221	#define CATCH_STATIC_REQUIRE( ... ) CATCH_REQUIRE( __VA_ARGS__ )	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6241	#define CATCH_REQUIRE_FALSE( ... ) (void)(0)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6261	#define CATCH_REGISTER_TEST_CASE( Function, ... ) (void)(0)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6281	#define CATCH_THEN( desc )	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6301	#define CHECK_NOTHROW( ... ) INTERNAL_CATCH_NO_THROW( "CHECK_NOTHROW", Catch::ResultDisposition::ContinueOnFailure, __	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6321	#else	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6341	#define REQUIRE_FALSE( ... ) (void)(0)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6361	#define REGISTER_TEST_CASE( Function, ... ) (void)(0)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6401	#if defined(__GNUC__)	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6421	#endif	COMMENT
LOW	tests/catch2/catch_amalgamated.hpp	6441	#define CATCH_REC_LIST1_UD(f, userdata, x, peek, ...) , f(userdata, x) CATCH_DEFER ( CATCH_REC_NEXT(peek, CATCH_REC_LIST	COMMENT
370 more matches not shown…

Decorative Section Separators36 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	19	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	21	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	30	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	32	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	225	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	227	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	236	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	238	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	274	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	276	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	282	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	284	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	418	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	420	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	424	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	3rdparty/spdlog/CMakeLists.txt	426	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	6	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	8	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	51	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	53	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	169	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	171	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	258	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	260	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	320	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	322	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	334	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	336	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	357	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	359	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	370	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	372	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	386	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	388	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	405	# # ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	3rdparty/spdlog/CMakeLists.txt	407	# # ---------------------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers21 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	bin/run-clang-format.py	92	def run_clang_format_diff_wrapper(args, file):	CODE
LOW⚡	tests/test-x11-reload.py	159	def test_ordinary_reload_keeps_visible_xid(self):	CODE
LOW⚡	tests/test-x11-reload.py	165	def test_root_to_own_renders_on_first_reload(self):	CODE
LOW⚡	tests/test-x11-reload.py	170	def test_own_to_root_removes_owned_window(self):	CODE
LOW⚡	tests/test-x11-reload.py	174	def test_repeated_own_root_transitions(self):	CODE
LOW	tests/test-x11-startup.py	37	def test_failed_connections_fall_back_to_console(self):	CODE
LOW	tests/test-x11-resize.py	55	def test_content_updates_are_atomic(self):	CODE
LOW	tests/test-x11-resize.py	194	def grow_and_shrink_after_notification(self, window_type):	CODE
LOW⚡	tests/test-x11-resize.py	207	def test_desktop_grows_and_shrinks_after_obsolete_notification(self):	CODE
LOW⚡	tests/test-x11-resize.py	210	def test_normal_grows_and_shrinks_after_obsolete_notification(self):	CODE
LOW⚡	tests/test-x11-resize.py	213	def check_external_size_stays_fixed(self, alignment):	CODE
LOW⚡	tests/test-x11-resize.py	228	def test_external_resize_remains_fixed(self):	CODE
LOW⚡	tests/test-x11-resize.py	231	def test_alignment_none_remains_fixed(self):	CODE
LOW⚡	tests/test-x11-resize.py	234	def test_initial_noop_resize_does_not_block_growth(self):	CODE
LOW	tests/test-x11-resize.py	258	def check_redirected_resizes_are_coalesced(	CODE
LOW⚡	tests/test-x11-resize.py	305	def test_redirected_resizes_are_coalesced(self):	CODE
LOW⚡	tests/test-x11-resize.py	308	def test_bottom_aligned_redirected_resizes_are_coalesced(self):	CODE
LOW⚡	tests/test-x11-resize.py	311	def test_reload_preserves_pending_redirected_resize(self):	CODE
LOW⚡	tests/test-x11-resize.py	314	def test_redirected_move_finishes_before_next_resize(self):	CODE
LOW	tests/test-x11-resize.py	346	def test_wm_constrained_resize_remains_fixed(self):	CODE
LOW	tests/test-x11-resize.py	357	def test_wm_refused_resize_is_not_retried(self):	CODE

Excessive Try-Catch Wrapping7 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmake/scripts/clang-format-check-changed.py	50	print("Error calling git [{}]".format(e))	CODE
MEDIUM	cmake/scripts/clang-format-check-changed.py	111	print("Error calling git [{}]".format(e))	CODE
MEDIUM	cmake/scripts/clang-format-check-changed.py	133	print("Error calling clang-format [{}]".format(e))	CODE
LOW	bin/run-clang-format.py	98	except Exception as e:	CODE
MEDIUM	bin/run-clang-format.py	92	def run_clang_format_diff_wrapper(args, file):	CODE
LOW	tests/test-pulseaudio-source.py	123	except Exception:	CODE
MEDIUM	extras/git_ranked.py	31	print(f"Error running git command: {e.stderr}")	CODE

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/catch2/catch_amalgamated.cpp	5685	// No children have started. We need to check if they	COMMENT
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	bin/run-clang-format.py	12	CODE
LOW	bin/run-clang-format.py	12	CODE
LOW	.github/scripts/create-version-bump-pr.py	4	CODE
LOW	.github/scripts/detect-ci-jobs.py	4	CODE
LOW	3rdparty/toluapp/config_posix.py	23	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	bin/run-clang-format.py	37	CODE
LOW	bin/run-clang-format.py	164	CODE
LOW	tests/test-pulseaudio-source.py	18	CODE
LOW	tests/test-x11-startup.py	37	CODE
LOW	extras/git_ranked.py	19	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	bin/run-clang-format.py	256	except AttributeError:	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	3rdparty/spdlog/include/spdlog/fmt/bundled/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	bin/clang-tidy-diff.py	7	# This file is distributed under the University of Illinois Open Source	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	3rdparty/spdlog/include/spdlog/fmt/bundled/format.h	3359	// Compilers are not aware of how to leverage the maximum value of	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	appimage/build.sh	22	# make sure to clean up build dir, even if errors occur	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/spdlog/include/spdlog/mdc.h	19	// Usage example:	COMMENT

brndnmtthws/conky

Open-Source Code Quality, Security and Technical Debt Review