1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

18.5K

Stars

Rust

Language

329.1K

Lines of Code

517

Files

412

Pattern Hits

2026-10-31

Scan Date

0.01

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 369 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 52 finding(s).

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 412 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 5HIGH 1MEDIUM 50LOW 356

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 412 distinct pattern matches across 12 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 Block309 hits · 302 pts

Severity	File	Line	Snippet	Context
LOW	src/deterministic_rng.rs	1	//! Deterministic random number generation for consistent element processing.	COMMENT
LOW	src/deterministic_rng.rs	21	/// (e.g., once per region it touches during streaming).	COMMENT
LOW	src/deterministic_rng.rs	41	/// salt values for different purposes within the same element)	COMMENT
LOW	src/bedrock_block_map.rs	1	//! Bedrock Block Mapping	COMMENT
LOW	src/ground_decoration.rs	1	//! Plant patches laid over the finished ground, after the way Minecraft decorates	COMMENT
LOW	src/ground_generation.rs	1	//! Ground layer generation — surface blocks, vegetation, shorelines, and underground fill.	COMMENT
LOW	src/ground_generation.rs	41		COMMENT
LOW	src/ground_generation.rs	481	// rock material. Steep cliffs should always look like rock.	COMMENT
LOW	src/ground_generation.rs	521	// organic shorelines instead of rectangular grid-cell edges.	COMMENT
LOW	src/ground_generation.rs	681	)	COMMENT
LOW	src/ground_generation.rs	1521	/// high- and low-noise regions curve rather than snap along axis-aligned	COMMENT
LOW	src/floodfill_cache.rs	61	/// A memory-efficient bitmap for storing coordinates.	COMMENT
LOW	src/floodfill_cache.rs	301	(urban_count, total_count)	COMMENT
LOW	src/floodfill_cache.rs	561	/// Gets cached flood fill result for a way, or computes it if not cached.	COMMENT
LOW	src/floodfill_cache.rs	661	/// Mostly tag presence, so most values are cached whether read or not; the big	COMMENT
LOW	src/tile.rs	41	pub const DEFAULT_TILE_SIZE: i32 = 512;	COMMENT
LOW	src/tile.rs	161	\|\| way.tags.contains_key("aeroway")	COMMENT
LOW	src/gui.rs	881	///	COMMENT
LOW	src/gui.rs	1241	///	COMMENT
LOW	src/gui.rs	1321	// A refused token, an Overpass outage, a download that never arrived:	COMMENT
LOW	src/gui.rs	1341	///	COMMENT
LOW	src/gui.rs	1721	mapillary_facade_debug_walls: String::new(),	COMMENT
LOW	src/world_utils.rs	121	fn sanitize_chars_and_trim(name: &str) -> String {	COMMENT
LOW	src/world_utils.rs	801	/// Whether a Java world already carries the tall-world datapack.	COMMENT
LOW	src/progress.rs	81	///	COMMENT
LOW	src/luanti_block_map.rs	41	pub param2: u8,	COMMENT
LOW	src/luanti_block_map.rs	81		COMMENT
LOW	src/floodfill.rs	141	if area < 50000 {	COMMENT
LOW	src/block_palette.rs	201	/// happened to list sandstone in the nearest bucket, which is why those	COMMENT
LOW	src/args.rs	1	use crate::coordinate_system::geographic::LLBBox;	COMMENT
LOW	src/args.rs	21		COMMENT
LOW	src/args.rs	41	/// How Overpass is queried when the data comes from there: requests (built in), curl or	COMMENT
LOW	src/args.rs	61		COMMENT
LOW	src/args.rs	81		COMMENT
LOW	src/args.rs	101	/// and overgrown, lights out	COMMENT
LOW	src/args.rs	121		COMMENT
LOW	src/args.rs	141	/// Example: --cave-biomes lush=150,deepdark=0,amethyst=60	COMMENT
LOW	src/args.rs	161		COMMENT
LOW	src/args.rs	181	#[arg(long = "overture", default_value_t = true, action = ArgAction::Set, num_args = 0..=1, default_missing_value =	COMMENT
LOW	src/args.rs	221	#[arg(long, default_value_t = 0.0, allow_hyphen_values = true)]	COMMENT
LOW	src/args.rs	241		COMMENT
LOW	src/args.rs	281	#[arg(long = "world-type", value_enum, default_value_t = WorldType::Void)]	COMMENT
LOW	src/args.rs	301	pub mapillary_token: Option<String>,	COMMENT
LOW	src/args.rs	321		COMMENT
LOW	src/args.rs	341		COMMENT
LOW	src/args.rs	361	/// `standard` fits any GPU the game runs on; `high` is sharper and wants a	COMMENT
LOW	src/args.rs	381	#[arg(long, default_value_t = false)]	COMMENT
LOW	src/args.rs	401	#[arg(long, default_value_t = false)]	COMMENT
LOW	src/args.rs	421	match s.trim().parse::<u32>() {	COMMENT
LOW	src/args.rs	441	/// visible instead of merely slow.	COMMENT
LOW	src/args.rs	621	/// The Mapillary token, if one was given and is not blank.	COMMENT
LOW	src/args.rs	661		COMMENT
LOW	src/data_processing.rs	241	}	COMMENT
LOW	src/data_processing.rs	921	// are built, are hung before the world is saved and become a pack after	COMMENT
LOW	src/data_processing.rs	1381	});	COMMENT
LOW	src/terrain_surface.rs	621	/// Below this depth no terrain shape can hold snow, so callers may skip it.	COMMENT
LOW	src/clipping.rs	1	// Sutherland-Hodgman polygon clipping and related geometry utilities.	COMMENT
LOW	src/clipping.rs	581	fn matches_endpoint(coord: (f64, f64), endpoint: &ProcessedNode, tolerance: f64) -> bool {	COMMENT
LOW	src/building_facades/fit.rs	1	//! Fitting one photograph to one wall.	COMMENT
LOW	src/building_facades/fit.rs	121	return m;	COMMENT
249 more matches not shown…

Decorative Section Separators37 hits · 111 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/osm_tiles.rs	836	// ── the AOT1 payload ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/shoreline.rs	107	// ─── Boundary tracing ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/shoreline.rs	258	// ─── Simplification ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/shoreline.rs	574	// ─── Rasterization ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	53	// ─── Land cover class constants ────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	144	// ─── Data structures ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	440	// ─── Public API ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	541	// ─── Cache helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	564	// ─── ESA tile URL computation ─────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	620	// ─── COG reading ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1016	// ─── TIFF IFD parsing ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1267	// ─── Binary reading helpers ───────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1314	// ─── Gap filling ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1394	// ─── Water distance field ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1458	// ─── Boundary smoothing ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/land_cover/mod.rs	1622	// ─── LZW decompression ───────────────────────────────────────────────────	COMMENT
MEDIUM	src/element_processing/amenities.rs	467	// ── Node fountain (single point) ───────────────────────────────	COMMENT
MEDIUM	src/element_processing/amenities.rs	476	// ── Way fountain (polygon) ─────────────────────────────────────	COMMENT
MEDIUM	src/overture/pmtiles.rs	197	// ─── Directory decoding ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/pmtiles.rs	303	// ─── Tile addressing ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/pmtiles.rs	384	// ─── Archive ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	81	// ─── Constants ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	171	// ─── Internal data types ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	505	// ─── Shared attribute interning ──────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	581	// ─── Public API ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	708	// ─── Inner implementation ────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	2271	// ─── Sparse byte reader for row-group-only downloads ─────────────────────	COMMENT
MEDIUM	src/overture/mod.rs	2364	// ─── Partition byte cache ────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mvt.rs	132	// ─── Protobuf wire reader ────────────────────────────────────────────────	COMMENT
MEDIUM	src/overture/mvt.rs	257	// ─── Message decoding ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/elevation/postprocess.rs	530	// ── Flowing water (river-like) ─────────────────────────	COMMENT
MEDIUM	src/elevation/postprocess.rs	548	// ── Still water (lake / fjord / ocean) ─────────────────	COMMENT
MEDIUM	src/elevation/providers/mapterhorn.rs	103	// ─── Zoom selection ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/elevation/providers/mapterhorn.rs	127	// ─── Tile keys and coordinates ─────────────────────────────────────────	COMMENT
MEDIUM	src/elevation/providers/mapterhorn.rs	206	// ─── Fetching ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/elevation/providers/mapterhorn.rs	577	// ─── Sampling ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/elevation/providers/mapterhorn.rs	831	// ─── Tests ─────────────────────────────────────────────────────────────	COMMENT

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/gui/js/maps/maplibre-gl.js	46	define("index",["exports","./shared"],(function(e,t){"use strict";var i="5.6.0";function o(){var e=new t.A(4);return t.A	CODE
CRITICAL	src/gui/js/maps/leaflet.draw.js	8	!function(t,e,i){function o(t,e){for(;(t=t.parentElement)&&!t.classList.contains(e););return t}L.drawVersion="1.0.4",L.D	CODE
CRITICAL	src/gui/js/maps/leaflet.draw.js	9	className:"leaflet-div-icon leaflet-editing-icon leaflet-edit-resize"}),touchMoveIcon:new L.DivIcon({iconSize:new L.Poin	CODE
CRITICAL	src/gui/js/maps/proj4-src.js	5669	wkt.ellps = wkt.GEOGCS.DATUM.SPHEROID.name.replace('_19', '').replace(/[Cc]larke\_18/, 'clrk');	CODE
CRITICAL	src/gui/js/libs/jquery-ui-1.10.3.custom.min.js	6	(function(e,t){function i(t,i){var s,n,r,o=t.nodeName.toLowerCase();return"area"===o?(s=t.parentNode,n=s.name,t.href&&n&	CODE

AI Slop Vocabulary12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/element_processing/highways.rs	4560	// The road emerges at ground level at the boundary node (seamless portal join).	COMMENT
MEDIUM	src/gui/js/maps/leaflet-maplibre-gl.js	183	// defensive check for robust backward compatibility.	COMMENT
MEDIUM	src/gui/js/libs/jquery-1.9.1.js	9588	// AMD modules. A named AMD is safest and most robust way to register.	COMMENT
MEDIUM	src/elevation/postprocess.rs	208	/// feathered mask so the transition to natural terrain is seamless. This	COMMENT
MEDIUM	src/elevation/postprocess.rs	311	/// peak regardless of which side the tail is on — robust to both cases	COMMENT
MEDIUM	src/elevation/postprocess.rs	510	// IQR-based flowing/still classification. IQR is robust to	COMMENT
MEDIUM	src/elevation/postprocess.rs	550	// histogram mode (robust to both upper and lower tails),	COMMENT
MEDIUM	src/elevation/postprocess.rs	1377	/// - 25th percentile instead of min: robust to one DSM-artifact pit in	COMMENT
MEDIUM	src/caves/mod.rs	5	//! position-noise function, so per-tile carving is automatically seamless.	COMMENT
MEDIUM	src/caves/mod.rs	146	/// world `world`. Noise is a pure position-fn, so per-tile carving is seamless (same coords → same	COMMENT
MEDIUM	src/caves/mod.rs	437	/// res. Cells are on GLOBAL boundaries so tiles/regions stay seamless. ~16× fewer density evals than	COMMENT
MEDIUM	src/mapillary/refine.rs	1291	// downscale, which is what makes LSD robust to the quantisation of the	COMMENT

Verbosity Indicators15 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/land_cover/mod.rs	881	// Step 5: Determine which internal tiles we need	COMMENT
LOW⚡	src/land_cover/mod.rs	888	// Step 6: Fetch and decode each needed internal tile	COMMENT
LOW	src/land_cover/mod.rs	797	// Step 1: Read the TIFF/BigTIFF header to get IFD location	COMMENT
LOW	src/land_cover/mod.rs	812	// Step 2: Parse TIFF header	COMMENT
LOW	src/land_cover/mod.rs	828	// Step 3: Parse IFD to get image dimensions and tile layout	COMMENT
LOW	src/land_cover/mod.rs	845	// Step 4: Place the tile in the global pixel grid. Tiles are 3 degrees square, so	COMMENT
LOW	src/land_cover/mod.rs	923	// Step 7: Copy the overlapping rows into the raster	COMMENT
LOW	src/element_processing/bridges.rs	241	// Step 1: union by shared endpoint at the same effective layer.	COMMENT
LOW	src/element_processing/bridges.rs	262	// Step 2: union by shared bridge:name with close centroids.	COMMENT
LOW	src/element_processing/bridges.rs	295	// Step 3: union decks running side by side (dual carriageways, sidewalks).	COMMENT
LOW⚡	src/overture/mod.rs	1404	// Step 1: file size. Cached with the rest of the partition, because a	COMMENT
LOW⚡	src/overture/mod.rs	1412	// Step 2: Read the Parquet footer.	COMMENT
LOW	src/overture/mod.rs	1445	// Step 3: Filter row groups by bbox overlap	COMMENT
LOW	src/overture/mod.rs	1459	// Step 4: Download only matching row groups via HTTP Range requests.	COMMENT
LOW	src/gui/js/libs/jquery-ui-1.10.3.custom.js	11147	// IE sets focus asynchronously, so we need to check if focus	COMMENT

Structural Annotation Overuse14 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/land_cover/mod.rs	881	// Step 5: Determine which internal tiles we need	COMMENT
LOW⚡	src/land_cover/mod.rs	888	// Step 6: Fetch and decode each needed internal tile	COMMENT
LOW	src/land_cover/mod.rs	797	// Step 1: Read the TIFF/BigTIFF header to get IFD location	COMMENT
LOW	src/land_cover/mod.rs	812	// Step 2: Parse TIFF header	COMMENT
LOW	src/land_cover/mod.rs	828	// Step 3: Parse IFD to get image dimensions and tile layout	COMMENT
LOW	src/land_cover/mod.rs	845	// Step 4: Place the tile in the global pixel grid. Tiles are 3 degrees square, so	COMMENT
LOW	src/land_cover/mod.rs	923	// Step 7: Copy the overlapping rows into the raster	COMMENT
LOW	src/element_processing/bridges.rs	241	// Step 1: union by shared endpoint at the same effective layer.	COMMENT
LOW	src/element_processing/bridges.rs	262	// Step 2: union by shared bridge:name with close centroids.	COMMENT
LOW	src/element_processing/bridges.rs	295	// Step 3: union decks running side by side (dual carriageways, sidewalks).	COMMENT
LOW⚡	src/overture/mod.rs	1404	// Step 1: file size. Cached with the rest of the partition, because a	COMMENT
LOW⚡	src/overture/mod.rs	1412	// Step 2: Read the Parquet footer.	COMMENT
LOW	src/overture/mod.rs	1445	// Step 3: Filter row groups by bbox overlap	COMMENT
LOW	src/overture/mod.rs	1459	// Step 4: Download only matching row groups via HTTP Range requests.	COMMENT

Hyper-Verbose Identifiers15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	src/gui/js/settings-store.js	644	export function cancelSettingsResetConfirm() {	CODE
LOW	src/gui/js/main.js	610	function getBuildingFacadesEnabled() {	CODE
LOW	src/gui/js/main.js	1734	function initLuantiExperimentalToggle() {	CODE
LOW	src/gui/js/main.js	2151	function initPrecomputeFacadesButton() {	CODE
LOW	src/gui/js/main.js	2779	function isCustomWorldNameFeatureEnabled() {	CODE
LOW	src/gui/js/main.js	2799	function updateWorldNamePreviewLabel() {	CODE
LOW	src/gui/js/main.js	2826	function updateWorldNameLimitState() {	CODE
LOW	src/gui/js/main.js	2906	function initCustomWorldNameToggle() {	CODE
LOW	src/gui/js/main.js	2981	function refreshLuantiAvailability() {	CODE
LOW	src/gui/js/main.js	3355	function handleWorldSelectionError(errorCode) {	CODE
LOW	src/gui/js/main.js	3377	function setGenerationButtonEnabled(enabled) {	CODE
LOW	src/gui/js/bbox.js	1050	function addWorldPreviewToEditToolbar() {	CODE
LOW	src/gui/js/bbox.js	2438	function updateTerrainPreviewButton() {	CODE
LOW	src/gui/js/libs/jquery-1.9.1.js	7466	function addToPrefiltersOrTransports( structure ) {	CODE
LOW	src/gui/js/libs/jquery-1.9.1.js	7498	function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/gui/js/libs/jquery-ui-1.10.3.custom.js	8103	// Format a name, short or long as requested	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/element_processing/construction_site.rs	4	//! a container or a scaffold tower.	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	assets/building-facades/build_facades.py	425		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/gui/js/main.js	114	const attribute = localizedStringKey.startsWith("placeholder_") ? "placeholder" : "textContent";	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/gui/js/maps/maplibre-gl.js	42	define("shared",["exports"],(function(t){"use strict";function e(t,e,r,n){return new(r\|\|(r=Promise))((function(i,s){func	CODE

louis-e/arnis

Open-Source Code Quality, Security and Technical Debt Review