2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.0K

Stars

C++

Language

190.9K

Lines of Code

939

Files

408

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? 398 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 10.3/100 · LOW

Which changes need focused human review? 408 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 405

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 408 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 Block387 hits · 387 pts

Severity	File	Line	Snippet	Context
LOW	Packaging/apple/png2icns_tiger/png2icns_tiger.c	21	*/	COMMENT
LOW	Packaging/windows/mingw9x-prep.sh	1	#!/usr/bin/env bash	COMMENT
LOW	Packaging/windows/mingwxp-prep.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ject/app/src/main/java/org/libsdl/app/SDLActivity.java	1321	source = device.getSources();	COMMENT
LOW	test/pcx_to_clx_test.cpp	1	#include <cstddef>	COMMENT
LOW	test/pack_test.cpp	1	#include <cstdint>	COMMENT
LOW	test/dun_render_benchmark.cpp	1	#include <array>	COMMENT
LOW	test/mod_identity_test.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/palette_blending_test.cpp	1	#include "utils/palette_blending.hpp"	COMMENT
LOW	test/writehero_test.cpp	1	#include "player_test.h"	COMMENT
LOW	test/ui_test.hpp	21	#include "inv.h"	COMMENT
LOW	test/light_render_benchmark.cpp	1	#include <array>	COMMENT
LOW	test/store_transaction_test.cpp	21	* where 5 is PreviousScrollPos (set by ScrollVendorStore).	COMMENT
LOW	test/store_transaction_test.cpp	41	#include "storm/storm_net.hpp"	COMMENT
LOW	test/panel_state_test.cpp	21	#include "panels/quest_log.hpp"	COMMENT
LOW	test/visual_store_test.cpp	21	#include <algorithm>	COMMENT
LOW	test/timedemo_test.cpp	1	#include <filesystem>	COMMENT
LOW	test/text_render_integration_test.cpp	1	#include <gmock/gmock.h>	COMMENT
LOW	test/text_render_integration_test.cpp	21	#include "engine/load_file.hpp"	COMMENT
LOW	test/reencode_dun_cels_test.cpp	1	#include "levels/reencode_dun_cels.hpp"	COMMENT
LOW	CMake/platforms/debian-cross-pkg-config.sh	1	#!/bin/sh	COMMENT
LOW	Source/hwcursor.cpp	1	#include "hwcursor.hpp"	COMMENT
LOW	Source/hwcursor.cpp	21		COMMENT
LOW	Source/gmenu.cpp	1	/**	COMMENT
LOW	Source/gmenu.cpp	21	#include "DiabloUI/ui_flags.hpp"	COMMENT
LOW	Source/effects.cpp	1	/**	COMMENT
LOW	Source/init.hpp	1	/**	COMMENT
LOW	Source/capture.cpp	1	/**	COMMENT
LOW	Source/capture.cpp	21	#endif	COMMENT
LOW	Source/player.cpp	1	/**	COMMENT
LOW	Source/player.cpp	21	#include "dead.h"	COMMENT
LOW	Source/player.cpp	41	#include "loadsave.h"	COMMENT
LOW	Source/monster.h	1	/**	COMMENT
LOW	Source/monster.h	21	#include "engine/point.hpp"	COMMENT
LOW	Source/diablo_msg.cpp	1	/**	COMMENT
LOW	Source/monster.cpp	1	/**	COMMENT
LOW	Source/monster.cpp	21	#include <numeric>	COMMENT
LOW	Source/monster.cpp	41	#include "effects.h"	COMMENT
LOW	Source/monster.cpp	61	#include "items.h"	COMMENT
LOW	Source/monster.cpp	81	#include "sound_effect_enums.h"	COMMENT
LOW	Source/pfile.h	1	/**	COMMENT
LOW	Source/stores.h	1	/**	COMMENT
LOW	Source/objects.cpp	1	/**	COMMENT
LOW	Source/objects.cpp	21	#endif	COMMENT
LOW	Source/objects.cpp	41	#include "qol/stash.h"	COMMENT
LOW	Source/help.cpp	1	/**	COMMENT
LOW	Source/menu.cpp	1	/**	COMMENT
LOW	Source/pack.cpp	1	/**	COMMENT
LOW	Source/player.h	1	/**	COMMENT
LOW	Source/player.h	21	#include "engine/point.hpp"	COMMENT
LOW	Source/options.cpp	1	/**	COMMENT
LOW	Source/options.cpp	21	#ifdef USE_SDL3	COMMENT
LOW	Source/options.cpp	41	#include "utils/format.hpp"	COMMENT
LOW	Source/inv.cpp	1	/**	COMMENT
LOW	Source/inv.cpp	21	#include "controls/plrctrls.h"	COMMENT
LOW	Source/inv.cpp	41	#include "qol/visual_store.h"	COMMENT
LOW	Source/inv.cpp	841	// otherwise one hand is empty (and we can let the auto-equip code put the target item into	COMMENT
LOW	Source/nthread.cpp	1	/**	COMMENT
LOW	Source/minitext.cpp	1	/**	COMMENT
LOW	Source/options.h	1	#pragma once	COMMENT
327 more matches not shown…

Unused Imports9 hits · 9 pts

Severity	File	Line	Context
LOW	Packaging/cpi-gamesh/__init__.py	3	CODE
LOW	Packaging/cpi-gamesh/__init__.py	4	CODE
LOW	Packaging/cpi-gamesh/__init__.py	5	CODE
LOW	Packaging/cpi-gamesh/__init__.py	5	CODE
LOW	Packaging/cpi-gamesh/__init__.py	14	CODE
LOW	Packaging/cpi-gamesh/__init__.py	14	CODE
LOW	Packaging/cpi-gamesh/__init__.py	15	CODE
LOW	Packaging/cpi-gamesh/__init__.py	16	CODE
LOW	tools/gdb/devilution_gdb/__init__.py	6	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	Packaging/emscripten/index.html	345	// application robust, you may want to override this behavior before shipping!	COMMENT
LOW	Packaging/OpenDingux/build.sh	46	# If a TOOLCHAIN environment variable is set, just use that.	COMMENT
MEDIUM	…oject/app/src/main/java/org/libsdl/app/SDLSurface.java	231	// if we are. We'll leverage our existing mouse motion listener	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	Packaging/cpi-gamesh/__init__.py	108	except:	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	Packaging/cpi-gamesh/__init__.py	231	CODE
LOW	tools/validate_translations.py	9	CODE
LOW	tools/extract_translation_data.py	52	CODE
LOW	tools/segmenter/segmenter_lib.py	97	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…oject/app/src/main/java/org/libsdl/app/SDLSurface.java	230	// We need to check if we're in relative mouse mode and get the axis offset rather than the x/y values	COMMENT
LOW	Source/vision.cpp	79	// grid, so we need to check if a ray can pass through	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	3rdParty/tl/function_ref.hpp	128	/// Example usage:	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Source/lua/autocomplete.cpp	43	sol::protected_function LoadLuaFunctionSignatureGetter(sol::state &lua)	CODE

diasurgical/DevilutionX

Open-Source Code Quality, Security and Technical Debt Review