2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

35.2K

Stars

C++

Language

52.5K

Lines of Code

Files

137

Pattern Hits

2026-10-31

Scan Date

0.01

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 13.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 136 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? 1 finding(s).

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 137 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 2LOW 134

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 137 distinct pattern matches across 7 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 Block126 hits · 126 pts

Severity	File	Line	Snippet	Context
LOW	CHANGELOG.md	1	## v1.4.8	COMMENT
LOW	CHANGELOG.md	21		COMMENT
LOW	CHANGELOG.md	41	#1445 \| fix: remove busy waiting when checking runner thread state \| @deckstose	COMMENT
LOW	CHANGELOG.md	61	#1272 \| Skip 'H' and 'HX' suffix in AMD cpu name trimming \| @ramdomPTM	COMMENT
LOW	CHANGELOG.md	81	#1306 \| Implement feat Process list pausing \| @vandabbin	COMMENT
LOW	CHANGELOG.md	101		COMMENT
LOW	CHANGELOG.md	141	f1482fe \| Fix process arguments appearing outside proc box by replacing ASCII control codes with blankspace, issue #1080	COMMENT
LOW	CHANGELOG.md	161	#1098 \| Use XDG_STATE_HOME to save logs \| @imwints	COMMENT
LOW	CHANGELOG.md	201	97d2fb5 \| Fixed missing IO graphs in IO mode, issue #867 \| @aristocratos	COMMENT
LOW	include/fmt/ostream.h	1	// Formatting library for C++ - std::ostream support	COMMENT
LOW	include/fmt/ostream.h	21	#endif	COMMENT
LOW	include/fmt/format-inl.h	1	// Formatting library for C++ - implementation	COMMENT
LOW	include/fmt/format-inl.h	21	#endif	COMMENT
LOW	include/fmt/format-inl.h	221		COMMENT
LOW	include/fmt/format-inl.h	1301	// Compute zi and deltai.	COMMENT
LOW	include/fmt/ranges.h	1	// Formatting library for C++ - range and tuple support	COMMENT
LOW	include/fmt/xchar.h	1	// Formatting library for C++ - optional wchar_t and exotic character support	COMMENT
LOW	include/fmt/core.h	1	// This file is only provided for compatibility and may be removed in future	COMMENT
LOW	include/fmt/chrono.h	1	// Formatting library for C++ - chrono support	COMMENT
LOW	include/fmt/chrono.h	21	#endif	COMMENT
LOW	include/fmt/chrono.h	221	}	COMMENT
LOW	include/fmt/chrono.h	241	#endif	COMMENT
LOW	include/fmt/chrono.h	541		COMMENT
LOW	include/fmt/os.h	1	// Formatting library for C++ - optional OS-specific functionality	COMMENT
LOW	include/fmt/os.h	21	# endif	COMMENT
LOW	include/fmt/os.h	41	#ifndef FMT_POSIX	COMMENT
LOW	include/fmt/color.h	241	// │23│─┘	COMMENT
LOW	include/fmt/color.h	261	// │62│─┬── unused	COMMENT
LOW	include/fmt/args.h	1	// Formatting library for C++ - dynamic argument lists	COMMENT
LOW	include/fmt/printf.h	1	// Formatting library for C++ - legacy printf implementation	COMMENT
LOW	include/fmt/compile.h	1	// Formatting library for C++ - experimental format string compilation	COMMENT
LOW	include/fmt/format.h	41	#include "base.h"	COMMENT
LOW	include/fmt/format.h	61	# include <bit> // std::bit_cast	COMMENT
LOW	include/fmt/format.h	81	# define FMT_USE_NONTYPE_TEMPLATE_ARGS 1	COMMENT
LOW	include/fmt/format.h	101	defined(__INTEL_RTTI__) \|\| defined(__RTTI)	COMMENT
LOW	include/fmt/format.h	121	#ifdef FMT_DEPRECATED	COMMENT
LOW	include/fmt/format.h	141	# else	COMMENT
LOW	include/fmt/format.h	161	using difference_type =	COMMENT
LOW	include/fmt/format.h	201	# if FMT_HAS_BUILTIN(__builtin_clz) \|\| FMT_GCC_VERSION \|\| FMT_ICC_VERSION	COMMENT
LOW	include/fmt/format.h	701	!std::is_same<T, wchar_t>::value>;	COMMENT
LOW	include/fmt/format.h	3301	write2digits(buffer + number_of_digits_printed, digits);	COMMENT
LOW	include/fmt/std.h	1	// Formatting library for C++ - formatters for standard library types	COMMENT
LOW	include/fmt/std.h	21	# include <thread>	COMMENT
LOW	include/fmt/std.h	41	# if FMT_CPLUSPLUS > 201703L && FMT_HAS_INCLUDE(<source_location>)	COMMENT
LOW	include/fmt/std.h	61	#endif	COMMENT
LOW	include/fmt/base.h	1	// Formatting library for C++ - the base API for char/UTF-8	COMMENT
LOW	include/fmt/base.h	21	#endif	COMMENT
LOW	include/fmt/base.h	41	#else	COMMENT
LOW	include/fmt/base.h	61		COMMENT
LOW	include/fmt/base.h	81	#else	COMMENT
LOW	include/fmt/base.h	101	// https://gcc.gnu.org/bugzilla/show_bug.cgi?id=66297.	COMMENT
LOW	include/fmt/base.h	121	#elif FMT_GLIBCXX_RELEASE && FMT_GLIBCXX_RELEASE < 10	COMMENT
LOW	include/fmt/base.h	141	# define FMT_CONSTEXPR20	COMMENT
LOW	include/fmt/base.h	161	# define FMT_CATCH(x) if (false)	COMMENT
LOW	include/fmt/base.h	181	# define FMT_FALLTHROUGH [[clang::fallthrough]]	COMMENT
LOW	include/fmt/base.h	201	# define FMT_NODISCARD	COMMENT
LOW	include/fmt/base.h	221	#else	COMMENT
LOW	include/fmt/base.h	241	# define FMT_ALWAYS_INLINE inline __attribute__((always_inline))	COMMENT
LOW	include/fmt/base.h	261	#ifndef FMT_EXPORT	COMMENT
LOW	include/fmt/base.h	281	#endif	COMMENT
66 more matches not shown…

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	15	## AI generated code	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	include/fmt/format-inl.h	1264	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	include/fmt/format-inl.h	1319	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	include/fmt/format-inl.h	1351	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	include/fmt/format-inl.h	1264	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	include/fmt/format-inl.h	1319	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	include/fmt/format-inl.h	1351	// Step 3: Find the significand with the smaller divisor.	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	include/fmt/format.h	3347	// Compilers are not aware of how to leverage the maximum value of	COMMENT
LOW	src/linux/intel_gpu_top/intel_chipset.h	112	/* Exclude chipset #defines, they just add noise */	COMMENT

Decorative Section Separators1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/btop.cpp	95	{"#000000", "╚═════╝ ╚═╝ ╚═════╝ ╚═╝"},	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/linux/intel_gpu_top/drm_mode.h	86	* When adding a new stereo mode don't forget to adjust DRM_MODE_FLAGS_3D_MAX	COMMENT

aristocratos/btop

Open-Source Code Quality, Security and Technical Debt Review