1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-20

Last Push

4.3K

Stars

C++

Language

185.7K

Lines of Code

502

Files

188

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 5.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 185 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 5.3/100 · LOW

Which changes need focused human review? 188 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 5LOW 182

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 188 distinct pattern matches across 10 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 Block150 hits · 148 pts

Severity	File	Line	Snippet	Context
LOW	tools/RTProfileBuilderSample.cs	1	#region Usings	COMMENT
LOW	tools/RTProfileBuilderSample.cs	21	// you'll have to adjust on your own. This is a sample, and therefore not supported by the RT team (just by oduis)	COMMENT
LOW	tools/RTProfileBuilderSample.cs	41	// And you're done! The EXE is only called on opening the image editor and there is no PP3 already	COMMENT
LOW	tools/generateTranslationDiffs.py	1	#!/usr/bin/env python	COMMENT
LOW	rtgui/histogrampanel.h	21	#include <vector>	COMMENT
LOW	rtgui/filecatalog.h	21	#include <set>	COMMENT
LOW	rtgui/thumbbrowserentrybase.h	21	#include <atomic>	COMMENT
LOW	rtgui/filebrowserentry.h	21	#include <atomic>	COMMENT
LOW	rtgui/imagearea.h	21	#include <gtkmm.h>	COMMENT
LOW	rtgui/options.h	21	#include <set>	COMMENT
LOW	rtgui/options.h	41	#define THEMEREGEXSTR "^(.+)\\.css$"	COMMENT
LOW	rtgui/threadutils.h	21	// Uncomment this if you want to bypass the CMakeList options and force the values, but do not commit!	COMMENT
LOW	rtgui/threadutils.h	281	}	COMMENT
LOW	rtgui/toolpanelcoord.h	21	#include <unordered_set>	COMMENT
LOW	rtgui/toolpanelcoord.h	41	#include "tools/dirpyrdenoise.h"	COMMENT
LOW	rtgui/toolpanelcoord.h	61	#include "tools/locallab.h"	COMMENT
LOW	rtgui/toolpanelcoord.h	81	#include "tools/sharpenmicro.h"	COMMENT
LOW	rtgui/filepanel.h	21	#include <gtkmm.h>	COMMENT
LOW	rtgui/editorpanel.h	21		COMMENT
LOW	rtgui/filebrowser.h	21	#include "browserfilter.h"	COMMENT
LOW	rtgui/cropwindow.h	21	#include <list>	COMMENT
LOW	rtgui/tools/cropguide.h	21		COMMENT
LOW	rtgui/widgets/curves/mycurve.h	21	#include <vector>	COMMENT
LOW	rtengine/procparams.h	21	#include <array>	COMMENT
LOW	rtengine/helperavx.h	1	////////////////////////////////////////////////////////////////	COMMENT
LOW	rtengine/sleefsseavx.h	1	////////////////////////////////////////////////////////////////	COMMENT
LOW	rtengine/sleefsseavx.h	21	#include "helperavx.h"	COMMENT
LOW	rtengine/sleef.h	1	////////////////////////////////////////////////////////////////	COMMENT
LOW	rtengine/rtengine.h	21		COMMENT
LOW	rtengine/iimage.h	21	#include <utility>	COMMENT
LOW	rtengine/camconst.json	41		COMMENT
LOW	rtengine/camconst.json	61	// recent Nikon). For some rare cases where dcraw detects wrong black level we need to correct it with	COMMENT
LOW	rtengine/camconst.json	81	// Almost same as MaskedAreas DNG tag, used for black level measuring. Here up to two areas can be defined	COMMENT
LOW	rtengine/color.h	1981	// in case of !	COMMENT
LOW	rtengine/ashift_lsd.c	141	#include <stdio.h>	COMMENT
LOW	rtengine/ashift_lsd.c	2321	/*==================================================================================	COMMENT
LOW	rtengine/procevents.h	481	EvPixelshiftShowMotion = 451,	COMMENT
LOW	rtengine/bilateral2.h	21	#include <algorithm>	COMMENT
LOW	rtengine/simde_helper.h	21	#include <simde/simde-common.h>	COMMENT
LOW	rtengine/opthelper.h	1	////////////////////////////////////////////////////////////////	COMMENT
LOW	rtengine/opthelper.h	21	#pragma once	COMMENT
LOW	rtengine/ashift_dt.c	41		COMMENT
LOW	rtengine/ashift_dt.c	61	#define LSD_LOG_EPS 0.0 // LSD: detection threshold: -log10(NFA) > log_eps	COMMENT
LOW	rtengine/ashift_dt.c	81	#define NMS_GAMMA 2.0 // expansion coefficient for Nelder-Mead simplex	COMMENT
LOW	rtengine/StopWatch.h	21	#pragma once	COMMENT
LOW	rtengine/LUT.h	61	#include <algorithm>	COMMENT
LOW	rtengine/profiling.h	21		COMMENT
LOW	rtengine/profiling.h	41	#define RT_PROFILE_FUNC(TAG) ZoneNamed(RT_DEFAULT_ZONE_NAME, RT_IS_ACTIVE_ZONE(TAG))	COMMENT
LOW	rtengine/curves.h	21	#include <map>	COMMENT
LOW	rtengine/dcraw.c	21		COMMENT
LOW	rtengine/dcraw.c	41	#include <string.h>	COMMENT
LOW	rtengine/dcraw.c	61	typedef __int64 INT64;	COMMENT
LOW	rtengine/dcraw.c	81	#endif /* and Adobe Lossy DNGs */	COMMENT
LOW	rtengine/dcraw.c	161	#define CLASS	COMMENT
LOW	rtengine/helpersse2.h	1	////////////////////////////////////////////////////////////////	COMMENT
LOW	rtengine/helpersse2.h	41	//	COMMENT
LOW	rtengine/leanwindows.h	21		COMMENT
LOW	rtengine/rawimagesource.h	21	#include <array>	COMMENT
LOW	external/cJSON/include/cjson/cJSON.h	101		COMMENT
LOW	external/cJSON/src/cJSON.c	21	*/	COMMENT
90 more matches not shown…

Structural Annotation Overuse11 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	rtengine/ashift_dt.c	716	// Step 1: flip x and y coordinates (see above)	COMMENT
LOW⚡	rtengine/ashift_dt.c	723	// Step 2: rotation of image around its center	COMMENT
LOW	rtengine/ashift_dt.c	737	// Step 3: apply shearing	COMMENT
LOW	rtengine/ashift_dt.c	751	// Step 4: apply vertical lens shift effect	COMMENT
LOW	rtengine/ashift_dt.c	766	// Step 5: horizontal compression	COMMENT
LOW	rtengine/ashift_dt.c	779	// Step 6: flip x and y back again	COMMENT
LOW	rtengine/ashift_dt.c	793	// Step 7: now we can apply horizontal lens shift with the same matrix format as above	COMMENT
LOW	rtengine/ashift_dt.c	808	// Step 8: vertical compression	COMMENT
LOW	rtengine/ashift_dt.c	821	// Step 9: apply aspect ratio scaling	COMMENT
LOW	rtengine/ashift_dt.c	868	// Step 10: find x/y offsets and apply according correction so that	COMMENT
LOW	rtengine/LUT.h	341	// NOTE: This function requires LUTs which clips only at lower bound	COMMENT

AI Slop Vocabulary4 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	external/libraw/src/decoders/crx.cpp	1718	// Essentially R = round(median + P0 + 1.474*P3)	COMMENT
MEDIUM⚡	external/libraw/src/decoders/crx.cpp	1721	// Essentially G1 = round(median + P0 + P2 - 0.164P1 - 0.571P3)	COMMENT
MEDIUM⚡	external/libraw/src/decoders/crx.cpp	1724	// Essentially G2 = round(median + P0 - P2 - 0.164P1 - 0.571P3)	COMMENT
MEDIUM⚡	external/libraw/src/decoders/crx.cpp	1727	// Essentially B = round(median + P0 + 1.881*P1)	COMMENT

Verbosity Indicators10 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	rtengine/ashift_dt.c	716	// Step 1: flip x and y coordinates (see above)	COMMENT
LOW⚡	rtengine/ashift_dt.c	723	// Step 2: rotation of image around its center	COMMENT
LOW	rtengine/ashift_dt.c	737	// Step 3: apply shearing	COMMENT
LOW	rtengine/ashift_dt.c	751	// Step 4: apply vertical lens shift effect	COMMENT
LOW	rtengine/ashift_dt.c	766	// Step 5: horizontal compression	COMMENT
LOW	rtengine/ashift_dt.c	779	// Step 6: flip x and y back again	COMMENT
LOW	rtengine/ashift_dt.c	793	// Step 7: now we can apply horizontal lens shift with the same matrix format as above	COMMENT
LOW	rtengine/ashift_dt.c	808	// Step 8: vertical compression	COMMENT
LOW	rtengine/ashift_dt.c	821	// Step 9: apply aspect ratio scaling	COMMENT
LOW	rtengine/ashift_dt.c	868	// Step 10: find x/y offsets and apply according correction so that	COMMENT

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	tools/generateTranslationDiffs.py	299	def generate_english_locale_uk(	CODE
LOW	tools/generateTranslationDiffs.py	323	def get_english_uk_translations(default_file_lines: FileLines):	CODE
LOW	tools/generateTranslationDiffs.py	352	def get_english_uk_untranslated(us_lines: List[str]):	CODE
LOW	tools/generateTranslationDiffs.py	397	def get_translated_untranslated_lines(	CODE
LOW	tools/generateTranslationDiffs.py	493	def sort_changed_unchanged_lines(entries: List[TranslationEntry]):	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/update_camconst.py	66	except KeyError:	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	tools/generateTranslationDiffs.py	446	CODE
LOW	tools/generateTranslationDiffs.py	529	CODE
LOW	tools/update_camconst.py	40	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/osx/macosx_bundle.sh	515	# Create the fat main RawTherapee binary and move it into the new bundle	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/update_camconst.py	3		CODE
LOW	tools/findorphans.py	5		CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	external/libraw/src/decoders/pana8.cpp	167	{ // TODO: implement SSE load for SSE-enabled code	CODE

RawTherapee/RawTherapee

Open-Source Code Quality, Security and Technical Debt Review