1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.7K

Stars

C++

Language

240.1K

Lines of Code

652

Files

418

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 8.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 418 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 8.6/100 · LOW

Which changes need focused human review? 418 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 3LOW 414

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 418 distinct pattern matches across 9 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 Block400 hits · 400 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	###########################################################################	COMMENT
LOW	docs/assets/js/accessibility-manager.js	101	return this.createAccessibleElement( {...options, elementType : 'button' } );	COMMENT
LOW	ios/ShaderTypes.h	1	//	COMMENT
LOW	script/agg/extract_agg.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/demo/download_demo_version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/demo/download_demo_version_for_app_bundle.sh	1	#!/bin/zsh	COMMENT
LOW	script/tools/check_copyright_headers.sh	1	#!/bin/bash	COMMENT
LOW	script/tools/check_code_format.sh	1	#!/bin/bash	COMMENT
LOW	script/tools/changelog_update_metainfo.py	1	#!/usr/bin/env python3	COMMENT
LOW	script/tools/check_copyright_headers.py	1	#!/usr/bin/env python3	COMMENT
LOW	script/tools/copyright_headers/full_header_script.txt	1	###########################################################################	COMMENT
LOW	…ipt/tools/copyright_headers/header_template_script.txt	1	###########################################################################	COMMENT
LOW	script/macos/cleanup_app_bundle_files.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/homm2/extract_homm2_resources_from_cd_image.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/homm2/extract_homm2_resources_for_app_bundle.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/homm2/extract_homm2_resources_for_app_bundle.sh	21	###########################################################################	COMMENT
LOW	script/homm2/extract_homm2_resources.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/ios/install_packages.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/linux/install_sdl2_dev.sh	1	#!/bin/bash	COMMENT
LOW	script/linux/install_sdl2.sh	1	#!/bin/bash	COMMENT
LOW	script/android/install_packages.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/CMakeLists.txt	1	###########################################################################	COMMENT
LOW	src/tools/xmi2midi.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/tools/til2img.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/tools/pal2img.cpp	21	#include <cstdint>	COMMENT
LOW	src/tools/CMakeLists.txt	1	###########################################################################	COMMENT
LOW	src/tools/82m2wav.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/tools/h2dmgr.cpp	21	#include <algorithm>	COMMENT
LOW	src/tools/icn2img.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/tools/bin2txt.cpp	21	#include <algorithm>	COMMENT
LOW	src/tools/extractor.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/CMakeLists.txt	1	###########################################################################	COMMENT
LOW	src/fheroes2/agg/bin_info.cpp	21	#include "bin_info.h"	COMMENT
LOW	src/fheroes2/battle/battle_main.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_main.cpp	41	#include "campaign_savedata.h"	COMMENT
LOW	src/fheroes2/battle/battle_only.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_only.cpp	41	#include "game_assets.h"	COMMENT
LOW	src/fheroes2/battle/battle_pathfinding.cpp	21	#include "battle_pathfinding.h"	COMMENT
LOW	src/fheroes2/battle/battle_board.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_army.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_arena.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_arena.cpp	41	#include "artifact_info.h"	COMMENT
LOW	src/fheroes2/battle/battle_interface.h	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_tower.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_interface_settings.cpp	21	#include "battle_interface_settings.h"	COMMENT
LOW	src/fheroes2/battle/battle_troop.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_troop.cpp	41	#include "battle_tower.h"	COMMENT
LOW	src/fheroes2/battle/battle_troop.h	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_dialogs.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_dialogs.cpp	41	#include "color.h"	COMMENT
LOW	src/fheroes2/battle/battle_dialogs.cpp	61	#include "players.h"	COMMENT
LOW	src/fheroes2/battle/battle_army.h	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_catapult.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_only.h	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_interface.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_interface.cpp	41	#include "audio_manager.h"	COMMENT
LOW	src/fheroes2/battle/battle_interface.cpp	61	#include "logging.h"	COMMENT
LOW	src/fheroes2/battle/battle_action.cpp	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
LOW	src/fheroes2/battle/battle_action.cpp	41	#include "battle_bridge.h"	COMMENT
LOW	src/fheroes2/battle/battle_arena.h	21	* 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA. *	COMMENT
340 more matches not shown…

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/fheroes2/maps/maps_tiles.h	55	TERRAIN_LAYER = 3 // Roads, water flaws and cracks. Essentially everything what is a part of terrain. No passabi	CODE
MEDIUM	src/fheroes2/gui/ui_keyboard.h	30	// As a solution we should utilize an in-game virtual keyboard which supports all code pages available by the engine	COMMENT
MEDIUM	src/fheroes2/gui/interface_gamearea.cpp	464	// 3 - roads, water flaws and cracks. Essentially everything what is a part of terrain.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/fheroes2/ai/ai_hero_action.cpp	2252	// At the moment, this kind of movement using regular paths generated by AI pathfinder is only possible to the	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	src/fheroes2/maps/map_random_generator.cpp	883	// Step 8: Place power-ups and treasure clusters while avoiding the paths.	COMMENT
LOW	src/fheroes2/maps/map_random_generator.cpp	910	// Step 9: Detect and fill empty areas with decorative/flavour objects.	COMMENT
LOW	src/fheroes2/maps/map_random_generator.cpp	921	// Step 10: Place missing monsters.	COMMENT
LOW	src/fheroes2/editor/editor_interface.cpp	638	// We need to check if the object being removed is a River Delta, and if so, use that data to update	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/fheroes2/maps/map_random_generator.cpp	883	// Step 8: Place power-ups and treasure clusters while avoiding the paths.	COMMENT
LOW	src/fheroes2/maps/map_random_generator.cpp	910	// Step 9: Detect and fill empty areas with decorative/flavour objects.	COMMENT
LOW	src/fheroes2/maps/map_random_generator.cpp	921	// Step 10: Place missing monsters.	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/fheroes2/ai/ai_battle_spell.cpp	856	// TODO: implement Teleport for Hypnotized units.	COMMENT
LOW	src/fheroes2/ai/ai_battle_spell.cpp	863	// TODO: implement Teleport usage for defense.	COMMENT
LOW	src/fheroes2/ai/ai_battle_spell.cpp	877	// TODO: implement Teleport usage for shooters.	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/fheroes2/kingdom/view_world.cpp	787	// Don't forget to reset the interface settings back if necessary	COMMENT
LOW	src/fheroes2/ai/ai_planner_hero.cpp	1117	// If you make a new secondary skill don't forget to update this.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	script/macos/cleanup_app_bundle_files.sh	54	# Check if either target directory exists	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	script/tools/check_copyright_headers.py	63		CODE

ihhub/fheroes2

Open-Source Code Quality, Security and Technical Debt Review