3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.1K

Stars

C++

Language

164.7K

Lines of Code

338

Files

645

Pattern Hits

2026-10-31

Scan Date

0.05

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 14.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 607 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 2.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 19.9/100 · LOW

Which changes need focused human review? 645 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 17MEDIUM 1LOW 627

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 645 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 Block474 hits · 396 pts

Severity	File	Line	Snippet	Context
LOW	version.sh	1	#!/bin/bash	COMMENT
LOW	License.txt	121		COMMENT
LOW	License.txt	161		COMMENT
LOW	tools/ResourceFile.py	81		COMMENT
LOW	tools/ImageTool.py	361		COMMENT
LOW	tools/KeywordHelper.py	201	# https://github.com/w3c/csswg-drafts/	COMMENT
LOW	tools/lang/C.c	41	#elif	COMMENT
LOW	tools/lang/POSIX.c	1	// https://en.wikipedia.org/wiki/C_POSIX_library	COMMENT
LOW	tools/lang/Swift.swift	81	#endif	COMMENT
LOW	tools/lang/Swift.swift	101	#colorLiteral(red: expression, green: expression, blue: expression, alpha: expression)	COMMENT
LOW	tools/lang/JavaScript.js	1	// https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Lexical_grammar	COMMENT
LOW	tools/lang/JavaScript.js	41		COMMENT
LOW	tools/lang/Rust.rs	101	format_args_nl!()	COMMENT
LOW	tools/lang/Rust.rs	121	#[macro_use]	COMMENT
LOW	tools/lang/Rust.rs	141	#![crate_type]	COMMENT
LOW	tools/lang/Rust.rs	161	#![no_implicit_prelude]	COMMENT
LOW	tools/lang/CSS.css	1	// 2026 https://www.w3.org/TR/CSS/ 26 March 2026	COMMENT
LOW	tools/lang/Bash.sh	1	#!/bin/bash	COMMENT
LOW	tools/lang/CSharp.cs	61	#nullable enable	COMMENT
LOW	tools/lang/PHP.php	41	enum resource numeric	COMMENT
LOW	matepath/src/Helpers.cpp	21	#include <windows.h>	COMMENT
LOW	matepath/src/Helpers.cpp	1341		COMMENT
LOW	matepath/src/Helpers.cpp	2261	// 1.1 01.07.2000 The window retains its place in the Z-order of windows	COMMENT
LOW	matepath/src/Helpers.cpp	2281	#define IDANI_CAPTION 3	COMMENT
LOW	matepath/src/Helpers.cpp	2421	// Remove the tray icon. As described above, remove the icon after the	COMMENT
LOW	matepath/src/matepath.cpp	21	#include <windows.h>	COMMENT
LOW	matepath/src/version.h	21		COMMENT
LOW	matepath/src/version.h	41	#define VERSION_BUILD_TOOL_MAJOR (__INTEL_LLVM_COMPILER / 10000)	COMMENT
LOW	matepath/src/version.h	61	#define VERSION_BUILD_TOOL_MINOR ((__INTEL_COMPILER_BUILD_DATE / 100) % 100)	COMMENT
LOW	matepath/src/version.h	81	#define VERSION_FILEVERSION_ARCH L" (avx2) "	COMMENT
LOW	matepath/src/compiler.h	41	#else	COMMENT
LOW	matepath/src/compiler.h	61	#define _WIN32_WINNT_WIN7 0x0601	COMMENT
LOW	matepath/src/config.h	1	// This file is part of Notepad4.	COMMENT
LOW	matepath/src/DarkMode.cpp	1	// This file is part of Notepad4.	COMMENT
LOW	matepath/src/Dialogs.cpp	21	#define OEMRESOURCE // use OBM_ resource constants	COMMENT
LOW	matepath/src/Dialogs.cpp	2081	ti.hwnd = hwnd;	COMMENT
LOW	matepath/src/Dialogs.cpp	2181	// bool bEnableOK = false;	COMMENT
LOW	matepath/src/Dlapi.cpp	21	#include <windows.h>	COMMENT
LOW	matepath/src/Dlapi.cpp	421	}	COMMENT
LOW	matepath/src/Dlapi.h	41		COMMENT
LOW	matepath/src/VersionRev.h	1	#define VERSION_MINOR 26	COMMENT
LOW	matepath/src/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	matepath/src/resource.h	21	#define IDB_TOOLBAR48 104	COMMENT
LOW	matepath/src/resource.h	41	#define IDC_NEW_PAGE_LINK 103	COMMENT
LOW	matepath/src/resource.h	61	#define IDC_BROWSEFILTER 101	COMMENT
LOW	matepath/src/resource.h	81	#define IDC_TRACKSELECT 101	COMMENT
LOW	matepath/src/resource.h	101	#define IDC_ESCFUNCTION 107	COMMENT
LOW	matepath/src/resource.h	121	#define IDC_BROWSE_F 103	COMMENT
LOW	matepath/src/resource.h	141	// Find Window	COMMENT
LOW	matepath/src/resource.h	161	#define IDS_OPENWITH 11008	COMMENT
LOW	matepath/src/resource.h	181	#define IDM_FILE_DELETE3 40015	COMMENT
LOW	matepath/src/resource.h	201	#define IDM_VIEW_UPDATE 40035	COMMENT
LOW	matepath/src/resource.h	221	#define ACC_TOGGLE_FOCUSEDIT 40054	COMMENT
LOW	matepath/src/resource.h	241	#define IDT_FILE_DELETE_RECYCLE 40082	COMMENT
LOW	matepath/src/resource.h	261	#define IDS_ERR_FILE 50001	COMMENT
LOW	matepath/src/resource.h	281	#define IDS_CHANGE_LANG_RESTART 50021	COMMENT
LOW	matepath/src/Helpers.h	521	#else	COMMENT
LOW	matepath/src/Helpers.h	541	#endif	COMMENT
LOW	matepath/src/Helpers.h	581	// High DPI Reference	COMMENT
LOW	matepath/src/Helpers.h	621	return GetBitmapResourceIdForDPI(resourceId, g_uCurrentDPI);	COMMENT
414 more matches not shown…

Deep Nesting94 hits · 78 pts

Severity	File	Line	Context
LOW	tools/StringSwitch.py	84	CODE
LOW	tools/StringSwitch.py	114	CODE
LOW	tools/Misc.py	3	CODE
LOW	tools/CountColor.py	35	CODE
LOW	tools/ImageTool.py	44	CODE
LOW	tools/KeywordHelper.py	88	CODE
LOW	tools/KeywordHelper.py	156	CODE
LOW	tools/KeywordCore.py	71	CODE
LOW	tools/KeywordCore.py	198	CODE
LOW	tools/KeywordCore.py	265	CODE
LOW	tools/KeywordCore.py	298	CODE
LOW	tools/KeywordCore.py	346	CODE
LOW	tools/KeywordCore.py	450	CODE
LOW	tools/KeywordCore.py	550	CODE
LOW	tools/KeywordCore.py	599	CODE
LOW	tools/KeywordCore.py	660	CODE
LOW	tools/KeywordCore.py	793	CODE
LOW	tools/KeywordCore.py	843	CODE
LOW	tools/KeywordCore.py	1014	CODE
LOW	tools/KeywordCore.py	1099	CODE
LOW	tools/KeywordCore.py	1204	CODE
LOW	tools/KeywordCore.py	1296	CODE
LOW	tools/KeywordCore.py	1358	CODE
LOW	tools/KeywordCore.py	1480	CODE
LOW	tools/KeywordCore.py	1517	CODE
LOW	tools/KeywordCore.py	1560	CODE
LOW	tools/KeywordCore.py	1756	CODE
LOW	tools/KeywordCore.py	1804	CODE
LOW	tools/KeywordCore.py	1870	CODE
LOW	tools/KeywordCore.py	1918	CODE
LOW	tools/KeywordCore.py	1979	CODE
LOW	tools/KeywordCore.py	2006	CODE
LOW	tools/KeywordCore.py	2062	CODE
LOW	tools/KeywordCore.py	2165	CODE
LOW	tools/KeywordCore.py	2189	CODE
LOW	tools/KeywordCore.py	2267	CODE
LOW	tools/KeywordCore.py	2363	CODE
LOW	tools/KeywordCore.py	2381	CODE
LOW	tools/KeywordCore.py	2426	CODE
LOW	tools/KeywordCore.py	2470	CODE
LOW	tools/KeywordCore.py	2592	CODE
LOW	tools/KeywordCore.py	2670	CODE
LOW	tools/KeywordCore.py	2734	CODE
LOW	tools/KeywordCore.py	2774	CODE
LOW	tools/KeywordCore.py	2882	CODE
LOW	tools/KeywordCore.py	2907	CODE
LOW	tools/Bitmap.py	428	CODE
LOW	tools/Bitmap.py	597	CODE
LOW	tools/Bitmap.py	646	CODE
LOW	tools/Bitmap.py	752	CODE
LOW	tools/AccessKey.py	4	CODE
LOW	tools/AccessKey.py	25	CODE
LOW	locale/Locale.py	462	CODE
LOW	locale/Locale.py	198	CODE
LOW	locale/Locale.py	331	CODE
LOW	scintilla/test/BatchTest.py	4	CODE
LOW	scintilla/test/DBCSFoldMap.py	8	CODE
LOW	scintilla/scripts/GenerateCharTable.py	140	CODE
LOW	scintilla/scripts/GenerateCharTable.py	178	CODE
LOW	scintilla/scripts/GenerateCharacterCategory.py	371	CODE
34 more matches not shown…

Empty Error Handlers10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	tools/Bitmap.py	906	except Exception:	CODE
HIGH	scintilla/test/DBCSFoldMap.py	37	except UnicodeEncodeError:	CODE
HIGH	scintilla/test/EncodingDump.py	41	except UnicodeDecodeError:	CODE
HIGH	scintilla/test/EncodingDump.py	47	except UnicodeDecodeError:	CODE
HIGH	scintilla/test/BashTest.py	40	except Exception:	CODE
HIGH	scintilla/scripts/GenerateCharacterCategory.py	230	except UnicodeEncodeError:	CODE
HIGH	scintilla/scripts/DBCS.py	139	except UnicodeDecodeError:	CODE
HIGH	scintilla/scripts/DBCS.py	173	except UnicodeDecodeError:	CODE
HIGH	scintilla/scripts/DBCS.py	182	except UnicodeDecodeError:	CODE
HIGH	scintilla/scripts/HFacer.py	51	except ValueError:	CODE

Cross-Language Confusion6 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	scintilla/test/EncodingDump.py	105	print(f'code page {codePage} total undefined: {undefined} diff: {diff} control: {control}\n')	CODE
HIGH	scintilla/test/EncodingDump.py	136	print(f'code page {codePage} total undefined: {undefined} diff: {diff} control: {control}\n')	CODE
HIGH	scintilla/scripts/GenerateCharacterCategory.py	257	# undefined, treat as Cn, Not assigned	COMMENT
HIGH	scintilla/scripts/GenerateCharacterCategory.py	423	if (character < 0 \|\| character > maxUnicode) {	CODE
HIGH	scintilla/scripts/GenerateCharacterCategory.py	467	# undefined, treat as Cn, Not assigned	COMMENT
HIGH	scintilla/scripts/UnicodeData.py	65	length = WideCharToMultiByte(self.codePage, self.flags, ctypes.c_wchar_p(source), srcLen, result, size, null, null)	CODE

Hyper-Verbose Identifiers36 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	tools/StringSwitch.py	108	def _get_switch_default_return(switch_type, option_set):	CODE
LOW	tools/ResourceFile.py	19	def increase_style_resource_id_value(doc, delta=100):	CODE
LOW	tools/ResourceFile.py	23	def generate_lexer_menu_resource_id(doc):	CODE
LOW	tools/ResourceFile.py	73	def remove_use_xp_file_dialog(doc):	CODE
LOW	tools/ImageTool.py	171	def resize_toolbar_bitmap_whole(path, percent, method=ResizeMethod.Bicubic, out_path=None):	CODE
LOW	tools/ImageTool.py	187	def resize_toolbar_bitmap_each(path, percent, method=ResizeMethod.Bicubic, out_path=None):	CODE
LOW	tools/ImageTool.py	213	def make_matepath_toolbar_bitmap(size):	CODE
LOW	tools/ImageTool.py	234	def make_all_matepath_toolbar_bitmap():	CODE
LOW	tools/ImageTool.py	322	def make_matepath_icon_and_cursor():	CODE
LOW	tools/KeywordHelper.py	156	def group_powershell_commands(path):	STRING
LOW	tools/KeywordHelper.py	178	def find_new_texinfo_commands(path, lang):	STRING
LOW	tools/KeywordCore.py	265	def parse_actionscript_api_file(path):	CODE
LOW	tools/KeywordCore.py	298	def parse_autohotkey_api_file(pathList):	CODE
LOW	tools/KeywordCore.py	638	def parse_coffeescript_api_file(path):	CODE
LOW	tools/KeywordCore.py	1358	def parse_inno_setup_api_file(path):	CODE
LOW	tools/KeywordCore.py	1560	def parse_javascript_api_file(path):	CODE
LOW	tools/KeywordCore.py	1830	def parse_mathematica_api_file(path):	CODE
LOW	tools/KeywordCore.py	1979	def parse_powerbuilder_api_file(path):	CODE
LOW	tools/KeywordCore.py	2006	def parse_powershell_api_file(path):	CODE
LOW	tools/KeywordCore.py	2212	def parse_resource_script_api_file(path):	CODE
LOW	tools/KeywordCore.py	2558	def parse_typescript_api_file(path):	CODE
LOW	tools/KeywordCore.py	2670	def parse_visual_basic_api_file(pathList):	CODE
LOW	tools/KeywordCore.py	2774	def parse_wasm_lexer_keywords(path):	CODE
LOW	tools/lang/Ruby.rb	182	def singleton_method_undefined(symbol) =	CODE
LOW	tools/lang/Ruby.rb	267	def protected_instance_methods(include_super=true) = array	CODE
LOW	locale/Locale.py	40	def update_resource_include_path(path, matepath):	CODE
LOW	locale/Locale.py	100	def restore_resource_include_path(path, matepath):	CODE
LOW	locale/Locale.py	117	def copy_back_localized_resources(language):	CODE
LOW	scintilla/scripts/LaTeXInput.py	41	def find_word_contains_punctuation(items):	CODE
LOW	scintilla/scripts/LaTeXInput.py	141	def update_latex_input_data_hash(input_name, input_map, multiplier, hash_size):	CODE
LOW	scintilla/scripts/LaTeXInput.py	231	def update_all_latex_input_data_hash(latex_map=None, emoji_map=None):	CODE
LOW	scintilla/scripts/LaTeXInput.py	262	def update_latex_input_data_linear(input_name, input_map, path, param):	CODE
LOW	scintilla/scripts/LaTeXInput.py	408	def update_all_latex_input_data_linear(latex_map=None, emoji_map=None):	STRING
LOW	scintilla/scripts/LaTeXInput.py	462	def update_latex_input_header(latex_map, emoji_map):	STRING
LOW	scintilla/scripts/LaTeXInput.py	514	def parse_julia_unicode_input_html(path):	STRING
LOW	scintilla/scripts/LaTeXInput.py	584	def parse_iamcal_emoji_data_json(path):	STRING

Unused Imports16 hits · 16 pts

Severity	File	Line	Context
LOW	tools/ImageTool.py	4	CODE
LOW	tools/KeywordCore.py	9	CODE
LOW	tools/KeywordUpdate.py	1	CODE
LOW	scintilla/test/DBCSFoldMap.py	4	CODE
LOW	scintilla/test/EncodingDump.py	5	CODE
LOW	scintilla/scripts/GenerateCharacterCategory.py	10	CODE
LOW	scintilla/scripts/GenerateCharacterCategory.py	11	CODE
LOW	scintilla/scripts/DBCS.py	4	CODE
LOW	scintilla/scripts/GenerateCaseConvert.py	25	CODE
LOW	scintilla/scripts/GenerateCaseConvert.py	26	CODE
LOW	scintilla/scripts/GenerateLineBreak.py	9	CODE
LOW	scintilla/scripts/GenerateLineBreak.py	10	CODE
LOW	scintilla/scripts/GenerateGraphemeBreak.py	5	CODE
LOW	scintilla/scripts/GenerateGraphemeBreak.py	6	CODE
LOW	scintilla/scripts/EastAsianWidth.py	4	CODE
LOW	scintilla/scripts/EastAsianWidth.py	5	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/lang/JavaScript.js	1081	print()	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tools/Bitmap.py	906	except Exception:	CODE
LOW	tools/AccessKey.py	59	except Exception as ex:	CODE
LOW	locale/Locale.py	402	except Exception:	CODE
LOW	scintilla/test/BashTest.py	40	except Exception:	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	version.sh	4	# This file is part of MPC-HC.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/LexerConfig.py	1562		CODE
LOW	scintilla/scripts/GenerateCaseConvert.py	141		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/Bitmap.py	8	__all__ = ['Bitmap', 'Color', 'Icon', 'Image', 'ResizeMethod', 'QuantizeMethod']	CODE

zufuliu/notepad4

Open-Source Code Quality, Security and Technical Debt Review