2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

38.2K

Stars

Language

206.0K

Lines of Code

519

Files

433

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 10.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 433 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 10.3/100 · LOW

Which changes need focused human review? 433 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 4LOW 428

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 433 distinct pattern matches across 5 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 Block426 hits · 412 pts

Severity	File	Line	Snippet	Context
LOW	_pre-commit.sh	1	#!/bin/sh	COMMENT
LOW	res/setup/resource.h	1	//{{NO_DEPENDENCIES}}	COMMENT
LOW	src/xml.c	21	* TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE	COMMENT
LOW	src/localization.h	21	#include <stddef.h>	COMMENT
LOW	src/rufus.c	21	#include <stdlib.h>	COMMENT
LOW	src/rufus.c	41		COMMENT
LOW	src/rufus.c	3381	};	COMMENT
LOW	src/process.c	21	* You should have received a copy of the GNU General Public License	COMMENT
LOW	src/ui.h	21	#include <stdint.h>	COMMENT
LOW	src/ui.h	61	UPT_ETA,	COMMENT
LOW	src/settings.h	21	#include "rufus.h"	COMMENT
LOW	src/settings.h	41	#define SETTING_DISABLE_VHDS "DisableVHDs"	COMMENT
LOW	src/format_fat32.c	21	#ifdef _CRTDBG_MAP_ALLOC	COMMENT
LOW	src/format_fat32.c	361	// Sector 0 Boot Sector	COMMENT
LOW	src/format.c	21	#include <crtdbg.h>	COMMENT
LOW	src/format.c	41	#include "resource.h"	COMMENT
LOW	src/vhd.c	21	// because we must apply a delay-loading workaround, and that workaround	COMMENT
LOW	src/format_ext.c	21	#include <stdlib.h>	COMMENT
LOW	src/stdio.c	21	#include <stdlib.h>	COMMENT
LOW	src/stdio.c	761	return res;	COMMENT
LOW	src/smart.h	21	* along with this program. If not, see <http://www.gnu.org/licenses/>.	COMMENT
LOW	src/smart.h	41	#define USB_JMICRON_ATA_PASSTHROUGH 0xdf	COMMENT
LOW	src/smart.h	61		COMMENT
LOW	src/drive.h	21	#include <stdint.h>	COMMENT
LOW	src/drive.h	41	#define PI_MAIN 0	COMMENT
LOW	src/drive.h	281	HRESULT (STDMETHODCALLTYPE Wait)(__RPC__in IVdsAsync This, __RPC__out HRESULT *pHrResult, __RPC__out VDS_ASYNC_OUTPUT	COMMENT
LOW	src/drive.h	301	#define IVdsPack_Release(This) (This)->lpVtbl->Release(This)	COMMENT
LOW	src/dos.c	21	/* Memory leaks detection - define _CRTDBG_MAP_ALLOC as preprocessor macro */	COMMENT
LOW	src/dos.c	41	static DWORD DiskImageSize;	COMMENT
LOW	src/hash.c	61		COMMENT
LOW	src/hash.c	81		COMMENT
LOW	src/dev.h	21	#include <cfgmgr32.h>	COMMENT
LOW	src/msapi_utf8.h	21	* You should have received a copy of the GNU Lesser General Public	COMMENT
LOW	src/msapi_utf8.h	41	#include <sys/types.h>	COMMENT
LOW	src/msapi_utf8.h	61	WideCharToMultiByte(CP_UTF8, 0, wsrc, -1, NULL, 0, NULL, NULL)	COMMENT
LOW	src/dos_locale.c	21	#ifdef _CRTDBG_MAP_ALLOC	COMMENT
LOW	src/missing.h	21	#include <intrin.h>	COMMENT
LOW	src/missing.h	41		COMMENT
LOW	src/missing.h	61	#pragma intrinsic(_byteswap_ushort)	COMMENT
LOW	src/missing.h	161	return r;	COMMENT
LOW	src/missing.h	181	#define INTERNET_OPTION_HTTP_DECODING 65	COMMENT
LOW	src/missing.h	201	#define IMAGE_FILE_MACHINE_LOONGARCH32 0x6232	COMMENT
LOW	src/ntdll.h	21	* You should have received a copy of the GNU General Public License	COMMENT
LOW	src/ntdll.h	41	#define STATUS_ACCESS_DENIED ((NTSTATUS)0xC0000022L)	COMMENT
LOW	src/ntdll.h	241	} RTL_HEAP_PARAMETERS, *PRTL_HEAP_PARAMETERS;	COMMENT
LOW	src/ntdll.h	261	// Privileges	COMMENT
LOW	src/ntdll.h	281	#define SE_SHUTDOWN_PRIVILEGE (19L)	COMMENT
LOW	src/localization.c	21	#ifdef _CRTDBG_MAP_ALLOC	COMMENT
LOW	src/rufus.h	21	#include <inttypes.h>	COMMENT
LOW	src/rufus.h	41		COMMENT
LOW	src/rufus.h	61	#define LEFT_TO_RIGHT_MARK "\u200e"	COMMENT
LOW	src/rufus.h	81	#define MAX_LOG_SIZE 0x7FFFFFFE	COMMENT
LOW	src/rufus.h	101	#define SEARCH_PROCESS_TIMEOUT 5000 // How long we should wait to get the conflicting process data (in ms)	COMMENT
LOW	src/rufus.h	121	#define RSA_SIGNATURE_SIZE 256	COMMENT
LOW	src/rufus.h	141	#define OSCDIMG_HASH "2000160b2c5044691b2f9a0ac308e5207f273d4880a572457af16d05886ba861"	COMMENT
LOW	src/rufus.h	161	#define ARRAYSIZE(A) (sizeof(A)/sizeof((A)[0]))	COMMENT
LOW	src/rufus.h	181	}	COMMENT
LOW	src/rufus.h	201	#define static_sprintf(dst, ...) safe_sprintf(dst, sizeof(dst), __VA_ARGS__)	COMMENT
LOW	src/rufus.h	221	extern void uprintfs(const char *str);	COMMENT
LOW	src/rufus.h	361	#define NB_OLD_C32 2	COMMENT
366 more matches not shown…

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	res/scripts/loadcfg.py	17	# Create a temp file as our source	COMMENT
MEDIUM	src/localization_data.sh	9	# Create the first sed command file	COMMENT
MEDIUM	src/localization_data.sh	68	# Create the second sed command file	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/bled/bled_size.c	4	* Mostly generated by AI - No copyright assigned.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/xml.c	1076	#ifdef EZXML_TEST // test harness	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/ui.c	317	// Don't forget to add the dialog border width, since we resize the whole dialog	COMMENT
LOW	src/ui.c	515	// Don't forget to scroll the edit to the bottom after resize	COMMENT

pbatard/rufus

Open-Source Code Quality, Security and Technical Debt Review