1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

14.7K

Stars

Rust

Language

88.4K

Lines of Code

502

Files

162

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? 161 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 162 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 1LOW 161

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 162 distinct pattern matches across 3 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 Block160 hits · 111 pts

Severity	File	Line	Snippet	Context
LOW	espanso-modulo/src/sys/textview/textview_gui.h	1	///////////////////////////////////////////////////////////////////////////	COMMENT
LOW	espanso-modulo/src/sys/wizard/wizard_gui.h	1	///////////////////////////////////////////////////////////////////////////	COMMENT
LOW	espanso-modulo/src/sys/wizard/wizard_gui.h	21	#include <wx/panel.h>	COMMENT
LOW	…o-modulo/src/sys/troubleshooting/troubleshooting_gui.h	1	///////////////////////////////////////////////////////////////////////////	COMMENT
LOW	espanso-modulo/src/sys/welcome/welcome_gui.h	1	///////////////////////////////////////////////////////////////////////////	COMMENT
LOW	espanso-modulo/src/sys/welcome/welcome_gui.h	21	#include <wx/settings.h>	COMMENT
LOW	espanso-modulo/src/sys/search/search.cpp	21	// https://developpaper.com/wxwidgets-implementing-the-drag-effect-of-titleless-bar-window/	COMMENT
LOW	espanso-ui/src/win32/native.h	61	// Updates the tray icon to the given one. The method accepts an index that	COMMENT
LOW	espanso-ui/src/win32/native.cpp	21	#include <array>	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	41	#include <iosfwd> // istream, ostream	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	61	#include <map> // map	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	121		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	141	#define JSON_HEDLEY_CONCAT_EX(a,b) a##b	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	161	#define JSON_HEDLEY_VERSION_ENCODE(major,minor,revision) (((major) * 1000000) + ((minor) * 1000) + (revision))	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	181	#if defined(__GNUC__) && defined(__GNUC_PATCHLEVEL__)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	201	#elif defined(_MSC_FULL_VER)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	221	#undef JSON_HEDLEY_INTEL_VERSION	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	241	#if defined(__PGI) && defined(__PGIC__) && defined(__PGIC_MINOR__) && defined(__PGIC_PATCHLEVEL__)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	261	#elif defined(__SUNPRO_CC) && (__SUNPRO_CC > 0x1000)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	281	#endif	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	301	#if defined(JSON_HEDLEY_ARM_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	321	#if defined(JSON_HEDLEY_IBM_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	341	#define JSON_HEDLEY_TI_VERSION JSON_HEDLEY_VERSION_ENCODE(__TI_COMPILER_VERSION__ / 1000000, (__TI_COMPILER_VERSION_	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	361	#if defined(JSON_HEDLEY_TI_CL2000_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	381	#define JSON_HEDLEY_TI_CL430_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL430_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	401		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	421	#if defined(__TI_COMPILER_VERSION__) && defined(__C7000__)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	441	#if defined(JSON_HEDLEY_TI_CLPRU_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	461	#if defined(JSON_HEDLEY_CRAY_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	481	#if defined(JSON_HEDLEY_IAR_VERSION_CHECK)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	501	#define JSON_HEDLEY_TINYC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TINYC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	521		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	541	#if defined(__POCC__)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	581	#endif	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	601	#if defined(JSON_HEDLEY_GCC_HAS_ATTRIBUTE)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	621		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	641	#define JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE(attribute,major,minor,patch) __has_cpp_attribute(attribute)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	661	#define JSON_HEDLEY_HAS_BUILTIN(builtin) (0)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	681		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	701	#undef JSON_HEDLEY_GCC_HAS_FEATURE	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	721	#if defined(__has_extension)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	741	#else	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	761	#endif	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	781	#if defined(JSON_HEDLEY_GCC_HAS_WARNING)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	801	_Pragma("clang diagnostic ignored \"-Wc++17-extensions\"") \	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	821	# define JSON_HEDLEY_CONST_CAST(T, expr) (const_cast<T>(expr))	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	841	#else	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	901		COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	921	#define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("push")	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	941	#undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	961	(JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) \|\| \	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	981	#if JSON_HEDLEY_HAS_WARNING("-Wunknown-pragmas")	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1001	#else	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1021	JSON_HEDLEY_TI_VERSION_CHECK(18,1,0) \|\| \	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1041	#define JSON_HEDLEY_DIAGNOSTIC_DISABLE_CAST_QUAL	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1081	(JSON_HEDLEY_TI_CL6X_VERSION_CHECK(7,2,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) \|\| \	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1101	#undef JSON_HEDLEY_UNAVAILABLE	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1141	#define JSON_HEDLEY_WARN_UNUSED_RESULT __attribute__((__warn_unused_result__))	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1161	#define JSON_HEDLEY_SENTINEL(position)	COMMENT
LOW	espanso-ui/src/win32/json/json.hpp	1201	#elif JSON_HEDLEY_PELLES_VERSION_CHECK(9,0,0)	COMMENT
100 more matches not shown…

Excessive Try-Catch Wrapping1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/src/ch04-02-recipes-and-cookbook.md	210	print(f"Error during {benchmark_name} execution (non-zero exit code {e.returncode}):", file=sys.stderr)	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	espanso/src/res/config/base.yml	31	# Print the output of a shell command	COMMENT

espanso/espanso

Open-Source Code Quality, Security and Technical Debt Review