2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

50.1K

Stars

C++

Language

261.8K

Lines of Code

1.5K

Files

461

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 334 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 115 finding(s).

PR Review Velocity Impact 11.0/100 · LOW

Which changes need focused human review? 461 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 28MEDIUM 4LOW 429

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 461 distinct pattern matches across 12 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 Block295 hits · 280 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	1	# -- coding: utf-8 --	COMMENT
LOW	docs/conf.py	61	copyright = u'2016, x64dbg'	COMMENT
LOW	docs/conf.py	81	# non-false value, then it is used:	COMMENT
LOW	docs/conf.py	101	# add_function_parentheses = True	COMMENT
LOW	docs/conf.py	141	#	COMMENT
LOW	docs/conf.py	161	# The name of an image file (relative to this directory) to use as a favicon of	COMMENT
LOW	docs/conf.py	181	#	COMMENT
LOW	docs/conf.py	201		COMMENT
LOW	docs/conf.py	221		COMMENT
LOW	docs/conf.py	241	#	COMMENT
LOW	docs/conf.py	261	# 'pointsize': '10pt',	COMMENT
LOW	docs/conf.py	281	# the title page.	COMMENT
LOW	docs/conf.py	321	# -- Options for Texinfo output -------------------------------------------	COMMENT
LOW	.github/FUNDING.yml	1	# These are supported funding model platforms	COMMENT
LOW	src/dbg_assert.h	21	// Dispatching macros	COMMENT
LOW	src/dbg_assert.h	41	#define ASSERT_FALSE2(expr, message) assert(!(expr) && (message))	COMMENT
LOW	src/dbg_assert.h	61	// Trigger an exception if expression is not a nullptr	COMMENT
LOW	src/dbg_types.h	1	#ifndef _DBG_TYPES_H_	COMMENT
LOW	src/launcher/x64dbg_launcher.cpp	1	#define UNICODE	COMMENT
LOW	src/bridge/bridgemain.cpp	781	X87CONTROLWORDFIELDS x87ControlWordFields;	COMMENT
LOW	src/bridge/bridgemain.cpp	841	x87ControlWordFields->UM = ((ControlWord & x87CONTROLWORD_FLAG_UM) != 0);	COMMENT
LOW	src/bridge/bridgemain.h	1	#ifndef _BRIDGEMAIN_H_	COMMENT
LOW	src/bridge/bridgemain.h	21		COMMENT
LOW	src/bridge/bridgemain.h	61		COMMENT
LOW	src/bridge/bridgemain.h	81		COMMENT
LOW	src/bridge/bridgemain.h	101	/// <param name="key">Setting key (name). Cannot be null.</param>	COMMENT
LOW	src/bridge/bridgemain.h	121	/// <returns>True if the operation was successful.</returns>	COMMENT
LOW	src/bridge/bridgemain.h	141	BRIDGE_IMPEXP int BridgeGetDbgVersion();	COMMENT
LOW	src/bridge/bridgemain.h	161	/// <summary>	COMMENT
LOW	src/bridge/bridgemain.h	181	extern "C"	COMMENT
LOW	src/bridge/bridgemain_checker.c	1	#include "bridgemain.h"	COMMENT
LOW	src/dbg/_plugins.h	1	#ifndef _PLUGINS_H	COMMENT
LOW	src/dbg/_plugins.h	21	#else //x86	COMMENT
LOW	src/dbg/memory.cpp	1	/**	COMMENT
LOW	src/dbg/TraceRecord.cpp	1	#include "TraceRecord.h"	COMMENT
LOW	src/dbg/_global.h	1	#pragma once	COMMENT
LOW	src/dbg/_global.h	21	#include "stringutils.h"	COMMENT
LOW	src/dbg/breakpoint.h	1	#pragma once	COMMENT
LOW	src/dbg/module.cpp	1	#include "database_cb_batcher.h"	COMMENT
LOW	src/dbg/x64dbg.cpp	1	/**	COMMENT
LOW	src/dbg/x64dbg.cpp	21	#include "_exports.h"	COMMENT
LOW	src/dbg/stringutils.h	1	#ifndef _STRINGUTILS_H	COMMENT
LOW	src/dbg/threading.h	21	//	COMMENT
LOW	src/dbg/_apichecker.c	1	// HACK: pretend we are in the same environment as a plugin	COMMENT
LOW	src/dbg/_scriptapi.h	1	#ifndef _SCRIPT_API_H	COMMENT
LOW	src/dbg/exprfunc.cpp	1	#include "exprfunc.h"	COMMENT
LOW	src/dbg/bridgemain.h	1	// NOTE: this file is only here to make _apichecker.c compile	COMMENT
LOW	src/dbg/database.cpp	1	/**	COMMENT
LOW	src/dbg/_dbgfunctions.cpp	1	/**	COMMENT
LOW	src/dbg/_dbgfunctions.cpp	21	#include "stringformat.h"	COMMENT
LOW	src/dbg/value.cpp	1	/**	COMMENT
LOW	src/dbg/database.h	21	#endif // _DATABASE_H	COMMENT
LOW	src/dbg/symbolsourcebase.h	1	#pragma once	COMMENT
LOW	src/dbg/debugger.cpp	1	/**	COMMENT
LOW	src/dbg/debugger.cpp	21	#include "module.h"	COMMENT
LOW	src/dbg/stackinfo.cpp	1	/**	COMMENT
LOW	src/dbg/plugin_loader.cpp	1	/**	COMMENT
LOW	src/dbg/debugger.h	1	#ifndef _DEBUGGER_H	COMMENT
LOW	src/dbg/murmurhash.cpp	1	//-----------------------------------------------------------------------------	COMMENT
LOW	src/dbg/_scriptapi_misc.h	1	#ifndef _SCRIPTAPI_MISC_H	COMMENT
235 more matches not shown…

Empty Error Handlers28 hits · 140 pts

Severity	File	Line	Snippet	Context
HIGH	.github/format/AStyleHelper.py	96	except importlib.metadata.PackageNotFoundError:	CODE
HIGH	.github/format/AStyleHelper.py	136	except OSError:	CODE
HIGH	.github/format/AStyleHelper.py	198	except OSError:	CODE
HIGH	src/test/screenreader/ui_dump.py	71	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	77	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	83	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	93	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	103	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	109	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	116	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	156	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	368	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	34	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	373	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	379	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	565	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	585	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	605	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	625	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	39	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	45	except Exception:	CODE
HIGH	src/test/screenreader/ui_dump.py	535	except Exception:	CODE
HIGH	src/test/screenreader/screenreader_check.py	69	except Exception:	CODE
HIGH	src/test/screenreader/screenreader_check.py	337	except Exception:	CODE
HIGH	src/test/screenreader/screenreader_check.py	78	except Exception:	CODE
HIGH	src/tests/cmdline_attach/driver.py	85	except Exception:	CODE
HIGH	src/tests/cmdline_attach/driver.py	93	except Exception:	CODE
HIGH	src/tests/attach_pause/driver.py	146	except subprocess.TimeoutExpired:	CODE

Excessive Try-Catch Wrapping85 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/test/screenreader/ui_dump.py	26	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	34	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	39	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	45	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	71	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	77	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	83	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	93	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	103	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	109	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	116	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	368	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	373	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	379	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	565	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	571	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	576	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	585	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	591	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	596	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	605	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	611	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	616	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	625	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	631	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	636	except Exception:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	673	except Exception as exc:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	682	except Exception as exc:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	691	except Exception as exc:	CODE
LOW⚡	src/test/screenreader/ui_dump.py	701	except Exception as exc:	CODE
LOW	src/test/screenreader/ui_dump.py	133	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	140	except Exception as exc:	CODE
LOW	src/test/screenreader/ui_dump.py	156	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	179	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	210	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	215	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	238	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	274	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	324	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	403	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	415	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	535	except Exception:	CODE
LOW	src/test/screenreader/ui_dump.py	659	except Exception:	CODE
LOW⚡	src/test/screenreader/screenreader_check.py	41	except Exception:	CODE
LOW⚡	src/test/screenreader/screenreader_check.py	49	except Exception:	CODE
LOW⚡	src/test/screenreader/screenreader_check.py	57	except Exception:	CODE
LOW	src/test/screenreader/screenreader_check.py	69	except Exception:	CODE
LOW	src/test/screenreader/screenreader_check.py	78	except Exception:	CODE
LOW	src/test/screenreader/screenreader_check.py	136	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	198	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	209	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	245	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	271	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	292	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	337	except Exception:	CODE
LOW	src/test/screenreader/screenreader_check.py	348	except Exception as exc:	CODE
LOW	src/test/screenreader/screenreader_check.py	377	except Exception as exc:	CODE
LOW	src/test/screenreader/uia_event_check.py	38	except Exception:	CODE
LOW	src/test/screenreader/uia_event_check.py	55	except Exception:	CODE
LOW	src/test/screenreader/uia_event_check.py	59	except Exception:	CODE
25 more matches not shown…

Structural Annotation Overuse9 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	script-plan.md	133	### Step 1: Fix `DbgIsDebugging()`	COMMENT
LOW	script-plan.md	151	### Step 2: Introduce script interrupt reasons	COMMENT
LOW	script-plan.md	173	### Step 3: Add a proper yield/resume handshake	COMMENT
LOW	script-plan.md	195	### Step 4: Move script lifecycle inference to observed transitions	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	79	// Step 1: Use any defined functions in the PE function table	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	84	// Step 2: for each block that contains a CALL flag,	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	119	// Step 3: Sort and remove duplicates	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	125	// Step 4: Find function ends	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	130	// Step 5: Find all orphaned blocks and repeat analysis process	COMMENT

Unused Imports14 hits · 14 pts

Severity	File	Line	Context
LOW	docs/genhhk.py	12	CODE
LOW	docs/genhhk.py	12	CODE
LOW	.github/format/AStyleHelper.py	9	CODE
LOW	src/test/screenreader/ui_dump.py	1	CODE
LOW	src/test/screenreader/screenreader_check.py	1	CODE
LOW	src/test/screenreader/uia_event_check.py	1	CODE
LOW	src/test/screenreader/ui_common.py	1	CODE
LOW	src/tests/run.py	1	CODE
LOW	src/tests/cmdline_attach/driver.py	1	CODE
LOW	src/tests/cmdline_attach/driver.py	7	CODE
LOW	src/tests/issue2725/check.py	1	CODE
LOW	src/tests/attach_pause/driver.py	1	CODE
LOW	src/tests/attach_pause/driver.py	8	CODE
LOW	src/cross/tests/accessibility/minidump_accessibility.py	1	CODE

TODO Padding9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/dbg/debugger.cpp	2206	//TODO: implement Windows 10 unicode debug string	COMMENT
LOW	src/dbg/analysis/recursiveanalysis.cpp	24	//TODO: implement queue to analyze multiple functions	COMMENT
LOW	src/cross/hex_viewer/File.h	7	// TODO: implement as mapped file	COMMENT
LOW	src/cross/ElfBug/ElfBug/thread/Registers.h	53	// TODO: implement	COMMENT
LOW	src/cross/ElfBug/ElfBug/thread/Thread.h	100	// TODO: implement via PTRACE_POKEUSER on debug register offsets	COMMENT
LOW	src/cross/ElfBug/ElfBug/process/Process.Memory.cpp	137	// TODO: implement via ptrace or /proc/pid/mem mprotect	COMMENT
LOW	src/cross/ElfBug/ElfBug/process/Process.h	54	// TODO: implement via mprotect + SIGSEGV handling	COMMENT
LOW	src/gui/Src/Gui/DisassemblerGraphView.cpp	46	//TODO: implement ^^^	COMMENT
LOW	src/gui/Src/Gui/CPUMultiDump.cpp	269	Q_UNUSED(firstAddress); // TODO: implement setTableOffset(firstAddress)	CODE

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/dbg/analysis/FunctionPass.cpp	79	// Step 1: Use any defined functions in the PE function table	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	84	// Step 2: for each block that contains a CALL flag,	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	119	// Step 3: Sort and remove duplicates	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	125	// Step 4: Find function ends	COMMENT
LOW⚡	src/dbg/analysis/FunctionPass.cpp	130	// Step 5: Find all orphaned blocks and repeat analysis process	COMMENT

Deep Nesting10 hits · 8 pts

Severity	File	Line	Context
LOW	.github/format/AStyleHelper.py	169	CODE
LOW	.github/format/AStyleHelper.py	309	CODE
LOW	src/test/screenreader/ui_dump.py	137	CODE
LOW	src/test/screenreader/ui_dump.py	438	CODE
LOW	src/test/screenreader/screenreader_check.py	84	CODE
LOW	src/test/screenreader/screenreader_check.py	151	CODE
LOW	src/cross/tests/accessibility/minidump_accessibility.py	159	CODE
LOW	src/cross/tests/accessibility/minidump_accessibility.py	311	CODE
LOW	src/cross/tests/accessibility/minidump_accessibility.py	464	CODE
LOW	src/cross/tests/accessibility/minidump_accessibility.py	587	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/gui/Src/ThirdPartyLibs/md4c/md4c.c	2541	#define MD_MARK_OPENER 0x04 /* Definitely opener. */	COMMENT
MEDIUM	src/gui/Src/ThirdPartyLibs/md4c/md4c.c	2542	#define MD_MARK_CLOSER 0x08 /* Definitely closer. */	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/tests/CMakeLists.txt	203	# random_dll intentionally remains excluded while its scaffold stays disabled.	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/test/screenreader/ui_dump.py	261	def _dump_visible_table_by_dataitems(	CODE
LOW	src/tests/run.py	193	def ensure_debug_engine_runtime(headless: Path, engine: str) -> None:	CODE

x64dbg/x64dbg

Open-Source Code Quality, Security and Technical Debt Review