0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.0K

Stars

C++

Language

446.9K

Lines of Code

949

Files

242

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 218 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 24 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 242 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 2LOW 239

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 242 distinct pattern matches across 8 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 Block194 hits · 194 pts

Severity	File	Line	Snippet	Context
LOW	…btiled-java/src/test/resources/sewer_automap/rules.txt	1	# rules.txt	COMMENT
LOW	…btiled-java/src/test/resources/sewer_automap/rules.txt	21	# all other lines will be parsed and treated as filenames.	COMMENT
LOW	…btiled-java/src/test/resources/sewer_automap/rules.txt	41	# "DeleteTiles" = "true", "false" - This property determines if all tiles in the	COMMENT
LOW	…btiled-java/src/test/resources/sewer_automap/rules.txt	101	#	COMMENT
LOW	docs/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	docs/conf.py	61	project = 'Tiled'	COMMENT
LOW	docs/conf.py	161	# 'papersize': 'letterpaper',	COMMENT
LOW	examples/sewer_automap/rules.txt	1	# rules.txt	COMMENT
LOW	examples/sewer_automap/rules.txt	21	# all other lines will be parsed and treated as filenames.	COMMENT
LOW	examples/sewer_automap/rules.txt	41	# "DeleteTiles" = "true", "false" - This property determines if all tiles in the	COMMENT
LOW	examples/sewer_automap/rules.txt	101	#	COMMENT
LOW	src/tiled/tileseteditor.cpp	21	#include "tileseteditor.h"	COMMENT
LOW	src/tiled/tileseteditor.cpp	41	#include "preferences.h"	COMMENT
LOW	src/tiled/tileseteditor.cpp	61	#include <QAction>	COMMENT
LOW	src/tiled/wangtemplateview.cpp	21		COMMENT
LOW	src/tiled/abstractobjecttool.cpp	21	#include "abstractobjecttool.h"	COMMENT
LOW	src/tiled/mapdocumentactionhandler.cpp	21		COMMENT
LOW	src/tiled/mapdocumentactionhandler.cpp	41	#include "objectreferenceshelper.h"	COMMENT
LOW	src/tiled/scriptedtool.cpp	21	#include "scriptedtool.h"	COMMENT
LOW	src/tiled/worldmovemaptool.cpp	21	#include "worldmovemaptool.h"	COMMENT
LOW	src/tiled/preferencesdialog.cpp	21	#include "preferencesdialog.h"	COMMENT
LOW	src/tiled/propertiesview.cpp	21	#include "propertiesview.h"	COMMENT
LOW	src/tiled/utils.cpp	21	#include "utils.h"	COMMENT
LOW	src/tiled/utils.cpp	41	#include <QLayout>	COMMENT
LOW	src/tiled/pch.h	1	#include <algorithm>	COMMENT
LOW	src/tiled/pch.h	21		COMMENT
LOW	src/tiled/objectselectionitem.cpp	21	#include "objectselectionitem.h"	COMMENT
LOW	src/tiled/tilestampmanager.cpp	21		COMMENT
LOW	src/tiled/variantmapproperty.cpp	21	#include "variantmapproperty.h"	COMMENT
LOW	src/tiled/wangdock.cpp	21		COMMENT
LOW	src/tiled/wangdock.cpp	41	#include <QAction>	COMMENT
LOW	src/tiled/preferences.cpp	21		COMMENT
LOW	src/tiled/raiselowerhelper.cpp	21	#include "raiselowerhelper.h"	COMMENT
LOW	src/tiled/createobjecttool.cpp	21	#include "createobjecttool.h"	COMMENT
LOW	src/tiled/consoledock.cpp	21		COMMENT
LOW	src/tiled/noeditorwidget.cpp	21	#include "noeditorwidget.h"	COMMENT
LOW	src/tiled/brokenlinks.cpp	21	#include "brokenlinks.h"	COMMENT
LOW	src/tiled/brokenlinks.cpp	41		COMMENT
LOW	src/tiled/mapdocument.cpp	21		COMMENT
LOW	src/tiled/mapdocument.cpp	41	#include "imagelayer.h"	COMMENT
LOW	src/tiled/mapdocument.cpp	61	#include "tilelayer.h"	COMMENT
LOW	src/tiled/wangsetview.cpp	21	#include "wangsetview.h"	COMMENT
LOW	src/tiled/templatesdock.cpp	21		COMMENT
LOW	src/tiled/templatesdock.cpp	41	#include <QBoxLayout>	COMMENT
LOW	src/tiled/wangbrush.cpp	21		COMMENT
LOW	src/tiled/newsbutton.cpp	21	#include "newsbutton.h"	COMMENT
LOW	src/tiled/layermodel.cpp	21	#include "layermodel.h"	COMMENT
LOW	src/tiled/documentmanager.cpp	21		COMMENT
LOW	src/tiled/documentmanager.cpp	41	#include "projectmanager.h"	COMMENT
LOW	src/tiled/projectmodel.h	21	#pragma once	COMMENT
LOW	src/tiled/tilesetdocument.cpp	21	#include "tilesetdocument.h"	COMMENT
LOW	src/tiled/propertytypeseditor.cpp	21	#include "propertytypeseditor.h"	COMMENT
LOW	src/tiled/newmapdialog.cpp	21	#include "newmapdialog.h"	COMMENT
LOW	src/tiled/tilestampsdock.cpp	21	#include "tilestampsdock.h"	COMMENT
LOW	src/tiled/propertyeditorwidgets.cpp	21	#include "propertyeditorwidgets.h"	COMMENT
LOW	src/tiled/command.cpp	21	#include "command.h"	COMMENT
LOW	src/tiled/exportasimagedialog.cpp	21	#include "exportasimagedialog.h"	COMMENT
LOW	src/tiled/automapperwrapper.cpp	21		COMMENT
LOW	src/tiled/mapitem.cpp	21	#include "mapitem.h"	COMMENT
LOW	src/tiled/tilesetview.cpp	21	#include "tilesetview.h"	COMMENT
134 more matches not shown…

Unused Imports24 hits · 24 pts

Severity	File	Line	Context
LOW	docs/conf.py	24	CODE
LOW	src/plugins/python/qtbinding.py	21	CODE
LOW	src/plugins/python/qtbinding.py	22	CODE
LOW	src/plugins/python/qtbinding.py	23	CODE
LOW	src/plugins/python/qtbinding.py	24	CODE
LOW	src/plugins/python/tiledbinding.py	22	CODE
LOW	src/plugins/python/tiledbinding.py	24	CODE
LOW	src/plugins/python/tiledbinding.py	25	CODE
LOW	src/plugins/python/scripts/pk2.py	10	CODE
LOW	src/plugins/python/scripts/pk2.py	12	CODE
LOW	src/plugins/python/scripts/pk2.py	12	CODE
LOW	src/plugins/python/scripts/zst.py	10	CODE
LOW	src/plugins/python/scripts/zst.py	11	CODE
LOW	src/plugins/python/scripts/zst.py	11	CODE
LOW	src/plugins/python/scripts/zst.py	13	CODE
LOW	src/plugins/python/scripts/zst.py	13	CODE
LOW	src/plugins/python/scripts/zst.py	13	CODE
LOW	src/plugins/python/scripts/tileset.py	6	CODE
LOW	src/plugins/python/scripts/fotf.py	6	CODE
LOW	src/plugins/python/scripts/fotf.py	10	CODE
LOW	src/plugins/python/scripts/mappy.py	12	CODE
LOW	src/plugins/python/scripts/mappy.py	12	CODE
LOW	src/plugins/python/scripts/lib/mappy_types.py	2	CODE
LOW	src/plugins/python/scripts/lib/lbm.py	19	CODE

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	src/plugins/python/scripts/pk2.py	120	CODE
LOW	src/plugins/python/scripts/pk2.py	209	CODE
LOW	src/plugins/python/scripts/pk2.py	241	CODE
LOW	src/plugins/python/scripts/zst.py	31	CODE
LOW	src/plugins/python/scripts/fotf.py	60	CODE
LOW	src/plugins/python/scripts/fotf.py	116	CODE
LOW	src/plugins/python/scripts/mappy.py	165	CODE
LOW	src/plugins/python/scripts/mappy.py	215	CODE
LOW	src/plugins/python/scripts/lib/cpystruct.py	236	CODE
LOW	src/plugins/python/scripts/lib/cpystruct.py	65	CODE
LOW	src/plugins/python/scripts/lib/cpystruct.py	75	CODE
LOW	src/plugins/python/scripts/lib/cpystruct.py	121	CODE
LOW	src/plugins/python/scripts/lib/lbm.py	64	CODE
LOW	src/plugins/python/scripts/lib/lbm.py	97	CODE

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	641	// Step 1: Read template if present	COMMENT
LOW⚡	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	648	// Step 2: Read TMX attributes	COMMENT
LOW	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	671	// Step 3: Create object with merged values	COMMENT

Structural Annotation Overuse3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	641	// Step 1: Read template if present	COMMENT
LOW⚡	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	648	// Step 2: Read TMX attributes	COMMENT
LOW	…-java/src/main/java/org/mapeditor/io/TMXMapReader.java	671	// Step 3: Create object with merged values	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	snap/snapcraft.yaml	75	# Create a Qt profile from this qmake, base it on gcc, and make it default.	COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/manual/automapping.md	365	For Automap While Drawing to work correctly, you may also need to increase the [AutomappingRadius](#AutomappingRadiu	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/plugins/python/scripts/pk2.py	151	def find_case_insensitive_filename(path, fn):	CODE

mapeditor/tiled

Open-Source Code Quality, Security and Technical Debt Review