3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.2K

Stars

Language

93.5K

Lines of Code

280

Files

350

Pattern Hits

2026-10-31

Scan Date

0.02

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 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 339 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

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

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 18.6/100 · LOW

Which changes need focused human review? 350 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 6MEDIUM 3LOW 341

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 350 distinct pattern matches across 9 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 Block326 hits · 275 pts

Severity	File	Line	Snippet	Context
LOW	bin/vk_dispatch_table_gen.py	41		COMMENT
LOW	bin/gen_enum_to_str.py	1	# Copyright © 2017 Intel Corporation	COMMENT
LOW	bin/vk_entrypoints.py	1	# Copyright 2020 Intel Corporation	COMMENT
LOW	include/filesystem.h	1	//---------------------------------------------------------------------------------------	COMMENT
LOW	include/filesystem.h	21	// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE	COMMENT
LOW	include/filesystem.h	41	// namespace fs = ghc::filesystem;	COMMENT
LOW	include/filesystem.h	61	#endif	COMMENT
LOW	include/filesystem.h	81	#if (defined(_MSVC_LANG) && _MSVC_LANG >= 201703L)	COMMENT
LOW	include/filesystem.h	101	#define GHC_FS_API	COMMENT
LOW	include/filesystem.h	121	#define GHC_FS_API_CLASS	COMMENT
LOW	include/filesystem.h	141		COMMENT
LOW	include/filesystem.h	161	#ifdef GHC_OS_ANDROID	COMMENT
LOW	include/filesystem.h	181		COMMENT
LOW	include/filesystem.h	201	#include <system_error>	COMMENT
LOW	include/filesystem.h	221	#ifdef GHC_OS_WINDOWS	COMMENT
LOW	include/filesystem.h	241	#elif defined(__GNUC__) && (((__GNUC__ == 4) && (__GNUC_MINOR__ >= 9)) \|\| (__GNUC__ > 4)) && (__cplusplus >= 201402)	COMMENT
LOW	include/filesystem.h	261	//- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -	COMMENT
LOW	include/filesystem.h	281	// std::string as backend and for fs::path::native() and char for fs::path::c_str(). This	COMMENT
LOW	include/filesystem.h	301	#define GHC_WITH_EXCEPTIONS	COMMENT
LOW	include/IconsForkAwesome.h	1	// Generated by https://github.com/juliettef/IconFontCppHeaders script GenerateIconFontCppHeaders.py for languages C and	COMMENT
LOW	include/IconsForkAwesome.h	21	#define ICON_FK_TH_LIST "\xef\x80\x8b" // U+f00b	COMMENT
LOW	include/IconsForkAwesome.h	41	#define ICON_FK_LIST_ALT "\xef\x80\xa2" // U+f022	COMMENT
LOW	include/IconsForkAwesome.h	61	#define ICON_FK_ALIGN_LEFT "\xef\x80\xb6" // U+f036	COMMENT
LOW	include/IconsForkAwesome.h	81	#define ICON_FK_PLAY "\xef\x81\x8b" // U+f04b	COMMENT
LOW	include/IconsForkAwesome.h	101	#define ICON_FK_ARROW_RIGHT "\xef\x81\xa1" // U+f061	COMMENT
LOW	include/IconsForkAwesome.h	121	#define ICON_FK_MAGNET "\xef\x81\xb6" // U+f076	COMMENT
LOW	include/IconsForkAwesome.h	141	#define ICON_FK_SIGN_OUT "\xef\x82\x8b" // U+f08b	COMMENT
LOW	include/IconsForkAwesome.h	161	#define ICON_FK_BULLHORN "\xef\x82\xa1" // U+f0a1	COMMENT
LOW	include/IconsForkAwesome.h	181	#define ICON_FK_LINK "\xef\x83\x81" // U+f0c1	COMMENT
LOW	include/IconsForkAwesome.h	201	#define ICON_FK_MONEY "\xef\x83\x96" // U+f0d6	COMMENT
LOW	include/IconsForkAwesome.h	221	#define ICON_FK_LIGHTBULB_O "\xef\x83\xab" // U+f0eb	COMMENT
LOW	include/IconsForkAwesome.h	241	#define ICON_FK_ANGLE_DOUBLE_RIGHT "\xef\x84\x81" // U+f101	COMMENT
LOW	include/IconsForkAwesome.h	261	#define ICON_FK_SMILE_O "\xef\x84\x98" // U+f118	COMMENT
LOW	include/IconsForkAwesome.h	281	#define ICON_FK_ERASER "\xef\x84\xad" // U+f12d	COMMENT
LOW	include/IconsForkAwesome.h	301	#define ICON_FK_RSS_SQUARE "\xef\x85\x83" // U+f143	COMMENT
LOW	include/IconsForkAwesome.h	321	#define ICON_FK_RUB "\xef\x85\x98" // U+f158	COMMENT
LOW	include/IconsForkAwesome.h	341	#define ICON_FK_INSTAGRAM "\xef\x85\xad" // U+f16d	COMMENT
LOW	include/IconsForkAwesome.h	361	#define ICON_FK_MALE "\xef\x86\x83" // U+f183	COMMENT
LOW	include/IconsForkAwesome.h	381	#define ICON_FK_SLACK "\xef\x86\x98" // U+f198	COMMENT
LOW	include/IconsForkAwesome.h	401	#define ICON_FK_PAW "\xef\x86\xb0" // U+f1b0	COMMENT
LOW	include/IconsForkAwesome.h	421	#define ICON_FK_FILE_IMAGE_O "\xef\x87\x85" // U+f1c5	COMMENT
LOW	include/IconsForkAwesome.h	441	#define ICON_FK_HISTORY "\xef\x87\x9a" // U+f1da	COMMENT
LOW	include/IconsForkAwesome.h	461	#define ICON_FK_CC_VISA "\xef\x87\xb0" // U+f1f0	COMMENT
LOW	include/IconsForkAwesome.h	481	#define ICON_FK_TOGGLE_ON "\xef\x88\x85" // U+f205	COMMENT
LOW	include/IconsForkAwesome.h	501	#define ICON_FK_SHIP "\xef\x88\x9a" // U+f21a	COMMENT
LOW	include/IconsForkAwesome.h	521	#define ICON_FK_WHATSAPP "\xef\x88\xb2" // U+f232	COMMENT
LOW	include/IconsForkAwesome.h	541	#define ICON_FK_I_CURSOR "\xef\x89\x86" // U+f246	COMMENT
LOW	include/IconsForkAwesome.h	561	#define ICON_FK_HAND_PEACE_O "\xef\x89\x9b" // U+f25b	COMMENT
LOW	include/IconsForkAwesome.h	581	#define ICON_FK_CALENDAR_PLUS_O "\xef\x89\xb1" // U+f271	COMMENT
LOW	include/IconsForkAwesome.h	601	#define ICON_FK_FORT_AWESOME "\xef\x8a\x86" // U+f286	COMMENT
LOW	include/IconsForkAwesome.h	621	#define ICON_FK_WHEELCHAIR_ALT "\xef\x8a\x9b" // U+f29b	COMMENT
LOW	include/IconsForkAwesome.h	641	#define ICON_FK_THEMEISLE "\xef\x8a\xb2" // U+f2b2	COMMENT
LOW	include/IconsForkAwesome.h	661	#define ICON_FK_THERMOMETER_FULL "\xef\x8b\x87" // U+f2c7	COMMENT
LOW	include/IconsForkAwesome.h	681	#define ICON_FK_SNOWFLAKE_O "\xef\x8b\x9c" // U+f2dc	COMMENT
LOW	include/IconsForkAwesome.h	701	#define ICON_FK_SNOWDRIFT "\xef\x8b\xb1" // U+f2f1	COMMENT
LOW	include/IconsForkAwesome.h	721	#define ICON_FK_HACKADAY "\xef\x8c\x8a" // U+f30a	COMMENT
LOW	include/IconsForkAwesome.h	741	#define ICON_FK_ATT "\xef\x8c\x9e" // U+f31e	COMMENT
LOW	include/IconsForkAwesome.h	761	#define ICON_FK_JULIA "\xef\x8c\xb4" // U+f334	COMMENT
LOW	include/IconsForkAwesome.h	781	#define ICON_FK_CC_SA "\xef\x8d\x86" // U+f346	COMMENT
LOW	include/IconsForkAwesome.h	801	#define ICON_FK_SKATE "\xef\x8d\x9a" // U+f35a	COMMENT
266 more matches not shown…

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	bin/vk_dispatch_table_gen.py	\ /* * copyright 2017 intel corporation * * permission is hereby granted, free of charge, to any person obtaining a * co	STRING
HIGH	bin/gen_enum_to_str.py	\ /* * copyright 2017 intel corporation * * permission is hereby granted, free of charge, to any person obtaining a * co	STRING
HIGH	bin/vk_extensions_gen.py	\ /* * copyright 2017 intel corporation * * permission is hereby granted, free of charge, to any person obtaining a * co	STRING

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	bin/vk_dispatch_table_gen.py	438	if (e->hash == hash && strcmp(str, ${prefix}_strings + e->name) == 0)	CODE
HIGH	bin/vk_dispatch_table_gen.py	556	if (!device \|\| device->${ext.name[3:]}) return true;	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/params.py	79	# Define the name of the function to search for	COMMENT
MEDIUM	tests/params.py	82	# Define a regular expression to match the function definition	COMMENT
MEDIUM	control/src/control/__init__.py	21	# Create a Unix Domain socket and connect	COMMENT

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	bin/gen_enum_to_str.py	405	CODE
LOW	bin/gen_enum_to_str.py	358	CODE
LOW	bin/mangoplot.py	181	CODE
LOW	tests/params.py	20	CODE
LOW	tests/params.py	42	CODE
LOW	tests/params.py	73	CODE
LOW	control/src/control/__init__.py	152	CODE
LOW	control/src/control/__init__.py	85	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	bin/mangoplot.py	122	except Exception:	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	tests/params.py	2	CODE
LOW	control/src/control/__init__.py	2	CODE
LOW	control/src/control/__init__.py	8	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	bin/vk_entrypoints.py	56	def is_physical_device_entrypoint(self):	CODE
LOW	bin/vk_entrypoints.py	74	def is_physical_device_entrypoint(self):	CODE

Excessive Try-Catch Wrapping2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	bin/vk_dispatch_table_gen.py	851	except Exception:	STRING
LOW	bin/mangoplot.py	122	except Exception:	STRING

flightlessmango/MangoHud

Open-Source Code Quality, Security and Technical Debt Review