1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.7K

Stars

Rust

Language

417.1K

Lines of Code

1.1K

Files

581

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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 576 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 7.3/100 · LOW

Which changes need focused human review? 581 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 4HIGH 0MEDIUM 9LOW 568

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 581 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 Block552 hits · 543 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	241	specs = { git = "https://github.com/amethyst/specs.git", rev = "4e2da1df29ee840baa9b936593c45592b7c9ae27" }	COMMENT
LOW	clippy.toml	1	# TODO: do we want to use `#[deny(clippy::disallowed_method)]` to disallow all unwraps (possibly only in non-test code)?	COMMENT
LOW	network/tests/closing.rs	1	//! How to read those tests:	COMMENT
LOW	network/tests/integration.rs	261	std::thread::sleep(SLEEP_EXTERNAL);	COMMENT
LOW	network/protocol/src/types.rs	1	use bitflags::bitflags;	COMMENT
LOW	network/protocol/src/types.rs	21		COMMENT
LOW	network/protocol/src/types.rs	61	#[derive(PartialEq, Eq, Hash, Clone, Copy)]	COMMENT
LOW	network/protocol/src/lib.rs	1	//! Network Protocol	COMMENT
LOW	network/protocol/src/lib.rs	21	//! will result in dropped data using UDP with a TCP socket will be a waste of	COMMENT
LOW	network/protocol/src/lib.rs	101	/// [`ProtocolEvent`].	COMMENT
LOW	network/protocol/src/lib.rs	141	/// it cannot recover from the error.	COMMENT
LOW	network/protocol/src/metrics.rs	21	pub struct ProtocolMetrics {	COMMENT
LOW	network/src/message.rs	21	/// [`send_raw`]: crate::api::Stream::send_raw	COMMENT
LOW	network/src/message.rs	61	#[cfg(not(feature = "compression"))]	COMMENT
LOW	network/src/message.rs	81	/// # use std::sync::Arc;	COMMENT
LOW	network/src/lib.rs	1	#![deny(unsafe_code)]	COMMENT
LOW	network/src/lib.rs	21	//! This [`Participant`] represents the connection between those 2 applications.	COMMENT
LOW	network/src/lib.rs	41	//! use std::sync::Arc;	COMMENT
LOW	network/src/lib.rs	61	//! let mut server_network = Network::new(Pid::new(), runtime);	COMMENT
LOW	network/src/lib.rs	81	//! }	COMMENT
LOW	network/src/api.rs	61	#[cfg(feature = "quic")]	COMMENT
LOW	network/src/api.rs	141	///Participant was closed by remote side	COMMENT
LOW	network/src/api.rs	161		COMMENT
LOW	network/src/api.rs	181	/// # Examples	COMMENT
LOW	network/src/api.rs	221	///	COMMENT
LOW	network/src/api.rs	241	/// let runtime = Runtime::new().unwrap();	COMMENT
LOW	network/src/api.rs	261		COMMENT
LOW	network/src/api.rs	341	/// support multiple Protocols or NICs.	COMMENT
LOW	network/src/api.rs	381	/// When the method returns the Network either returns a [`Participant`]	COMMENT
LOW	network/src/api.rs	401	/// # return Ok(());	COMMENT
LOW	network/src/api.rs	441	/// Returns a [`Participant`] created from a [`ListenAddr`] you	COMMENT
LOW	network/src/api.rs	461	/// while let Ok(participant) = network.connected().await {	COMMENT
LOW	network/src/api.rs	561	a2s_disconnect_s: Arc::new(Mutex::new(Some(a2s_disconnect_s))),	COMMENT
LOW	network/src/api.rs	581	/// side, resulting in very fast creation and closing latency.	COMMENT
LOW	network/src/api.rs	601	/// drop(network);	COMMENT
LOW	network/src/api.rs	641	/// Use this method to handle [`Streams`] opened from remote site, like the	COMMENT
LOW	network/src/api.rs	661	/// let mut p1 = network.connect(ConnectAddr::Tcp("127.0.0.1:2110".parse().unwrap())).await?;	COMMENT
LOW	network/src/api.rs	681	Ok(stream)	COMMENT
LOW	network/src/api.rs	701	/// is no longer reachable (e.g. as the network cable was unplugged) the	COMMENT
LOW	network/src/api.rs	721	/// println!("Participant connected: {}", participant.remote_pid());	COMMENT
LOW	network/src/api.rs	781		COMMENT
LOW	network/src/api.rs	801	/// # remote.listen(ListenAddr::Tcp("127.0.0.1:2040".parse().unwrap())).await?;	COMMENT
LOW	network/src/api.rs	881	/// speed is needed. The other side needs to use the respective [`recv`]	COMMENT
LOW	network/src/api.rs	901	/// # Example	COMMENT
LOW	network/src/api.rs	921	/// drop(network);	COMMENT
LOW	network/src/api.rs	941	///	COMMENT
LOW	network/src/api.rs	961	/// let mut participant_a = network.connected().await?;	COMMENT
LOW	network/src/api.rs	1001		COMMENT
LOW	network/src/api.rs	1021	/// # let remote = Network::new(Pid::new(), &runtime);	COMMENT
LOW	network/src/api.rs	1041		COMMENT
LOW	network/src/api.rs	1061	/// let mut participant_a = network.connected().await?;	COMMENT
LOW	network/src/api.rs	1101	/// # Example	COMMENT
LOW	network/src/api.rs	1121	/// println!("{:?}", stream_a.try_recv::<String>()?);	COMMENT
LOW	network/src/participant.rs	641	/// Situation AS, AR, BS, BR. A wants to close.	COMMENT
LOW	voxygen/i18n-helpers/src/lib.rs	41	// Current implementation just checks if our player is humanoid, and if so,	COMMENT
LOW	voxygen/i18n-helpers/src/lib.rs	61	// - Neuter (or fallback Male)	COMMENT
LOW	voxygen/i18n-helpers/src/lib.rs	81	// we address the comment above at least.	COMMENT
LOW	voxygen/i18n-helpers/src/lib.rs	101	// And what about Mindflayer? They do have varied body_type, but do they	COMMENT
LOW	voxygen/src/discord.rs	41	/// Rich Presence asset keys: the backgrounds used in the main menu and	COMMENT
LOW	voxygen/src/profile.rs	81	profile	COMMENT
492 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	voxygen/src/hud/bag.rs	1373	self.global_state.settings.inventory.sort_order.next(),	CODE
CRITICAL	voxygen/src/hud/chat.rs	184	&self.global_state.settings.chat.chat_cmd_prefix.to_string(),	CODE
CRITICAL	voxygen/src/hud/settings_window/video.rs	597	Text::new(&self.global_state.settings.graphics.max_fps.to_string())	CODE
CRITICAL	voxygen/src/hud/settings_window/video.rs	777	(self.global_state.settings.graphics.gamma.log2() * 8.0).round() as i32,	CODE

AI Slop Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	voxygen/src/mesh/greedy.rs	692	// FIXME: Either make more robust, or explicitly document that limits on texture	COMMENT
MEDIUM	voxygen/src/render/renderer/mod.rs	206	// Enable seamless cubemaps globally, where available--they are essentially a	COMMENT
MEDIUM	voxygen/src/scene/math.rs	201	// NOTE: Definitely non-ideal that we panic if the rounded value can't fit in an	COMMENT
MEDIUM	server/src/state_ext.rs	765	// it is added in initialized_character (to be robust we can also insert it if	COMMENT
MEDIUM	common/systems/src/shockwave.rs	152	// Might make this more nuanced if shockwaves are used for non damage effects	COMMENT
MEDIUM	common/systems/src/beam.rs	158	// Might make this more nuanced if beams are used for non damage effects	COMMENT
MEDIUM	common/systems/src/projectile.rs	289	// robust method.	COMMENT
MEDIUM	common/src/terrain/sprite/mod.rs	10	//! Fundamentally, sprites are composed of one or more elements: the	COMMENT

TODO Padding8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	network/protocol/src/metrics.rs	58	/// ping per CHANNEL //TODO: implement	COMMENT
LOW	voxygen/src/window.rs	204	// TODO: implement controller layout detection/configuration	COMMENT
LOW	voxygen/src/ui/widgets/radio_list.rs	182	//TODO: implement default width / height functions	COMMENT
LOW	world/examples/water.rs	329	// TODO: implement removing horizon mapping.	COMMENT
LOW	world/src/pathfinding.rs	24	// TODO: implement this function	COMMENT
LOW	server/src/cmd.rs	3279	// TODO: implement atomic `insert_all_or_nothing` on Inventory	COMMENT
LOW	server/src/sys/agent/behavior_tree/mod.rs	1016	// TODO: implement for rtsim2	COMMENT
LOW	common/assets/src/walk.rs	31	// TODO: implement iterator?	COMMENT

Slop Phrases4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	voxygen/src/hud/mod.rs	4921	// for this comment. Don't forget to update the code in	COMMENT
LOW	voxygen/src/hud/minimap.rs	551	// Don't forget to update the code in src/mop/hud.rs:4728 in the	COMMENT
LOW	server/src/terrain_persistence.rs	340	/// Don't forget to increment the version number in the	COMMENT
LOW	common/src/bin/asset_migrate.rs	8	// (don't forget to add serde derive-s, import if needed)	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	voxygen/src/ui/img_ids.rs	128	/// Example usage:	COMMENT
LOW	common/assets/src/lib.rs	50	/// Example usage:	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	rtsim/src/lib.rs	109	//! damping terms or parameter clamping), and should include guardrails that	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/src/persistence/character/conversions.rs	52	/// NOTE: This method does not yet handle persisting nested items within	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	voxygen/src/ui/widgets/item_tooltip.rs	1334	widget::Text::new("placeholder")	CODE

veloren/veloren

Open-Source Code Quality, Security and Technical Debt Review