0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.9K

Stars

Language

2.0M

Lines of Code

14.4K

Files

1.7K

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1659 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 1686 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 7HIGH 4MEDIUM 47LOW 1628

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 1686 distinct pattern matches across 18 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 Block1572 hits · 1570 pts

Severity	File	Line	Snippet	Context
LOW	Content.Shared.Database/NoteSeverity.cs	1	namespace Content.Shared.Database	COMMENT
LOW	Content.Shared.Database/Bans.cs	1	namespace Content.Shared.Database;	COMMENT
LOW	Content.Shared.Database/LogType.cs	1	namespace Content.Shared.Database;	COMMENT
LOW	Content.Shared.Database/LogType.cs	21		COMMENT
LOW	Content.Shared.Database/LogType.cs	41	EventStopped = 7,	COMMENT
LOW	Content.Shared.Database/LogType.cs	61	ExplosiveDepressurization = 10,	COMMENT
LOW	Content.Shared.Database/LogType.cs	81	ChemicalReaction = 17,	COMMENT
LOW	Content.Shared.Database/LogType.cs	101	CanisterPurged = 22,	COMMENT
LOW	Content.Shared.Database/LogType.cs	141		COMMENT
LOW	Content.Shared.Database/LogType.cs	161		COMMENT
LOW	Content.Shared.Database/LogType.cs	181		COMMENT
LOW	Content.Shared.Database/LogType.cs	221	/// Entity received electrocution damage.	COMMENT
LOW	Content.Shared.Database/LogType.cs	241	/// A player changed transfer rate on atmos device.	COMMENT
LOW	Content.Shared.Database/LogType.cs	261	/// A player took ghost role.	COMMENT
LOW	Content.Shared.Database/LogType.cs	281	/// Construction related interactions.	COMMENT
LOW	Content.Shared.Database/LogType.cs	301	/// Emergency shuttle related interactions.	COMMENT
LOW	Content.Shared.Database/LogType.cs	321	/// A player cut a cable.	COMMENT
LOW	Content.Shared.Database/LogType.cs	341	/// A player caused stamina damage or entered stamina crit.	COMMENT
LOW	Content.Shared.Database/LogType.cs	361	/// Cutting, mending and pulsing of wires.	COMMENT
LOW	Content.Shared.Database/LogType.cs	381	/// Entity was configured.	COMMENT
LOW	Content.Shared.Database/LogType.cs	401	/// A player changed temperature on atmos device.	COMMENT
LOW	Content.Shared.Database/LogType.cs	421	RateLimited = 91,	COMMENT
LOW	Content.Shared.Database/LogType.cs	441	GhostWarp = 95,	COMMENT
LOW	Content.Shared.Database/LogType.cs	461	AntagSelection = 99,	COMMENT
LOW	Content.Shared.Database/NoteType.cs	21	/// </summary>	COMMENT
LOW	Tools/iconsmooth_lib.py	1	#!/usr/bin/env python3	COMMENT
LOW	Tools/iconsmooth_inv.py	1	#!/usr/bin/env python3	COMMENT
LOW	Tools/iconsmooth.py	1	#!/usr/bin/env python3	COMMENT
LOW	Tools/singulo.m	1	# This is a script to be loaded into GNU Octave.	COMMENT
LOW	Content.Server.Database/Model.Ban.cs	61	// modelBuilder.Entity<BanAddress>()	COMMENT
LOW	Content.Server.Database/Model.Ban.cs	81	/// <para>	COMMENT
LOW	Content.Server.Database/Model.Ban.cs	101		COMMENT
LOW	Content.Server.Database/Model.Ban.cs	141	/// </summary>	COMMENT
LOW	Content.Server.Database/Model.Ban.cs	301	/// An explicit repeal of a <see cref="Ban"/> by an administrator.	COMMENT
LOW	Content.Server.Database/Model.CustomVoteLog.cs	41	/// The time the vote was created at.	COMMENT
LOW	Content.Server.Database/Model.CustomVoteLog.cs	61	/// The playing-facing options the vote has.	COMMENT
LOW	Content.Server.Database/Model.CustomVoteLog.cs	81	/// <summary>	COMMENT
LOW	Content.Server.Database/Model.CustomVoteLog.cs	101	/// </remarks>	COMMENT
LOW	Content.Server.Database/Model.cs	661	{	COMMENT
LOW	Content.Server.Database/Model.cs	681	/// <remarks>	COMMENT
LOW	Content.Server.Database/Model.cs	961	/// </remarks>	COMMENT
LOW	Content.Server.Database/Model.cs	981		COMMENT
LOW	Content.Server.Database/Model.cs	1041	/// <summary>	COMMENT
LOW	Resources/migration.yml	1	# This is a basic dictionary that maps old entity prototype ids to new ids. This only works for entity prototypes, and	COMMENT
LOW	Resources/ConfigPresets/server_config.toml	1	# Welcome to the example configuration file for Space Station 14!	COMMENT
LOW	Resources/ConfigPresets/server_config.toml	81	# Use the whitelistadd and whitelistremove commands to manage the whitelist.	COMMENT
LOW	Resources/Audio/Items/Anomaly/attributions.yml	41	# additional sources:	COMMENT
LOW	Resources/Audio/Items/Anomaly/attributions.yml	101	# source: https://freesound.org/people/eyesplice/sounds/717773/	COMMENT
LOW	Resources/Prototypes/NPCs/clothing.yml	1	# Generic pickups to not be naked.	COMMENT
LOW	Resources/Prototypes/NPCs/Combat/gun.yml	121		COMMENT
LOW	Resources/Prototypes/NPCs/Combat/gun.yml	141	# - !type:HTNPrimitiveTask	COMMENT
LOW	Resources/Prototypes/Catalog/revenant_catalog.yml	21	categories:	COMMENT
LOW	Resources/Prototypes/Catalog/Fills/Crates/materials.yml	221	# components:	COMMENT
LOW	Resources/Prototypes/Catalog/Fills/Crates/engines.yml	101	- id: MachineParticleAcceleratorEmitterPortCircuitboard	COMMENT
LOW	Resources/Prototypes/Catalog/Fills/Items/gas_tanks.yml	1	# Moles calculation	COMMENT
LOW	…sources/Prototypes/Catalog/UplinkCatalog/deception.yml	181	# productEntity: d2DiceTricked	COMMENT
LOW	…ources/Prototypes/Catalog/UplinkCatalog/disruption.yml	141	Telecrystal: 1	COMMENT
LOW	Resources/Prototypes/Objectives/traitor.yml	61	- type: ObjectiveBlacklistRequirement	COMMENT
LOW	Resources/Prototypes/Objectives/base_objectives.yml	1	# OBJECTIVE STYLE	COMMENT
LOW	…es/Construction/Graphs/utilities/disposal_machines.yml	141	doAfter: 0.25	COMMENT
1512 more matches not shown…

AI Slop Vocabulary39 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/Fun/Tabletop/Battlemaps/shipbm_tabletop.rsi/meta.json	4	"copyright": "Assembled by Just-a-Unity-Dev on GitHub or eclips_e#0001 (728101795427254312) on Discord, parallax fro	CODE
MEDIUM	…/Fun/Tabletop/Battlemaps/shipbm_tabletop.rsi/meta.json	4	"copyright": "Assembled by Just-a-Unity-Dev on GitHub or eclips_e#0001 (728101795427254312) on Discord, parallax fro	CODE
MEDIUM	…s/Objects/Fun/Tabletop/Battlemaps/shipbm.rsi/meta.json	4	"copyright": "Original by Visne, Assembled by Just-a-Unity-Dev on GitHub or eclips_e#0001 (728101795427254312) on Di	CODE
MEDIUM	…s/Objects/Fun/Tabletop/Battlemaps/shipbm.rsi/meta.json	4	"copyright": "Original by Visne, Assembled by Just-a-Unity-Dev on GitHub or eclips_e#0001 (728101795427254312) on Di	CODE
MEDIUM	Resources/Textures/Parallaxes/attributions.yml	9	source: "https://opengameart.org/content/seamless-space-backgrounds"	CODE
MEDIUM	Resources/ConfigPresets/server_config.toml	95	# https://docs.spacestation14.com/en/robust-toolbox/server-http-api.html?highlight=http#standard-tags	COMMENT
MEDIUM	Resources/ConfigPresets/server_config.toml	95	# https://docs.spacestation14.com/en/robust-toolbox/server-http-api.html?highlight=http#standard-tags	COMMENT
MEDIUM	Resources/Prototypes/Catalog/nukie_delivery_catalog.yml	2	# Anything listed in here should aim to leverage the actual benefits of the console:	COMMENT
MEDIUM	…ces/Prototypes/Loadouts/RoleLoadouts/role_loadouts.yml	514	# gives vox a harness and breathing mask	COMMENT
LOW	Resources/Prototypes/Roles/Jobs/Fun/prisoner.yml	22	equipment: # "real" prisoners obviously have limited access to clothing, so the head/eyes/outerClothing slots just use	CODE
LOW	Resources/Prototypes/Entities/Clothing/Head/misc.yml	198	- type: PhysicalComposition #you can't just pass up some free plastic!	CODE
LOW	…sources/Prototypes/Entities/Clothing/Hands/colored.yml	3	#P.S: Most of these just use the shoe colors, so they end up having a nice "secondary" color when wearing the full set o	COMMENT
MEDIUM	…ototypes/Entities/Objects/Specific/Medical/healing.yml	277	Asphyxiation: 5 # Essentially Stopping all blood reaching a part of your body	CODE
LOW	…rces/Prototypes/Entities/Objects/Tools/cable_coils.yml	2	# I didn't just use an alpha for most of this stuff. Well icons don't have the	COMMENT
MEDIUM	…otypes/Entities/Objects/Consumable/Food/Baked/misc.yml	457	description: Not made of people. Honest. # Definitely people	CODE
MEDIUM	Resources/Prototypes/Procedural/biome_markers.yml	55	# TODO: Needs to be more robust	COMMENT
MEDIUM	Resources/ServerInfo/Guidebook/Science/Cyborgs.xml	13	- The [color=#a4885c]Man-Machine Interface[/color] or MMI for short, is an apparatus able to facilitate communication	CODE
MEDIUM	…ared/Research/Components/BlueprintReceiverComponent.cs	8	/// This is used for a lathe that can utilize <see cref="BlueprintComponent"/>s to gain more recipes.	COMMENT
MEDIUM	…d/StationRecords/Components/StationRecordsComponent.cs	11	// Essentially a columnar database, but I really suck	COMMENT
MEDIUM	…pons/Ranged/Systems/SharedGunSystem.ChamberMagazine.cs	359	// Essentially we want to treat the chamber as a potentially free slot and then the mag as the remaining slots	COMMENT
MEDIUM	…ared/Silicons/Borgs/Components/BorgChassisComponent.cs	14	/// "brain", legs, modules, and battery. Essentially the master component	COMMENT
MEDIUM	…nt.Shared/Movement/Systems/SharedMobCollisionSystem.cs	256	// TODO: More robust overlap detection.	COMMENT
MEDIUM	…Shared/Movement/Systems/SharedMoverController.Input.cs	213	// If we're going from a grid -> map then preserve the relative rotation so it's seamless if they go into sp	COMMENT
MEDIUM	Content.Shared/Sericulture/SericultureComponent.cs	10	/// TODO: Probably adjust this to utilize organs?	COMMENT
MEDIUM	Content.Shared/ActionBlocker/ActionBlockerSystem.cs	94	/// Can a user utilize the entity that they are currently holding in their hands.	COMMENT
MEDIUM	Content.Server/Parallax/BiomeSystem.cs	482	// Essentially get the seed + work out a buffer to adjacent chunks so we don't	COMMENT
MEDIUM	Content.Server/GameTicking/ServerGameTicker.Spawning.cs	214	// This does not utilize overflow job slots, so if the character profile	COMMENT
MEDIUM	Content.Server/StationEvents/Events/GasLeakRule.cs	43	// Essentially we'll pick out a target amount of gas to leak, then a rate to leak it at, then work out the durat	COMMENT
MEDIUM	Content.Server/Shuttles/Systems/ThrusterSystem.cs	39	// Essentially whenever thruster enables we update the shuttle's available impulses which are used for movement.	COMMENT
MEDIUM	…ent.Server/NPC/Pathfinding/PathfindingSystem.Common.cs	131	// Essentially you just do a raycast but a specialised version.	COMMENT
MEDIUM	Content.IntegrationTests/Tests/Toolshed/LocTest.cs	9	// this is an EXACT DUPLICATE of LocTest from robust. If you modify this, modify that too.	COMMENT
MEDIUM	…sts/Fixtures/Attributes/IGameTestPairConfigModifier.cs	14	/// Essentially, fail immediately if other IGameTestPairConfigModifier attributes are present if this is set.	COMMENT
MEDIUM	Content.Client/Parallax/Data/ParallaxLayerConfig.cs	41	/// Essentially, an unclamped lerp occurs between here and the eye position, with Slowness as the factor.	COMMENT
MEDIUM	…Storage/Components/StorageContainerVisualsComponent.cs	7	/// Essentially a version of <see cref="SolutionContainerVisualsComponent"/> fill level handling but for item storag	COMMENT
MEDIUM	Content.Client/Audio/ContentAudioSystem.cs	97	// TODO: Maybe handle the removals by making it seamless?	COMMENT
MEDIUM	Content.Client/Light/LightBlurOverlay.cs	8	/// Essentially handles blurring for content-side light overlays.	COMMENT
MEDIUM	…ient/Light/Visualizers/PoweredLightVisualizerSystem.cs	89	/// Essentially just flashes the light off and on over a random time interval.	COMMENT
MEDIUM	Content.Client/MapText/MapTextSystem.cs	32	// TODO move font prototype to robust.shared, then use ProtoId<FontPrototype>	COMMENT
MEDIUM	Content.Client/MapText/MapTextSystem.cs	39	// TODO move font prototype to robust.shared, then use ProtoId<FontPrototype>	COMMENT

Hallucination Indicators7 hits · 75 pts

Severity	File	Line	Snippet	Context
CRITICAL	…t.Shared/CombatMode/Pacification/PacificationSystem.cs	96	if (args.Weapon != null && args.Weapon.Value.Comp.Damage.GetTotal() == FixedPoint2.Zero)	CODE
CRITICAL	Content.Shared/Botany/Systems/PlantTraySystem.cs	157	var contents = trayComp.SoilSolution.Value.Comp.Solution.Contents.ToArray();	CODE
CRITICAL	…ent.Server/Power/EntitySystems/ExtensionCableSystem.cs	214	receiver.Comp.Provider.Value.Comp.LinkedReceivers.Remove(receiver);	CODE
CRITICAL	….Server/Storage/EntitySystems/BluespaceLockerSystem.cs	95	foreach (var entity in target.Value.storageComponent.Contents.ContainedEntities.ToArray())	CODE
CRITICAL	…nTests/Tests/Kitchen/HandheldGrinderInteractionTest.cs	74	Assert.That(grinderComp.GrinderSolution.Value.Comp.Solution.Volume.Float(), Is.Not.GreaterThan(0f)); // The bana	CODE
CRITICAL	…nTests/Tests/Kitchen/HandheldGrinderInteractionTest.cs	104	Assert.That(grinderComp.GrinderSolution.Value.Comp.Solution.Volume.Float() , Is.Not.GreaterThan(0f)); // The ste	CODE
CRITICAL	…ionTests/NUnit/Constraints/CompConstraintExtensions.cs	10	/// Provides <see cref="M:Content.IntegrationTests.NUnit.Constraints.CompConstraintExtensions.extension(NUnit.Framew	COMMENT

Slop Phrases14 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	Tools/actions_changelogs_since_last_run.py	48	# to debug this script locally, you can use	COMMENT
MEDIUM	Tools/actions_changelog_rss.py	9	# you can use something like this in Powershell to set up the env var:	COMMENT
LOW	Resources/Maps/Shuttles/briggle.yml	859	Don't forget to retool it for medium voltage, and I swear to god, if you run out of power in the middle of nowhe	CODE
LOW	Resources/Prototypes/Traits/speech.yml	1	# If you add a new trait, make sure to add the corresponding component to the whitelist in \Resources\Prototypes\Entitie	COMMENT
LOW	Resources/Prototypes/Traits/disabilities.yml	1	# If you add a new trait, make sure to add the corresponding component to the whitelist in \Resources\Prototypes\Entitie	COMMENT
LOW	Resources/Prototypes/Traits/quirks.yml	1	# If you add a new trait, make sure to add the corresponding component to the whitelist in \Resources\Prototypes\Entitie	COMMENT
MEDIUM	Resources/Prototypes/Entities/Objects/Misc/utensils.yml	91	speedModifier: 0.1 # you can try	CODE
MEDIUM	Resources/Prototypes/Entities/Objects/Misc/utensils.yml	112	speedModifier: 0.1 # you can try	CODE
MEDIUM	…s/ServerInfo/Guidebook/NewPlayer/Controls/Controls.xml	108	- Open the [color=cyan]strip menu[/color] by dragging another mob onto your character — which is also doable with [col	CODE
LOW	…rces/ServerInfo/Guidebook/Engineering/GasRecycling.xml	23	[color=#a4885c]Just don't forget to cool the gas before releasing it into the station![/color]	CODE
LOW	…rces/ServerInfo/Guidebook/Engineering/GasRecycling.xml	23	[color=#a4885c]Just don't forget to cool the gas before releasing it into the station![/color]	CODE
LOW	Content.Shared/GameTicking/GameTicker.RoundFlow.cs	140	/// <remarks>If you spawn a player by yourself from this event, don't forget to call <see cref="Shared.GameTicking.G	COMMENT
LOW	Content.Shared/Tag/TagSystem.cs	9	/// to improve performance, so don't forget to check it.	COMMENT
MEDIUM	.github/workflows/update-credits.yml	33	# For this you can use a pat token of an account with direct push access to the repo if you have protected branche	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	35	## AI-generated contributions disclaimer	COMMENT
HIGH	Content.Client/Guidebook/Richtext/ProtodataTag.cs	42	// If we have a format string and a formattable value, format it as requested	COMMENT

Verbosity Indicators6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	54	// Step 1: The revenant clicks on an entity to "search" for it's soul, which creates a doafter.	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	55	// Step 2: After the doafter is completed, the soul is "found" and can be harvested.	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	56	// Step 3: Clicking the entity again begins to harvest the soul, which causes the revenant to become vulnerable	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	57	// Step 4: The second doafter for the harvest completes, killing the target and granting the revenant essence.	COMMENT
LOW	Content.Shared/Wieldable/SharedWieldableSystem.cs	322	//This section handles spawning the virtual item(s) to occupy the required additional hand(s).	COMMENT
LOW	Content.Client/Waypointer/WaypointerOverlay.cs	190	/// So, we need to check if the station grid is being tracked, or if we wrongly tracked the station grid when we wer	COMMENT

Structural Annotation Overuse6 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	54	// Step 1: The revenant clicks on an entity to "search" for it's soul, which creates a doafter.	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	55	// Step 2: After the doafter is completed, the soul is "found" and can be harvested.	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	56	// Step 3: Clicking the entity again begins to harvest the soul, which causes the revenant to become vulnerable	COMMENT
LOW⚡	Content.Shared/Revenant/Components/RevenantComponent.cs	57	// Step 4: The second doafter for the harvest completes, killing the target and granting the revenant essence.	COMMENT
LOW	…ntent.Server/Construction/ConstructionSystem.Guided.cs	147	// NOTE: This method might be allocate a fair bit, but do not worry!	COMMENT
LOW	Content.Server/Administration/Managers/AdminManager.cs	103	// NOTE: This function gets called if you deadmin/readmin from a transient admin status.	COMMENT

Hyper-Verbose Identifiers11 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	Tools/erase_user_data.py	157	def clear_server_ban_exemption(cur: "psycopg2.cursor", user_id: str):	STRING
LOW	Tools/erase_user_data.py	168	def clear_uploaded_resource_log(cur: "psycopg2.cursor", user_id: str):	STRING
LOW	Tools/dump_user_data.py	349	def dump_server_ban_exemption(cur: "psycopg2.cursor", user_id: str, outdir: str):	STRING
LOW	Tools/dump_user_data.py	397	def dump_uploaded_resource_log(cur: "psycopg2.cursor", user_id: str, outdir: str):	STRING
LOW	Tools/github_repo_stats.py	168	def generate_graphql_query_for_repo(repo: Repo) -> str:	CODE
LOW	Tools/generate_heat_distortion_textures.py	31	def generate_soft_circle_texture(output_filename="soft_circle.png"):	CODE
LOW	Tools/actions_changelogs_since_last_run.py	94	def get_last_changelog_by_sha(	CODE
LOW	Tools/actions_changelogs_since_last_run.py	183	def changelog_entries_to_message_lines(entries: Iterable[ChangelogEntry]) -> list[str]:	CODE
LOW	Tools/actions_changelogs_since_last_run.py	278	def log_message_lines_dry_run(message_lines: list[str]):	CODE
LOW	Tools/actions_changelog_rss.py	176	def generate_description_for_entries(entries: List[Any]) -> str:	CODE
LOW	Content.Server/Database/UserDbDataManager.cs	18	public sealed partial class UserDbDataManager : IPostInjectInit	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…/Entities/Objects/Consumable/Food/Containers/plate.yml	3	# If it's on that plate. I've modified all load/slices to fit on the plate, so all we need	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	RUN_THIS.py	4	CODE
LOW	Tools/erase_user_data.py	11	CODE
LOW	Tools/erase_user_data.py	13	CODE
LOW	Tools/github_repo_stats.py	5	CODE
LOW	Tools/actions_changelog_github.py	8	CODE
LOW	Tools/update_changelog.py	3	CODE
LOW	BuildChecker/git_helper.py	10	CODE

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	Resources/Prototypes/Catalog/UplinkCatalog/job.yml	39	name: uplink-revolver-cap-gun-fake-name	CODE
LOW	…sources/Prototypes/Catalog/UplinkCatalog/deception.yml	122	name: uplink-exploding-syndicate-bomb-fake-name	CODE
LOW	…sources/Prototypes/Catalog/UplinkCatalog/deception.yml	141	name: uplink-exploding-syndicate-bomb-fake-name	CODE
LOW	Content.Shared/Preferences/HumanoidCharacterProfile.cs	73	public string Name { get; set; } = "John Doe";	CODE
LOW	…ntent.IntegrationTests/Tests/Chat/ChatHighlightTest.cs	46	"John Doe"	CODE
LOW	…ntent.IntegrationTests/Tests/Chat/ChatHighlightTest.cs	130	"John Doe"	CODE
LOW	…t/CriminalRecords/CriminalRecordsConsoleWindow.xaml.cs	299	var placeholder = Loc.GetString("criminal-records-console-reason-placeholder", ("placeholder", _random.Pick(plac	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	Tools/actions_extract_failures.py	52	# Create the list of processed failures to create a matrix for later jobs.	COMMENT
MEDIUM	…totypes/Entities/Structures/Bases/structure_health.yml	1	# This file contains the standardized health values for structures.	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ources/Prototypes/Entities/Objects/Tools/glowstick.yml	116	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…ources/Prototypes/Entities/Objects/Tools/glowstick.yml	118	# ----------------------------------------------------------------------------	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	Tools/dump_user_data.py	68	except ValueError:	CODE

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	Tools/actions_changelogs_since_last_run.py	297	except Exception as e:	CODE
LOW	Tools/actions_get_last_publish_sha.py	52	except Exception as e:	CODE
MEDIUM	BuildChecker/git_helper.py	36	print("Error: command exited with code {}!".format(completed.returncode))	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	Tools/actions_changelogs_since_last_run.py	183	CODE
LOW	Tools/actions_changelog_rss.py	176	CODE
LOW	BuildChecker/git_helper.py	63	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…otypes/Recipes/Construction/Graphs/machines/turing.yml	197	# Print the result!	COMMENT
LOW	BuildChecker/git_helper.py	105	# Check if .git exists,	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	Resources/Prototypes/Reagents/toxins.yml	358	# TODO: PROPER hallucinations	COMMENT

space-wizards/space-station-14

Open-Source Code Quality, Security and Technical Debt Review