2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.6K

Stars

C++

Language

161.0K

Lines of Code

828

Files

400

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 11.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 389 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 113 finding(s).

PR Review Velocity Impact 12.0/100 · LOW

Which changes need focused human review? 400 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 2MEDIUM 1LOW 397

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 400 distinct pattern matches across 13 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 Block262 hits · 247 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	101	# Force-include: clang-cl requires /FI<path> (no space, MSVC style).	COMMENT
LOW	CMakeLists.txt	121	# --offload-arch is required at link time to select the correct target.	COMMENT
LOW	CMakeLists.txt	181	# Force-include the single CUDA->HIP compat header on every HIP translation	COMMENT
LOW	CMakeLists.txt	381	# The build output directory doubles as the deployment payload	COMMENT
LOW	source/McpTools/Impl/McpNetworkTools.cpp	1	#include "McpNetworkTools.h"	COMMENT
LOW	source/McpTools/Impl/McpSimulationTools.cpp	1	#include "McpSimulationTools.h"	COMMENT
LOW	source/McpTools/Impl/McpGenomeEditTools.cpp	1	#include "McpGenomeEditTools.h"	COMMENT
LOW	source/McpTools/Impl/McpSelectionTools.cpp	1	#include "McpSelectionTools.h"	COMMENT
LOW	source/McpTools/Impl/McpTemporalTools.cpp	1	#include "McpTemporalTools.h"	COMMENT
LOW	source/McpTools/Impl/McpGenomeTools.cpp	1	#include "McpGenomeTools.h"	COMMENT
LOW	source/McpTools/Impl/McpEditTools.cpp	1	#include "McpEditTools.h"	COMMENT
LOW	source/McpTools/Impl/GenomeMassEditService.h	1	#pragma once	COMMENT
LOW	source/McpTools/Impl/McpInspectionTools.cpp	1	#include "McpInspectionTools.h"	COMMENT
LOW	source/McpTools/Impl/McpDocumentationTools.cpp	1	#include "McpDocumentationTools.h"	COMMENT
LOW	source/McpTools/Impl/McpCreatorTools.cpp	1	#include "McpCreatorTools.h"	COMMENT
LOW	source/McpTools/Impl/McpParameterTools.cpp	1	#include "McpParameterTools.h"	COMMENT
LOW	source/McpTools/Impl/McpParameterTools.cpp	21		COMMENT
LOW	source/McpTools/Impl/McpViewTools.cpp	1	#include "McpViewTools.h"	COMMENT
LOW	source/McpTools/Impl/GenomeMassEditService.cpp	1	#include "GenomeMassEditService.h"	COMMENT
LOW	source/McpTools/Impl/McpToolsFacadeImpl.cpp	1	#include "McpToolsFacadeImpl.h"	COMMENT
LOW	source/McpTools/Impl/McpMassOperationTools.cpp	1	#include "McpMassOperationTools.h"	COMMENT
LOW	…rce/McpTools/Impl/Tests/GenomeMassEditServiceTests.cpp	1	#include <ranges>	COMMENT
LOW	source/ConsoleUi/ConsoleInput.cpp	1	#include "ConsoleInput.h"	COMMENT
LOW	source/Network/McpServer.cpp	1	#include "McpServer.h"	COMMENT
LOW	source/Server/main.py	461	return False	COMMENT
LOW	source/Server/main.py	661	except (TypeError, ValueError):	COMMENT
LOW	source/Gui/Impl/BrowserUserListWidget.cpp	1	#include "BrowserUserListWidget.h"	COMMENT
LOW	source/Gui/Impl/NodeEditorWidget.cpp	1	#include "NodeEditorWidget.h"	COMMENT
LOW	source/Gui/Impl/LoginDialog.cpp	1	#include "LoginDialog.h"	COMMENT
LOW	source/Gui/Impl/ImageToPatternDialog.cpp	1	#include "ImageToPatternDialog.h"	COMMENT
LOW	source/Gui/Impl/MutationRatesWidget.cpp	1	#include "MutationRatesWidget.h"	COMMENT
LOW	source/Gui/Impl/AlienGui.h	1	#pragma once	COMMENT
LOW	source/Gui/Impl/MassEditDialog.cpp	1	#include "MassEditDialog.h"	COMMENT
LOW	source/Gui/Impl/ConsoleModeController.cpp	1	#include "ConsoleModeController.h"	COMMENT
LOW	source/Gui/Impl/McpController.cpp	1	#include "McpController.h"	COMMENT
LOW	source/Gui/Impl/EditSimulationDialog.cpp	1	#include "EditSimulationDialog.h"	COMMENT
LOW	source/Gui/Impl/DisplaySettingsDialog.cpp	1	#include "DisplaySettingsDialog.h"	COMMENT
LOW	source/Gui/Impl/GeneGraphWidget.cpp	1	#include "GeneGraphWidget.h"	COMMENT
LOW	source/Gui/Impl/SimulationParametersMainWindow.cpp	1	#include "SimulationParametersMainWindow.h"	COMMENT
LOW	source/Gui/Impl/TemporalControlWindow.cpp	1	#include "TemporalControlWindow.h"	COMMENT
LOW	source/Gui/Impl/OverlayController.cpp	1	#include "OverlayController.h"	COMMENT
LOW	source/Gui/Impl/SavePictureDialog.cpp	1	#include "SavePictureDialog.h"	COMMENT
LOW	source/Gui/Impl/PreviewWidget.cpp	1	#include "PreviewWidget.h"	COMMENT
LOW	source/Gui/Impl/SelectionWidget.cpp	1	#include "SelectionWidget.h"	COMMENT
LOW	source/Gui/Impl/DocumentationWindow.cpp	1	#include "DocumentationWindow.h"	COMMENT
LOW	source/Gui/Impl/McpWindow.cpp	1	#include "McpWindow.h"	COMMENT
LOW	source/Gui/Impl/CreaturePreviewWidget.cpp	1	#include "CreaturePreviewWidget.h"	COMMENT
LOW	source/Gui/Impl/SimulationInteractionController.cpp	1	#include "SimulationInteractionController.h"	COMMENT
LOW	source/Gui/Impl/InspectionController.cpp	1	#include "InspectionController.h"	COMMENT
LOW	source/Gui/Impl/AutosaveWindow.cpp	1	#include "AutosaveWindow.h"	COMMENT
LOW	source/Gui/Impl/NetworkTransferController.h	1	#pragma once	COMMENT
LOW	source/Gui/Impl/AutosaveController.cpp	1	#include "AutosaveController.h"	COMMENT
LOW	source/Gui/Impl/MarkdownRenderer.cpp	1	#include "MarkdownRenderer.h"	COMMENT
LOW	source/Gui/Impl/EvolutionDashboardWindow.cpp	1	#include "EvolutionDashboardWindow.h"	COMMENT
LOW	source/Gui/Impl/EditorController.cpp	1	#include "EditorController.h"	COMMENT
LOW	source/Gui/Impl/AlienGui.cpp	1	#include "AlienGui.h"	COMMENT
LOW	source/Gui/Impl/SpatialControlWindow.cpp	1	#include "SpatialControlWindow.h"	COMMENT
LOW	source/Gui/Impl/PictureGuiService.cpp	1	#include "PictureGuiService.h"	COMMENT
LOW	source/Gui/Impl/MainWindow.cpp	1	#include "MainWindow.h"	COMMENT
LOW	source/Gui/Impl/MainWindow.cpp	21	#include <Engine/Interface/SimulationFacade.h>	COMMENT
202 more matches not shown…

Hyper-Verbose Identifiers106 hits · 98 pts

Severity	File	Line	Snippet	Context
LOW⚡	source/Server/main.py	308	def _store_active_simulator_count(timestamp: datetime):	CODE
LOW⚡	source/Server/main.py	317	def _store_active_simulator_counts_hourly():	CODE
LOW⚡	source/Server/main.py	331	def start_active_simulator_history():	CODE
LOW⚡	source/Server/main.py	336	def stop_active_simulator_history():	CODE
LOW	source/Server/main.py	258	def _remove_inactive_simulators(now: float):	CODE
LOW	source/Server/main.py	286	def get_active_simulator_count():	CODE
LOW	source/Server/main.py	348	def get_active_simulator_history(response: Response):	CODE
LOW	source/Server/main.py	486	def _build_discord_multipart_body(boundary: str, payload: dict, picture: bytes) -> bytes:	CODE
LOW	source/Server/main.py	633	def _check_password_and_activation_code(user: "User", password: str, activation_code: str) -> bool:	CODE
LOW	source/Server/main.py	1056	def get_versioned_simulation_list(	CODE
LOW	source/Server/tests/test_active_simulators_api.py	31	def test_count_is_zero_without_list_fetches(app_client):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	35	def test_list_fetches_are_counted_per_address(app_client):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	46	def test_opted_in_clients_are_counted(app_client):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	52	def test_opted_out_clients_are_not_counted(app_client):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	58	def test_reports_are_counted_per_address(app_client):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	69	def test_report_and_list_fetch_from_one_address_count_once(app_client):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	78	def test_inactive_simulators_expire(app_client, monkeypatch):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	91	def test_addresses_are_not_stored_in_plain_text(app_client):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	97	def test_new_simulators_beyond_limit_are_ignored(app_client, monkeypatch):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	120	def test_history_is_empty_without_snapshots(app_client):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	124	def test_history_is_readable_from_other_origins(app_client):	CODE
LOW⚡	source/Server/tests/test_active_simulators_api.py	130	def test_snapshots_store_the_active_simulator_count(app_client, monkeypatch):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	145	def test_history_is_sorted_by_time(app_client, monkeypatch):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	158	def test_snapshots_are_skipped_during_warm_up(app_client):	CODE
LOW	source/Server/tests/test_active_simulators_api.py	174	def test_snapshots_are_taken_at_full_hours(app_client, monkeypatch):	CODE
LOW	source/Server/tests/conftest.py	24	def _bigint_as_integer_in_sqlite(_element, _compiler, **_kw):	CODE
LOW⚡	source/Server/tests/test_users_api.py	155	def test_activate_user_with_wrong_code_fails(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	161	def test_activate_user_with_wrong_password_fails(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	167	def test_activate_user_unknown_user_fails(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	172	def test_activate_user_accepts_optional_gpu(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	179	def test_login_success_sets_flags_and_gpu(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	611	def test_reset_password_wrong_email_fails(app_client, helpers):	CODE
LOW⚡	source/Server/tests/test_users_api.py	621	def test_reset_password_unknown_user_fails(app_client):	CODE
LOW⚡	source/Server/tests/test_users_api.py	629	def test_set_new_password_updates_credentials(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	19	def test_create_user_succeeds_and_persists_pending_user(app_client):	CODE
LOW	source/Server/tests/test_users_api.py	40	def test_create_user_rejects_name_with_spaces(app_client):	CODE
LOW	source/Server/tests/test_users_api.py	49	def test_create_user_rejects_empty_name(app_client):	CODE
LOW	source/Server/tests/test_users_api.py	66	def test_create_user_replaces_pending_record_with_same_name(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	80	def test_create_user_rejects_existing_activated_name(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	91	def test_create_user_rejects_email_of_activated_account(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	106	def test_create_user_rejects_email_differing_only_in_case_or_spaces(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	117	def test_create_user_replaces_pending_record_with_same_email(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	129	def test_create_user_accepts_email_freed_by_deleted_account(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	142	def test_activate_user_clears_activation_code(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	197	def test_login_stores_program_version(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	212	def test_login_without_version_succeeds(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	260	def test_logout_with_wrong_password_fails(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	269	def test_refresh_login_accumulates_seconds_capped_per_call(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	322	def test_refresh_login_caps_long_gap_at_max(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	365	def test_refresh_login_with_wrong_password_fails(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	375	def test_refresh_login_updates_gpu(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	393	def test_refresh_login_without_gpu_keeps_stored_gpu(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	410	def test_login_resets_clock_so_offline_time_is_not_counted(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	485	def test_delete_user_removes_row(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	499	def test_delete_user_cascades_to_userlikes_and_resources(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	555	def test_delete_user_wrong_password_fails(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	569	def test_delete_user_unknown_user_fails(app_client):	CODE
LOW	source/Server/tests/test_users_api.py	577	def test_reset_password_sets_new_activation_code(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	593	def test_reset_password_accepts_legacy_email_hash(app_client, helpers):	CODE
LOW	source/Server/tests/test_users_api.py	658	def test_set_new_password_wrong_activation_code_fails(app_client, helpers):	CODE
46 more matches not shown…

Structural Annotation Overuse9 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	resources/docs/first-creature.md	7	## Step 1: Prepare an empty world	COMMENT
LOW⚡	resources/docs/first-creature.md	19	## Step 2: Open the genome editor	COMMENT
LOW⚡	resources/docs/first-creature.md	29	## Step 3: Build a body	COMMENT
LOW⚡	resources/docs/first-creature.md	38	## Step 4: Give it eyes and legs	COMMENT
LOW	resources/docs/first-creature.md	50	## Step 5: Bring it to life	COMMENT
LOW	resources/docs/first-creature.md	57	## Step 6: Feed it	COMMENT
LOW	resources/docs/first-creature.md	68	## Step 7: Let it reproduce	COMMENT
LOW	source/Data/MassEditService.cpp	17	// Step 1: Group cells by creatureId	COMMENT
LOW	source/Data/MassEditService.cpp	29	// Step 2: For non-cell objects, find path-connected components via BFS	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	source/Engine/Impl/Tests/RadiationTests.cpp	19	// Set a very high radiation rate for all colors as requested	COMMENT

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	source/Server/main.py	326	except Exception:	CODE
LOW	source/Server/main.py	542	except Exception as exc:	CODE
LOW	source/Server/main.py	720	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	source/Server/main.py	933	except Exception:	CODE
LOW	source/Server/main.py	1195	except Exception:	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	source/Server/tests/conftest.py	49	except AttributeError:	CODE

Deep Nesting5 hits · 4 pts

Severity	File	Line	Context
LOW	source/Server/main.py	415	CODE
LOW	source/Server/main.py	696	CODE
LOW	source/Server/main.py	772	CODE
LOW	source/Server/main.py	1275	CODE
LOW	external/hip/hip_link_win.py	59	CODE

Unused Imports5 hits · 4 pts

Severity	File	Line	Context
LOW	source/Server/tests/test_active_simulators_api.py	3	CODE
LOW	source/Server/tests/conftest.py	8	CODE
LOW	source/Server/tests/conftest.py	11	CODE
LOW	source/Server/tests/test_users_api.py	8	CODE
LOW	source/Server/tests/test_resources_api.py	9	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	source/Server/tests/conftest.py	52	# Create the schema (the app normally does this in its startup hook).	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	source/Data/MassEditService.cpp	17	// Step 1: Group cells by creatureId	COMMENT
LOW	source/Data/MassEditService.cpp	29	// Step 2: For non-cell objects, find path-connected components via BFS	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	source/Server/main.py	948	# in that case we count nothing for this refresh and just set	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	external/WinReg/WinReg.hpp	745	// Don't forget to NUL-terminate the current string	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	source/Server/tests/conftest.py	133		CODE

chrxh/alien

Open-Source Code Quality, Security and Technical Debt Review