2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.2K

Stars

Rust

Language

4.4M

Lines of Code

10.0K

Files

10.7K

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 10.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 10398 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 154 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 209 finding(s).

PR Review Velocity Impact 12.7/100 · LOW

Which changes need focused human review? 10710 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 76HIGH 42MEDIUM 131LOW 10461

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 10710 distinct pattern matches across 20 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 Block10103 hits · 9272 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	561	opt-level = 1	COMMENT
LOW	Cargo.toml	581	#[profile.dev.package.rustybuzz]	COMMENT
LOW	tools/download_stars.sh	1	#!/bin/sh	COMMENT
LOW	tools/cargo_publish.sh	1	DRYRUN=${1:---dry-run}	COMMENT
LOW	tools/cargo_publish.sh	21	#cargo publish $DRYRUN --allow-dirty -p makepad-derive-live	COMMENT
LOW	tools/cargo_publish.sh	41		COMMENT
LOW	tools/cargo_publish.sh	61	#cargo publish $DRYRUN --allow-dirty -p makepad-rustybuzz	COMMENT
LOW	tools/cargo_publish.sh	81	#cargo publish $DRYRUN --allow-dirty -p makepad-example-simple	COMMENT
LOW	tools/cargo_publish.sh	101	#echo "---- PUBLISHING makepad-example-fractal-zoom----"	COMMENT
LOW	tools/remote_smoke.sh	1	#!/bin/bash	COMMENT
LOW	tools/download_tts.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/cef_fetch/src/cef_dist.rs	1	//! Where the CEF distribution comes from when the person asks for one: the	COMMENT
LOW	tools/cef_fetch/src/bz2.rs	1	//! A decode-only bzip2 reader for the CEF archive: [`MultiBzDecoder`] wraps	COMMENT
LOW	tools/ci_leg/src/lib.rs	1	//! `ci-leg`: the CI shards devhub runs (libs/devhub/src/orch/ci.rs) that are more than one command,	COMMENT
LOW	tools/ci_leg/src/smoke.rs	1	//! An app's smoke script (`ci.splash`), as the CI box ran it (ported from tools/ci drive.rs and	COMMENT
LOW	tools/makepad_builder/check-tools.sh	1	#!/bin/sh	COMMENT
LOW	tools/makepad_builder/rust-tools.sh	1	#!/bin/sh	COMMENT
LOW	tools/makepad_builder/makepad-builder.sh	1	#!/bin/sh	COMMENT
LOW	tools/makepad_builder/makepad-builder.sh	21	#	COMMENT
LOW	tools/makepad_builder/makepad-builder.sh	881	# ----------------------------------------------------------------- steps ---	COMMENT
LOW	tools/makepad_builder/makepad-windows-preview.sh	1	#!/bin/sh	COMMENT
LOW	tools/makepad_builder/tests/lzx_real_cabs.rs	1	//! LZX against real Microsoft cabinets, byte for byte.	COMMENT
LOW	tools/makepad_builder/src/runtime.rs	1141	for (key, _) in env::vars_os() {	COMMENT
LOW	tools/makepad_builder/src/runtime.rs	1301	// Still a space (8.3 names are off on this volume): nvcc fails	COMMENT
LOW	tools/makepad_builder/src/implib.rs	1	//! Import libraries for building with Rust's GNU toolchain on Windows.	COMMENT
LOW	tools/makepad_builder/src/fetch.rs	1	//! Downloads for installs run with `jobs::run`: every payload of every	COMMENT
LOW	tools/makepad_builder/src/catalog.rs	161	}	COMMENT
LOW	tools/makepad_builder/src/catalog.rs	221	/// Cargo's target directory for this release: one per source snapshot,	COMMENT
LOW	tools/makepad_builder/src/changes.rs	1	//! "Send my changes": a person who changed an app's source with their	COMMENT
LOW	tools/makepad_builder/src/lzx.rs	1	//! LZX decompression for Microsoft Cabinet folders (`typeCompress` 3).	COMMENT
LOW	tools/makepad_builder/src/jobs.rs	1	//! Installing components side by side.	COMMENT
LOW	tools/macos/make-signing-identity.sh	1	#!/bin/bash	COMMENT
LOW	tools/macos/sign-app.sh	1	#!/bin/bash	COMMENT
LOW	tools/ci/src/wall.rs	361	}	COMMENT
LOW	tools/ci/src/smoke.rs	21	/// A licensed app's slice of the commercial repository (`slice:<app>`).	COMMENT
LOW	tools/ci/src/preflight.rs	1	//! `ci --preflight`: the cheap part of CI on a developer's checkout, before a	COMMENT
LOW	tools/devhub/install-node-mac.sh	1	#!/bin/bash	COMMENT
LOW	tools/map_tiles/src/mkmap.rs	1	//! `.mkmap` sharded tile container: transmux a finished MBTiles archive	COMMENT
LOW	tools/map_tiles/src/mkmap.rs	21	//! ambiguous MB/MiB semantics, so the cap sits safely under both readings.	COMMENT
LOW	tools/map_tiles/src/mkmap.rs	1261	}	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	1	//! bridge-bake: derive per-vertex road/rail elevation (Δz above local ground)	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	981	continue;	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	1701	/// continuations across bridge tag splits, simplified link junctions,	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	2161	}	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	2381	let max = values.iter().copied().fold(f32::MIN, f32::max);	COMMENT
LOW	tools/map_tiles/src/bridge_bake.rs	2781		COMMENT
LOW	tools/map_tiles/src/testmap_cli.rs	1	//! `makepad-map-tiles testmap` — the whole test-map recipe from a shell.	COMMENT
LOW	tools/map_tiles/src/ocean.rs	1	//! ocean-tiles — bake the osmdata.openstreetmap.de water polygons	COMMENT
LOW	tools/agents/src/lib.rs	1	#[cfg(any(target_os = "macos", target_os = "linux", windows))]	COMMENT
LOW	tools/service_host/src/main.rs	1	//! makepad-service-host: runs one program as a Windows service.	COMMENT
LOW	tools/arch_usb/wm-session.sh	21	# The AI Hub app and the JIT tool are built the way the WM starts them: `makepad-wm-build` runs	COMMENT
LOW	tools/linux/display-layout-env.test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/linux/display-layout-env.sh	1	# tools/linux/display-layout-env.sh	COMMENT
LOW	tools/linux/display-layout-env.sh	21	# resolving it to this boot's name means finding the card whose PCI	COMMENT
LOW	tools/linux/display-layout-env.sh	41	# the file, matching the rule the WM's own runtime restore applies	COMMENT
LOW	tools/linux/display-layout-env.sh	61	# A single marker could not tell the two cases apart; the worker reads	COMMENT
LOW	tools/run/host/train.sh	1	#!/bin/bash	COMMENT
LOW	tools/run/host/build.sh	1	#!/bin/bash	COMMENT
LOW	tools/run/boot/src/field.rs	1	//! The Ignition Field: the boot window while the program compiles. A tilted spiral galaxy grows	COMMENT
LOW	tools/run/boot/src/ring.rs	1	//! The JIT ring: a small ring in the running app's caption that answers "is the UI waiting on	COMMENT
10043 more matches not shown…

Hallucination Indicators76 hits · 805 pts

Severity	File	Line	Snippet	Context
CRITICAL	platform/hal/src/backend/linux/wayland.rs	1060	.chain(self.state.input.keyboard.repeat.map(\|(_, when)\| when))	CODE
CRITICAL	platform/hal/src/backend/vulkan/submit.rs	373	let align = self.dev.properties.limits.min_uniform_buffer_offset_alignment.max(self.dev.properties.limits.min_st	CODE
CRITICAL	platform/hal/src/backend/vulkan/submit.rs	477	let allocate = self.dev.raw.table.allocate_descriptor_sets.ok_or("vkAllocateDescriptorSets is unavailable")?;	CODE
CRITICAL	platform/hal/src/backend/vulkan/frame.rs	314	let align = self.dev.properties.limits.min_uniform_buffer_offset_alignment.max(self.dev.properties.limits.min_st	CODE
CRITICAL	platform/hal/src/backend/windows/media/audio.rs	291	let name = if value.Anonymous.Anonymous.vt.0 == 31 { value.Anonymous.Anonymous.Anonymous.pwszVal.to_string().unwrap_	CODE
CRITICAL	platform/script/std/tests/headless.rs	90	let tasks = host.std.data.tasks.tasks.borrow();	CODE
CRITICAL	platform/script/std/src/task.rs	111	std.data.tasks.hooks.on_thread_completed.push(hook);	CODE
CRITICAL	platform/script/std/src/task.rs	125	std.data.tasks.hooks.pump.push(hook);	CODE
CRITICAL	platform/script/src/shader_lower.rs	1250	if let Some(pod_ty) = vm.bx.code.builtins.pod.value_to_exact_type(value) {	CODE
CRITICAL	platform/script/src/shader_lower_calls.rs	295	let builtins = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_calls.rs	535	let builtins = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_calls.rs	660	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_output.rs	310	if let Some(pod_ty) = vm.bx.code.builtins.pod.value_to_exact_type(value) {	CODE
CRITICAL	platform/script/src/opcodes_control.rs	220	.new_with_proto(self.bx.code.builtins.range.into());	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	276	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	402	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	421	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	515	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	747	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_vars.rs	851	if let Some(pod_ty) = vm.bx.code.builtins.pod.value_to_exact_type(value) {	CODE
CRITICAL	platform/script/src/opcodes_calls.rs	24	fnobj = self.bx.code.builtins.mod_call.into();	CODE
CRITICAL	platform/script/src/opcodes_loops.rs	159	.has_proto(obj, self.bx.code.builtins.range.into());	CODE
CRITICAL	platform/script/src/opcodes_loops.rs	307	.has_proto(obj, self.bx.code.builtins.range.into())	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	224	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	287	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	371	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	393	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	423	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	449	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_ops.rs	489	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_control.rs	246	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_control.rs	457	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_control.rs	526	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/script/src/shader_lower_control.rs	651	let pods = vm.bx.code.builtins.pod.clone();	CODE
CRITICAL	platform/src/draw_pass.rs	533	&& cx.textures.1.serials.completed.load(std::sync::atomic::Ordering::Acquire) >= p.painted_frame	CODE
CRITICAL	platform/src/texture.rs	188	for index in 0..self.textures.1.readbacks.slots.len() {	CODE
CRITICAL	platform/src/texture.rs	221	for index in 0..self.textures.1.readbacks.slots.len() {	CODE
CRITICAL	platform/src/cx_api.rs	3325	if self.textures.1.readbacks.slots.is_empty() {	CODE
CRITICAL	platform/src/cx_api.rs	3389	requests: self.textures.1.readbacks.slots.len(),	CODE
CRITICAL	platform/src/cx_api.rs	3454	self.textures.1.serials.completed.load(std::sync::atomic::Ordering::Acquire)	CODE
CRITICAL	platform/src/os/hal/display.rs	70	screens.sort_by(\|a, b\| a.1.bounds.pos.x.total_cmp(&b.1.bounds.pos.x));	CODE
CRITICAL	platform/src/os/web/web.rs	38	if !self.textures.1.readbacks.slots.is_empty() {	CODE
CRITICAL	platform/src/os/web/web.rs	41	let registrations: Vec<_> = self.textures.1.readbacks.slots.iter()	CODE
CRITICAL	platform/src/os/web/web.rs	174	self.textures.1.readbacks.slots.iter_mut().find(\|slot\| slot.result.ticket == ticket).unwrap().legacy = true;	CODE
CRITICAL	platform/src/os/web/web_gl.rs	1048	if !self.textures.1.readbacks.slots.is_empty() {	CODE
CRITICAL	xr/src/bin/manual_align.rs	977	.and_then(\|loaded\| loaded.pair.local_descriptor.descriptor.height_map.clone());	CODE
CRITICAL⚡	libs/box3d/src/recording.rs	1434	hash = (hash ^ sim.transform.q.v.x.to_bits() as u64).wrapping_mul(prime);	CODE
CRITICAL⚡	libs/box3d/src/recording.rs	1435	hash = (hash ^ sim.transform.q.v.y.to_bits() as u64).wrapping_mul(prime);	CODE
CRITICAL⚡	libs/box3d/src/recording.rs	1436	hash = (hash ^ sim.transform.q.v.z.to_bits() as u64).wrapping_mul(prime);	CODE
CRITICAL	libs/render/src/shaders.rs	1638	let id = grass.pbr.skinned.draw_vars.draw_shader_id.expect("registered grass shader");	CODE
CRITICAL	libs/render/src/shaders.rs	1647	let id = splat.pbr.skinned.draw_vars.draw_shader_id.expect("registered splat shader");	CODE
CRITICAL	libs/render/src/renderer/frame_util.rs	619	draws.alpha.cube.cube.draw_vars.set_uniform(	CODE
CRITICAL	libs/render/src/renderer/world_geometry.rs	322	let slice = draws.alpha.cube.cube.draw_vars.as_slice();	CODE
CRITICAL	libs/render/src/renderer/grass_draw.rs	58	let ready = draw.pbr.skinned.draw_vars.draw_shader_id.is_some_and(\|id\| cx.cx.draw_shader_ready(id, self.hdr_outp	CODE
CRITICAL	libs/render/src/renderer/frame.rs	898	&& draws.alpha.cube.cube.draw_vars.can_instance();	CODE
CRITICAL	libs/render/src/renderer/frame.rs	1850	if let Some(mi) = draws.alpha.cube.cube.many_instances.take() {	CODE
CRITICAL	libs/milkdrop/src/browser.rs	1270	self.browser.presets.folds.shut_while_filtering.clear();	CODE
CRITICAL	libs/milkdrop/src/browser.rs	1275	self.browser.presets.folds.shut_while_filtering.clear();	CODE
CRITICAL	libs/relax/types/src/borrowck/root_cx.rs	226	let before = parent.typeck.constraints.outlives_constraints.outlives.len();	CODE
CRITICAL	…bs/relax/types/src/borrowck/diagnostics/region_name.rs	129	assert!(cx.regions.regioncx.universal_region_relations.universal_regions.is_universal_region(fr), "region {fr} is no	CODE
16 more matches not shown…

Decorative Section Separators72 hits · 228 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/makepad_builder/makepad-builder.sh	3580	# private Rust, each shown on the app's row ("Rust ━━━──── 40%").	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	127	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	129	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	148	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	152	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	168	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	172	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	189	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	195	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	216	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	219	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	259	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	262	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/linux/display-layout-env.test.sh	303	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/linux/display-layout-env.test.sh	305	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/linux/display-layout-env.test.sh	315	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/linux/display-layout-env.test.sh	318	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	329	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tools/linux/display-layout-env.test.sh	333	# ---------------------------------------------------------------------	COMMENT
MEDIUM	libs/texcomp/src/etc.rs	28	// ── decode ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/etc.rs	86	// ── encode ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/transcode.rs	15	// ── UASTC → BC7 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/transcode.rs	279	// ── UASTC → ASTC 4x4 ────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/astc.rs	48	// ── ISE ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/astc.rs	174	// ── partition pattern (spec 23.21) ──────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/astc.rs	203	// ── block pack / decode ─────────────────────────────────────────────────	COMMENT
MEDIUM	libs/texcomp/src/uastc.rs	376	// ── encoder ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/instruments.rs	36	// ─────────────────────────────── piano ───────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/instruments.rs	128	// ─────────────────────────────── drums ───────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/instruments.rs	272	// ───────────────────────────── soundfont ─────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/instruments.rs	470	// ───────────────────────────── ironfish ─────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/instruments.rs	506	// ───────────────────────────── factory ─────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/bus.rs	375	// ── recipes ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/bus.rs	470	// ── vehicles ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/bus.rs	581	// ── sustained tones (the legacy `game.tone` primitive) ───────────────	COMMENT
MEDIUM	libs/audio_synth/src/bus.rs	648	// ── instruments ──────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/audio_synth/src/bus.rs	813	// ── render ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/render/src/stream.rs	333	// ── occlusion raster ────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/render/src/texture_pack.rs	107	// ── build time ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/render/src/ao_atlas.rs	1877	// ── The AO truth suite ──────────────────────────────────────────────────	COMMENT
MEDIUM	libs/render/src/ao_atlas.rs	2482	// ── Seam acceptance ─────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	227	// ── Oracle inputs ────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	242	// ── Tokenizer cross-check (optional) ─────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	261	// ── Native tapped encode ─────────────────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	285	// ── Embedding + rope tables ──────────────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	319	// ── Layer-0 operator chain ───────────────────────────────────────────	COMMENT
MEDIUM	libs/diffusion/src/bin/flux2_check_te.rs	407	// ── Per-layer hidden states (bisect) + conditioning ──────────────────	COMMENT
MEDIUM	libs/teamtalk/src/codec.rs	1	//! ── Provenance ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/teamtalk/src/codec.rs	14	//! ────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/teamtalk/src/codec.rs	72	// ── ADPCM ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/teamtalk/src/codec.rs	232	// ── Ogg pages ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/teamtalk/src/codec.rs	326	// ── The two codecs behind one pair of calls ─────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_gear.rs	195	// ── shells ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_fps.rs	326	// ── first-person detail ───────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_clips.rs	260	// ── sampling ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_clips.rs	309	// ── shared pieces ─────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_clips.rs	383	// ── the clip set ──────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character.rs	55	// ── spec ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character.rs	275	// ── materials ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	libs/model/src/character_head.rs	468	// ── hair ────────────────────────────────────────────────────────────────	COMMENT
12 more matches not shown…

Empty Error Handlers34 hits · 170 pts

Severity	File	Line	Snippet	Context
HIGH	tools/makepad_builder/installer.py	702	except ValueError:	CODE
HIGH	tools/qwen38/bench_api.py	49	except Exception:	CODE
HIGH	tools/arch_usb/build.py	291	except FileNotFoundError: pass	CODE
HIGH	tools/arch_usb/inspect_usb.py	62	except FileNotFoundError: pass	CODE
HIGH	tools/arch_usb/inspect_usb.py	83	except FileNotFoundError: pass	CODE
HIGH	tools/run/fixture/live_kinds.py	272	except ProcessLookupError:	CODE
HIGH	tools/run/fixture/live_kinds.py	175	except ProcessLookupError:	CODE
HIGH	tools/run/scoreboard/sb.py	437	except ImportError:	CODE
HIGH	tools/run/scoreboard/sb.py	498	except OSError:	CODE
HIGH	tools/run/scoreboard/sbsum.py	28	except ValueError:	CODE
HIGH	tools/run/scoreboard/sbsum.py	193	except (ValueError, KeyError):	CODE
HIGH	tools/run/scoreboard/sbstage.py	124	except OSError:	CODE
HIGH	tools/run/scoreboard/sb_apps.py	289	except Exception:	CODE
HIGH	libs/ai/hub/python/rig_skintokens.py	52	except OSError:	CODE
HIGH	libs/ai/hub/python/motion_hymotion.py	49	except OSError:	CODE
HIGH	libs/ai/hub/python/motion_hymotion.py	100	except OSError:	CODE
HIGH	libs/relax/compiler/bench_rt/asmdiff.py	62	except ImportError:	CODE
HIGH	libs/relax/compiler/tests/cache_body_verdict/run.py	31	except ProcessLookupError:	CODE
HIGH	libs/relax/compiler/tests/live_app/progress.py	37	except OSError:	CODE
HIGH	libs/relax/compiler/tests/live_corpus/run_corpus.py	31	except FileNotFoundError:	CODE
HIGH	libs/relax/compiler/tests/live_corpus/run_corpus.py	29	except ValueError:	CODE
HIGH	libs/relax/compiler/tests/cache_items/run.py	73	except FileNotFoundError:	CODE
HIGH	libs/relax/compiler/tests/cache_prelink_reload/run.py	99	except FileNotFoundError:	CODE
HIGH	libs/relax/compiler/tests/exit_persist/run.py	37	except ProcessLookupError:	CODE
HIGH	libs/relax/compiler/tests/cache_shared_apps/run.py	116	except FileNotFoundError:	CODE
HIGH	libs/relax/compiler/tests/serve/run.py	161	except (OSError, ValueError, AssertionError): pass	CODE
HIGH	libs/relax/compiler/rwbench/run.py	107	except OSError: pass	CODE
HIGH	apps/wm/tools/frametrace/ftrig.py	110	except Exception:	CODE
HIGH	apps/wm/tools/frametrace/ftrig.py	153	except ValueError:	CODE
HIGH	apps/wm/tools/frametrace/ftrig.py	116	except ProcessLookupError:	CODE
HIGH	apps/wm/tools/frametrace/ftrig.py	125	except ProcessLookupError:	CODE
HIGH	apps/wm/tools/frametrace/analyze.py	57	except ValueError:	CODE
HIGH	apps/wm/tools/rig/rig_lib.py	26	except Exception: pass	CODE
HIGH	apps/wm/tools/rig/rig_lib.py	28	except Exception: pass	CODE

AI Slop Vocabulary56 hits · 166 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/run/host/train.sh	6	# `makepad check` of makepad-widgets and makepad-platform (front end, typeck, borrowck), `makepad test relax-lex` (tes	COMMENT
MEDIUM	tools/run/fixture/diff_full.sh	5	# `makepad test` at the baseline and O3 tiers; stdout (minus harness lines, sorted: test order differs) must	COMMENT
MEDIUM	tools/run/fixture/diff_full.sh	7	# diff_full.allow lists the tests that differ by design (crash on purpose, timings, harness	COMMENT
MEDIUM	tools/run/fixture/diff_full.sh	36	# harness format: rustc's failures summary (`failures:`, the failed names indented) and its	COMMENT
MEDIUM	tools/run/fixture/diff_full.sh	42	# harness's overflow handler (overflow.rs: 30+ min on 165)	COMMENT
MEDIUM	platform/script/audio_aot/src/lib.rs	333	/// initial value. Returns true when everything carried (a seamless	COMMENT
MEDIUM	libs/csg/csg_exact/src/lib.rs	1	// makepad-csg-exact: Exact arithmetic for robust geometric constructions.	COMMENT
MEDIUM	libs/csg/csg_boolean/src/tri_tri.rs	4	// with Shewchuk's orient3d for robust orientation tests.	COMMENT
MEDIUM	libs/csg/csg_boolean/src/tri_tri.rs	69	/// Uses robust orient3d predicates for classification.	COMMENT
MEDIUM	libs/csg/csg_cad/src/constrain.rs	14	//! does not reduce the residual) makes it robust far from a solution and	COMMENT
MEDIUM	libs/xatlas/src/math.rs	482	// xatlas.cpp:839 — axis-wise abs compare, not the robust equal_f.	COMMENT
MEDIUM	libs/score_player/tests/shader_nodes.rs	89	// Same layout: state carries, the swap is seamless.	COMMENT
MEDIUM	libs/raytrace/src/gpu.rs	1491	// A fixed 4x4 log-average meter is robust to a bright doorway or a	COMMENT
MEDIUM	libs/audio_synth/src/kit/oscs/wavetable.rs	80	// pre-1.4 seamless frame state	COMMENT
MEDIUM	libs/ttf-parser/src/tables/kern.rs	440	// There are no robust way to distinguish them, so we have to guess.	COMMENT
MEDIUM	libs/ttf-parser/src/tables/gpos.rs	414	// Essentially a `LazyOffsetArray16` but stores additional data required to parse [`PairSet`].	COMMENT
MEDIUM	libs/beat/Cargo.toml	13	# The accuracy harness (synthetic fixtures, the independent judge and the	COMMENT
MEDIUM	libs/beat/Cargo.toml	21	# Decodes the opt-in local corpus for the accuracy harness.	COMMENT
MEDIUM	libs/beat/src/offline.rs	341	/// when the two disagree substantially. A robust seed removes isolated model	COMMENT
MEDIUM	libs/mesh_edit/src/intersections.rs	2	//! sweep; narrowphase uses robust orientation predicates and identity-aware	COMMENT
MEDIUM	libs/mesh_edit/src/intersections.rs	111	// determinant products/tails stay representable by the robust predicates.	COMMENT
MEDIUM	libs/render/src/bake.rs	286	// makes the invalidation robust for any future consumer.	COMMENT
MEDIUM	libs/render/src/material_surface.rs	21	/// `makepadTriplanar`) so cliffs keep a seamless, unstretched texture.	COMMENT
MEDIUM	libs/piano_model/tests/learned_targets.rs	288	// noise-robust window (or a later analysis time) before these three	COMMENT
MEDIUM	libs/piano_model/src/keys.rs	213	/// fitted fundamental (cents re equal temperament), from robust	COMMENT
MEDIUM	libs/html/src/lib.rs	947	// Definitely not a reference; what was scanned stays text.	COMMENT
MEDIUM	libs/diffusion/src/bin/indextts_cuda_validate.rs	679	// audio content stays matched; the re-analysis mel is phase-robust and	COMMENT
MEDIUM	libs/xr_stream/src/auto.rs	1	//! Auto: the stream's seamless levers set from what the stream measures. Only levers that never	COMMENT
MEDIUM	libs/unicase/src/lib.rs	12	//! utilize faster ASCII case comparisons, if both strings are ASCII.	COMMENT
MEDIUM	libs/ai/models/speech/tools/ref_infer.py	93	# A 16k copy so Whisper can score it with the same harness.	COMMENT
MEDIUM	libs/ai/models/speech/src/indextts_bigvgan_cuda.rs	35	//! wav (the same phase-robust gate the CPU path passes).	COMMENT
MEDIUM	libs/ai/hub/src/motion_backend.rs	16	//! natively seamless). In both cases the output GLB must answer the	COMMENT
MEDIUM	libs/ai/hub/src/llm_backend.rs	39	/// The same composer, narrowed to the VJ's case: a seamless instrumental	COMMENT
MEDIUM	libs/ai/hub/src/motion_native_backend.rs	1572	// clip is not a seamless native loop — the VJ layer loops it.	COMMENT
MEDIUM	libs/vulkan/libloading/src/changelog.rs	156	/// pointers in the `.init_array` section. A very similar mechanism exists on systems that utilize	COMMENT
MEDIUM	libs/vulkan/libloading/src/changelog.rs	292	/// `libloading` used to utilize a snippet written in C to work-around the unlikely possibility	COMMENT
MEDIUM	libs/vulkan/indexmap/src/macros.rs	180	// allow it to leverage unstable traits like `TrustedLen`.	COMMENT
MEDIUM	libs/vulkan/zerocopy/src/layout.rs	337	// We use Kani to prove that this method is robust to future increases	COMMENT
MEDIUM	libs/relax/backend/src/lib.rs	57	/// CPU time of the calling thread in ns (compile-time stats robust to machine load).	COMMENT
MEDIUM	libs/relax/front/src/program.rs	2632	// a #[test] fn exists only in a test build (rustc's test harness removes it	COMMENT
MEDIUM	libs/relax/compiler/dsbench/Cargo.toml	9	# index loops. Same harness as rwbench (src/harness.rs by path): rustc --release vs `makepad run`, steady ms,	COMMENT
MEDIUM	libs/relax/compiler/dsbench/src/main.rs	5	#[path = "../../rwbench/src/harness.rs"]	COMMENT
MEDIUM	libs/relax/compiler/tests/bin_tests/run.sh	2	# usage: run.sh <makepad binary>: `makepad test bt-app` runs the lib's unit tests, the harness bin's	COMMENT
MEDIUM	libs/relax/compiler/tests/bin_tests/run.sh	3	# unit tests, the `harness = false` bin and test (plain programs, built cfg(test), as cargo runs them),	COMMENT
MEDIUM	libs/relax/compiler/tests/shutdown/run.py	22	# Yama permits the named tracer and its descendants: the harness and its gdb.	COMMENT
MEDIUM	…x/compiler/tests/strict_errors/test_fn_not_built_ok.rs	2	// a #[test] fn is not an item outside a test build (rustc's harness removes it before name	COMMENT
MEDIUM	libs/relax/compiler/tests/modules/run.sh	65	# prints the twin code growth per hot patch. Its harness deadline includes compilation.	COMMENT
MEDIUM	libs/relax/compiler/std/core/fmt/float/grisu.rs	349	// i.e., `plus1 - plus1w(n) <= minus0` or `plus1 - plus1w(n) >= plus0`. we utilize the facts	COMMENT
MEDIUM	libs/relax/compiler/rwbench/run.py	33	# relax-rwbench-commercial, the same harness) joins when that checkout is present (RW_COMMERCIAL=0 skips it).	COMMENT
MEDIUM	libs/relax/compiler/src/check.rs	99	/// the `#[test]` fns). `harness`: the root is built with `--test` (libtest's generated main	COMMENT
LOW	libs/rapier/src/dynamics/integration_parameters.rs	259	#[deprecated = "You can just set the `IntegrationParams::dt` value directly"]	COMMENT
MEDIUM	libs/media_view/src/mesh_view.rs	102	/// does not promise a seamless loop; spreading its seam over this window	COMMENT
MEDIUM	libs/zune/zune-jpeg/src/idct.rs	11	//! Essentially we provide 2 routines for IDCT, a scalar implementation and a not super optimized	COMMENT
MEDIUM	libs/zune/zune-jpeg/src/color_convert/neon64.rs	43	// NEON has 32 registers, so it is good idea to utilize a lot of variables at once	COMMENT
MEDIUM	examples/modal_footprint/src/main.rs	139	// Absolutely positioned, so it takes nothing from the	COMMENT
MEDIUM	widgets/families/maps/src/map/tile.rs	7131	// seamless surface per class, identical flat and tilted. Dashed	COMMENT

Verbosity Indicators47 hits · 85 pts

Severity	File	Line	Snippet	Context
LOW⚡	libs/svg/src/path_data.rs	526	// Step 1: Compute (x1', y1')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	532	// Step 2: Compute (cx', cy')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	586	// Step 3: Compute (cx, cy) from (cx', cy')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	592	// Step 4: Compute theta1 and dtheta. The size of the sweep comes from	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	296	// Step 1: the two points with the largest distance, ties broken by deepest combined separation	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	354	// Step 2: find the point with the maximum triangular area, ties broken by deepest separation	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	393	// Step 4: get the point that adds the most area outside the current triangle	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	380	// Step 1: find extreme point that is touching	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	416	// Step 2: Find farthest point in 2D	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	449	// Step 3: Find the point with the maximum triangular area	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	477	// Step 4: get the point that adds the most area outside the current triangle	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	95	// Step 1: Corefine	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	115	// Step 2: Classify	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	146	// Step 3: Manually do union selection	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	76	// Step 1: Corefine both meshes	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	82	// Step 2: Classify triangles	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	92	// Step 3: Select faces based on operation	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	77	// Step 1: the AABB trees (prepared)	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	81	// Step 2: Find candidate pairs	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	84	// Step 3: Compute intersection segments for each pair.	COMMENT
LOW	libs/csg/csg_boolean/src/corefine.rs	156	// Step 4: Collect intersection data per triangle	COMMENT
LOW	libs/csg/csg_boolean/src/corefine.rs	168	// Step 5: Re-triangulate affected triangles	COMMENT
LOW	libs/csg/csg_boolean/src/tri_tri.rs	148	// Step 5: Compute line of intersection of the two planes.	COMMENT
LOW⚡	libs/csg/csg_boolean/src/tri_tri.rs	166	// Step 6: Project triangles onto the intersection line.	COMMENT
LOW⚡	libs/csg/csg_boolean/src/tri_tri.rs	174	// Step 7: Check interval overlap	COMMENT
LOW	libs/fast_inflate/src/crc32.rs	156	// Step 1: fold by 4 loop	COMMENT
LOW⚡	libs/fast_inflate/src/crc32.rs	178	// Step 2: fold by 1 loop	COMMENT
LOW⚡	libs/fast_inflate/src/crc32.rs	183	// Step 3: reduction from 128 bits to 64 bits	COMMENT
LOW	libs/fast_inflate/src/crc32.rs	197	// Step 4: Barrett reduction from 64 bits to 32 bits	COMMENT
LOW⚡	libs/regex/src/utf8.rs	33	// Step 1: If the range contains only ASCII code points, return early.	COMMENT
LOW⚡	libs/regex/src/utf8.rs	41	// Step 2: Ensure that the range does not contain any surrogate code points.	COMMENT
LOW⚡	libs/regex/src/utf8.rs	48	// Step 3: Ensure that all scalar values in the range can be encoded as a sequence	COMMENT
LOW	libs/regex/src/utf8.rs	59	// Step 4: Ensure that all scalar values in the range can be encoded as a single	COMMENT
LOW	libs/regex/src/utf8.rs	79	// Step 5: Encode all scalar values in the range as a sequence of UTF-8 bytes.	COMMENT
LOW	libs/ai/models/h3/src/h3.rs	1406	// Step 0: video_t = audio_t = 0, cond pinned at 0.999 -> two values.	COMMENT
LOW	libs/crc32fast/src/specialized/pclmulqdq.rs	86	// Step 1: fold by 4 loop	COMMENT
LOW	libs/crc32fast/src/specialized/pclmulqdq.rs	108	// Step 2: fold by 1 loop	COMMENT
LOW	libs/relax/base/src/inflate/crc32.rs	156	// Step 1: fold by 4 loop	COMMENT
LOW⚡	libs/relax/base/src/inflate/crc32.rs	178	// Step 2: fold by 1 loop	COMMENT
LOW⚡	libs/relax/base/src/inflate/crc32.rs	183	// Step 3: reduction from 128 bits to 64 bits	COMMENT
LOW	libs/relax/base/src/inflate/crc32.rs	197	// Step 4: Barrett reduction from 64 bits to 32 bits	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	101	// Step 1: Find the deepest contact, biased by extremity for frame stability.	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	133	// Step 2: Find the point most distant from the first contact.	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	156	// Step 3: Find two more contacts that maximize positive and negative signed area.	COMMENT
LOW	libs/zune/zune-jpeg/src/decoder.rs	496	// The check is weird, we need to check if ID	COMMENT
LOW	libs/memchr/src/ext.rs	15	/// The purpose of this function is just to be able to do arithmetic, i.e.,	COMMENT
LOW	draw/src/cx_2d.rs	423	// ok so we need to check if our turtle position has changed since last time.	COMMENT

Deep Nesting82 hits · 82 pts

Severity	File	Line	Context
LOW	tools/aihub-farm-smoke.py	38	CODE
LOW	tools/makepad_builder/installer.py	75	CODE
LOW	tools/makepad_builder/installer.py	174	CODE
LOW	tools/makepad_builder/installer.py	194	CODE
LOW	tools/makepad_builder/installer.py	492	CODE
LOW	tools/makepad_builder/installer.py	678	CODE
LOW	tools/makepad_builder/installer.py	728	CODE
LOW	tools/makepad_builder/installer.py	878	CODE
LOW	tools/makepad_builder/windows/package.py	36	CODE
LOW	tools/app_icons/makepad_android/icons.py	149	CODE
LOW	tools/app_icons/translator/icons.py	287	CODE
LOW	tools/qwen38/bench_api.py	33	CODE
LOW	tools/qwen38/test_api.py	10	CODE
LOW	tools/arch_usb/build.py	83	CODE
LOW	tools/arch_usb/clone_export.py	14	CODE
LOW	tools/arch_usb/iso9660.py	10	CODE
LOW	tools/arch_usb/clone_assets.py	41	CODE
LOW	tools/arch_usb/btrfs_read.py	111	CODE
LOW	tools/arch_usb/write_usb.py	67	CODE
LOW	tools/arch_usb/restore_models.py	28	CODE
LOW	tools/run/tools/load_tail.py	43	CODE
LOW	tools/run/fixture/live_kinds.py	187	CODE
LOW	tools/run/fixture/verify_tip.py	117	CODE
LOW	tools/run/fixture/verify_tip.py	231	CODE
LOW	tools/run/scoreboard/sb.py	46	CODE
LOW	tools/run/scoreboard/sb.py	354	CODE
LOW	tools/run/scoreboard/sb.py	441	CODE
LOW	tools/run/scoreboard/sb.py	111	CODE
LOW	tools/run/scoreboard/sb.py	230	CODE
LOW	tools/run/scoreboard/sbchart.py	49	CODE
LOW	tools/run/scoreboard/sbchart.py	92	CODE
LOW	tools/run/scoreboard/sbchart.py	106	CODE
LOW	tools/run/scoreboard/sbsum.py	33	CODE
LOW	tools/run/scoreboard/sbsum.py	162	CODE
LOW	tools/run/scoreboard/sbstage.py	55	CODE
LOW	tools/unicode_line_break/generate_line_break_data.py	125	CODE
LOW	libs/piano_model/tools/fit_voicing.py	36	CODE
LOW	libs/piano_model/tools/fit_voicing.py	347	CODE
LOW	libs/piano_model/tools/fit_voicing.py	478	CODE
LOW	libs/piano_model/tools/fit_voicing.py	626	CODE
LOW	libs/piano_model/tools/fit_voicing.py	763	CODE
LOW	libs/piano_model/tools/fit_voicing.py	899	CODE
LOW	libs/piano_model/tools/fit_voicing.py	942	CODE
LOW	libs/piano_model/tools/acoustic.py	55	CODE
LOW	libs/piano_model/tools/acoustic.py	107	CODE
LOW	libs/regex/src/make_fowler_tests.py	18	CODE
LOW	libs/regex/src/make_unicode.py	38	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	622	CODE
LOW	libs/ai/models/paint/oracle/dino_preprocess_oracle.py	28	CODE
LOW	libs/ai/models/paint/oracle/hunyuan_taps_oracle.py	386	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	189	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	371	CODE
LOW	libs/ai/loader/tests/data/gen_iq_dequant_oracle.py	95	CODE
LOW	libs/ai/hub/python/motion_hymotion.py	83	CODE
LOW	libs/ai/hub/python/music3_oracle_dump.py	41	CODE
LOW	libs/ai/hub/python/fw_worker.py	27	CODE
LOW	libs/relax/types/tools/gen_lint_table.py	18	CODE
LOW	libs/relax/front/gen/feature_tables.py	29	CODE
LOW	libs/relax/compiler/bench_rt/asmdiff.py	308	CODE
LOW	libs/relax/compiler/bench_rt/asmdiff.py	371	CODE
22 more matches not shown…

Structural Annotation Overuse44 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW⚡	libs/svg/src/path_data.rs	526	// Step 1: Compute (x1', y1')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	532	// Step 2: Compute (cx', cy')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	586	// Step 3: Compute (cx, cy) from (cx', cy')	COMMENT
LOW⚡	libs/svg/src/path_data.rs	592	// Step 4: Compute theta1 and dtheta. The size of the sweep comes from	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	296	// Step 1: the two points with the largest distance, ties broken by deepest combined separation	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	354	// Step 2: find the point with the maximum triangular area, ties broken by deepest separation	COMMENT
LOW	libs/box3d/src/mesh_contact.rs	393	// Step 4: get the point that adds the most area outside the current triangle	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	380	// Step 1: find extreme point that is touching	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	416	// Step 2: Find farthest point in 2D	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	449	// Step 3: Find the point with the maximum triangular area	COMMENT
LOW	libs/box3d/src/convex_manifold.rs	477	// Step 4: get the point that adds the most area outside the current triangle	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	95	// Step 1: Corefine	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	115	// Step 2: Classify	COMMENT
LOW	libs/csg/csg/examples/coref_trace.rs	146	// Step 3: Manually do union selection	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	76	// Step 1: Corefine both meshes	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	82	// Step 2: Classify triangles	COMMENT
LOW⚡	libs/csg/csg_boolean/src/boolean.rs	92	// Step 3: Select faces based on operation	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	77	// Step 1: the AABB trees (prepared)	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	81	// Step 2: Find candidate pairs	COMMENT
LOW⚡	libs/csg/csg_boolean/src/corefine.rs	84	// Step 3: Compute intersection segments for each pair.	COMMENT
LOW	libs/csg/csg_boolean/src/corefine.rs	156	// Step 4: Collect intersection data per triangle	COMMENT
LOW	libs/csg/csg_boolean/src/corefine.rs	168	// Step 5: Re-triangulate affected triangles	COMMENT
LOW	libs/csg/csg_boolean/src/tri_tri.rs	148	// Step 5: Compute line of intersection of the two planes.	COMMENT
LOW⚡	libs/csg/csg_boolean/src/tri_tri.rs	166	// Step 6: Project triangles onto the intersection line.	COMMENT
LOW⚡	libs/csg/csg_boolean/src/tri_tri.rs	174	// Step 7: Check interval overlap	COMMENT
LOW	libs/fast_inflate/src/crc32.rs	156	// Step 1: fold by 4 loop	COMMENT
LOW⚡	libs/fast_inflate/src/crc32.rs	178	// Step 2: fold by 1 loop	COMMENT
LOW⚡	libs/fast_inflate/src/crc32.rs	183	// Step 3: reduction from 128 bits to 64 bits	COMMENT
LOW	libs/fast_inflate/src/crc32.rs	197	// Step 4: Barrett reduction from 64 bits to 32 bits	COMMENT
LOW⚡	libs/regex/src/utf8.rs	33	// Step 1: If the range contains only ASCII code points, return early.	COMMENT
LOW⚡	libs/regex/src/utf8.rs	41	// Step 2: Ensure that the range does not contain any surrogate code points.	COMMENT
LOW⚡	libs/regex/src/utf8.rs	48	// Step 3: Ensure that all scalar values in the range can be encoded as a sequence	COMMENT
LOW	libs/regex/src/utf8.rs	59	// Step 4: Ensure that all scalar values in the range can be encoded as a single	COMMENT
LOW	libs/regex/src/utf8.rs	79	// Step 5: Encode all scalar values in the range as a sequence of UTF-8 bytes.	COMMENT
LOW	libs/ai/models/h3/src/h3.rs	1406	// Step 0: video_t = audio_t = 0, cond pinned at 0.999 -> two values.	COMMENT
LOW	libs/crc32fast/src/specialized/pclmulqdq.rs	86	// Step 1: fold by 4 loop	COMMENT
LOW	libs/crc32fast/src/specialized/pclmulqdq.rs	108	// Step 2: fold by 1 loop	COMMENT
LOW	libs/relax/base/src/inflate/crc32.rs	156	// Step 1: fold by 4 loop	COMMENT
LOW⚡	libs/relax/base/src/inflate/crc32.rs	178	// Step 2: fold by 1 loop	COMMENT
LOW⚡	libs/relax/base/src/inflate/crc32.rs	183	// Step 3: reduction from 128 bits to 64 bits	COMMENT
LOW	libs/relax/base/src/inflate/crc32.rs	197	// Step 4: Barrett reduction from 64 bits to 32 bits	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	101	// Step 1: Find the deepest contact, biased by extremity for frame stability.	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	133	// Step 2: Find the point most distant from the first contact.	COMMENT
LOW	libs/rapier/src/geometry/manifold_reduction.rs	156	// Step 3: Find two more contacts that maximize positive and negative signed area.	COMMENT

Excessive Try-Catch Wrapping52 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/aihub-farm-smoke.py	96	except Exception as error:	CODE
LOW⚡	tools/aihub-farm-smoke.py	103	except Exception as error:	CODE
LOW⚡	tools/aihub-farm-smoke.py	109	except Exception as error:	CODE
LOW	tools/aihub-farm-smoke.py	136	except Exception as error:	CODE
LOW	tools/qwen38/bench_api.py	49	except Exception:	CODE
LOW	tools/qwen38/test_api.py	49	except Exception as e:	CODE
LOW	tools/qwen38/test_api.py	147	except Exception:	CODE
LOW	tools/linux/configure-blackshark-usb.sh	67	except Exception:	CODE
LOW	tools/run/host/tabs.py	7	except Exception as e: return 'ERR %s' % e	CODE
LOW	tools/run/scoreboard/sb.py	486	except Exception as e: # an adapter failure is a failed launch, never a hang	CODE
LOW	tools/run/scoreboard/sb_apps.py	289	except Exception:	CODE
MEDIUM	libs/ai/models/paint/oracle/official_forward.py	775	def _call_attn(attn, hidden, enc, kwargs):	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	930	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	940	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	950	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	1793	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	1802	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	1811	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	1820	except Exception as e:	CODE
LOW⚡	libs/ai/models/paint/oracle/official_forward.py	1829	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	124	except Exception:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	345	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	579	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	731	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	832	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	849	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	866	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	877	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	891	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	969	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1493	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1724	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1739	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1752	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1764	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	1780	except Exception as e:	CODE
LOW	libs/ai/models/paint/oracle/ddim_cfg_oracle.py	150	except Exception as exc:	CODE
LOW	libs/ai/models/paint/oracle/paint_speed_oracle.py	263	except Exception as exc:	CODE
LOW	libs/ai/models/paint/oracle/dino_forward_oracle.py	142	except Exception:	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	278	except Exception:	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	408	except Exception as e:	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	426	except Exception as e:	CODE
MEDIUM	libs/ai/models/sing/tools/song_producer.py	274	def admission_open(base):	CODE
LOW	libs/ai/hub/python/fw_worker.py	50	except Exception as e: # noqa: BLE001	CODE
LOW	libs/ai/hub/python/fw_worker.py	137	except Exception as e: # noqa: BLE001	CODE
LOW	libs/relax/compiler/tests/unwind_modes.py	88	except Exception as e:	CODE
LOW	libs/relax/compiler/tests/modules/stale_park.py	75	except Exception as e:	CODE
LOW	apps/wm/tools/frametrace/ftrig.py	110	except Exception:	CODE
LOW	apps/wm/tools/rig/rig_lib.py	26	except Exception: pass	CODE
LOW	apps/wm/tools/rig/rig_lib.py	28	except Exception: pass	CODE
LOW	apps/wm/tools/usability/suite.py	767	except Exception as e: # a broken step is a failure too	CODE
LOW	apps/wm/tools/usability/suite.py	784	except Exception:	CODE

Fake / Example Data40 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	platform/hal/src/backend/apple/appkit/a11y/check.rs	129	check.test(string(placeholder) == n.placeholder, id, "placeholder");	CODE
LOW	libs/vulkan/indexmap/src/set.rs	1261	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/set.rs	1261	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1604	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1604	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1646	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1646	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1687	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1687	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1738	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map.rs	1738	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map/iter.rs	399	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/indexmap/src/map/iter.rs	399	/// for word in "Lorem ipsum dolor sit amet".split_whitespace() {	COMMENT
LOW	libs/vulkan/zerocopy/agent_docs/style.md	34	block inside of a `/// Lorem ipsum...` comment should have lines no more than	CODE
LOW⚡	libs/model/src/selection.rs	229	("vertices",Operation::Transform{object:"placeholder".into(),vertices:vec![],matrix:IDENTITY_MATRIX}),	CODE
LOW⚡	libs/model/src/selection.rs	230	("face",Operation::Extrude{object:"placeholder".into(),face:FaceId(0),offset:[0.,1.,0.]}),	CODE
LOW⚡	libs/model/src/selection.rs	231	("faces",Operation::DeleteFaces{object:"placeholder".into(),faces:vec![]}),	CODE
LOW⚡	libs/model/src/selection.rs	232	("faces",Operation::AssignMaterial{object:"placeholder".into(),faces:vec![],material:1}),	CODE
LOW⚡	libs/model/src/selection.rs	233	("face",Operation::Inset{object:"placeholder".into(),face:FaceId(0),distance:0.1}),	CODE
LOW⚡	libs/model/src/selection.rs	234	("vertices",Operation::Weld{object:"placeholder".into(),vertices:vec![],distance:0.01}),	CODE
LOW⚡	libs/model/src/selection.rs	235	("vertices",Operation::EdgeAttributes{object:"placeholder".into(),edge:EdgeKey(VertexId(0),VertexId(0)),attr	CODE
LOW⚡	libs/model/src/selection.rs	236	("vertices",Operation::Smooth{object:"placeholder".into(),vertices:vec![],iterations:1,factor:0.5,preserve_b	CODE
LOW⚡	libs/model/src/selection.rs	237	("faces",Operation::ProjectUv{object:"placeholder".into(),faces:vec![],axis:2,scale:[1.;2],offset:[0.;2]}),	CODE
LOW⚡	libs/model/src/selection.rs	238	("vertices",Operation::Brush{object:"placeholder".into(),vertices:vec![],center:[0.;3],radius:1.,delta:[0.,1	CODE
LOW⚡	libs/model/src/selection.rs	240	for action in crate::mesh_editing::typed_tests::actions(){let op=Operation::MeshEditing(crate::MeshEditingOperat	CODE
LOW	libs/relax/types/src/tcx.rs	3315	first_other.get_or_insert(if matches!(ast.ty(*t), ast::Ty::Infer) { "placeholder" } else	CODE
LOW	libs/git/tests/worktree_conformance.rs	13	email: "test@example.org".into(),	CODE
LOW	libs/git/tests/log_topological.rs	15	email: "test@example.org".into(),	CODE
LOW	libs/git/tests/worktree_add.rs	12	email: "test@example.org".into(),	CODE
LOW	libs/git/tests/integration_test.rs	15	email: "test@test.com".into(),	CODE
LOW	libs/git/tests/object_size.rs	64	let sig = Signature { name: "T".into(), email: "t@example.org".into(), timestamp, tz_offset: "+0000".into() };	CODE
LOW	libs/git/tests/linked_worktree.rs	12	email: "test@example.org".into(),	CODE
LOW	libs/git/src/attribution.rs	67	email: "test@example.org".into(),	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	64	1 => format!("At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	64	1 => format!("At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	66	3 => format!("Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	66	3 => format!("Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	67	_ => format!("Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod te	CODE
LOW⚡	examples/uizoo/src/tab_portallist.rs	67	_ => format!("Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod te	CODE
LOW	widgets/core/src/theme_tokens.rs	3241	"outline", "inverse", "scrim", "elevation", "material", "presence", "placeholder",	CODE

Hyper-Verbose Identifiers48 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tools/run/tools/tests/nightly_sync.py	56	def test_multiple_sources_and_missing_path(self):	STRING
LOW⚡	tools/run/tools/tests/nightly_sync.py	67	def test_no_pins_and_ignored_build_directory(self):	STRING
LOW⚡	tools/run/tools/tests/nightly_sync.py	73	def test_invalid_header_pin_and_path(self):	STRING
LOW⚡	tools/run/tools/tests/nightly_sync.py	82	def test_diff_failure_is_reported(self):	STRING
LOW⚡	tools/run/tools/tests/nightly_sync.py	86	def test_explicit_revision_and_usage(self):	STRING
LOW⚡	libs/piano_model/tools/test_fit_voicing.py	321	def test_unison_cluster_gain_preserved(self):	CODE
LOW⚡	libs/piano_model/tools/test_fit_voicing.py	328	def test_extra_layer_cannot_boost_missing_soft_knot_partial(self):	CODE
LOW⚡	libs/piano_model/tools/test_fit_voicing.py	338	def test_rising_and_beating_decay_rejected(self):	CODE
LOW⚡	libs/piano_model/tools/test_fit_voicing.py	343	def test_previous_adds_gain_multiplies_decay_and_clamps(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	91	def test_truncated_and_nonfinite_wav_rejected(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	102	def test_antiphase_power_and_fft_normalization(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	114	def test_onset_threshold_in_millisecond_blocks(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	124	def test_early_only_high_partials_cut_with_independent_reference(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	151	def test_broadband_attack_cannot_supply_missing_model_high_modes(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	167	def test_early_peak_proximity_and_unique_assignment(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	178	def test_exact_mixed_windows_and_duration_specific_decay_compensation(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	191	def test_analytic_gain_decay_recovery_from_mixed_hann_windows(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	211	def test_known_stiff_string_pitch_independently_fitted(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	221	def test_gain_and_decay_recovered_with_independent_frequencies(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	232	def test_absent_and_noise_only_partial_not_boosted(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	241	def test_missing_or_weak_reference_fundamental_cut_without_decay(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	285	def test_reference_upper_bound_requires_location_and_shared_level_excess(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	304	def test_other_velocities_cannot_boost_censored_intermediate_layer(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	390	def test_mixed_window_response_gain_decay_recovery(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	401	def test_mismatched_window_times_lengths_and_shapes_rejected(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	413	def test_recovers_gain_and_decay_with_nonmonotone_baseline(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	432	def test_constant_response_no_response_and_no_perturbation_refused(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	447	def test_time_span_and_noise_cannot_identify_decay(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	462	def test_robust_fit_and_applied_bounds_compensation(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	482	def test_noise_guards_cut_bounds_and_missing_soft_knot(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	523	def test_velocity_weights_and_all_layers_used(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	537	def test_sorted_csv_rust_shapes_bounds_and_roundtrip(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	606	def test_validates_every_csv_row_with_rounding_and_actual_clamp(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	632	def test_settings_missing_metadata_and_file_inventory_rejected(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	688	def test_native_layer_selection_and_no_neighbor_substitution(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	701	def test_complete_cli_anchor_manifest_extra_layers_and_previous(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	730	def test_fixed_anchor_pilot_and_missing_extra_velocity(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	740	def test_probe_cli_anchor_provenance_and_source_preservation(self):	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	783	def test_probe_cli_requires_previous_and_factor(self):	CODE
LOW	libs/piano_model/tools/test_acoustic.py	12	def test_antiphase_and_gain_invariance(self):	CODE
LOW	libs/piano_model/tools/test_acoustic.py	50	def test_sfz_native_velocity_mapping(self):	CODE
LOW	libs/piano_model/tools/test_acoustic.py	71	def test_onset_alignment_and_decay_units(self):	STRING
LOW	libs/piano_model/tools/test_acoustic.py	86	def test_missing_corpus_is_error(self):	STRING
LOW	libs/piano_model/tools/fit_voicing.py	462	def validate_measurement_windows(measurements):	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	118	def _set_plain_attn_processor(inner):	CODE
LOW	libs/ai/models/paint/oracle/hunyuan_taps_oracle.py	58	def compute_discrete_voxel_indice(	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	189	def _leaf_point_and_credential(der):	CODE
LOW	apps/wm/tools/usability/suite.py	688	def t_shot_thumbnail_into_code(t):	CODE

Synthetic Comment Markers5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	platform/script/src/pod_heap.rs	2444	// AI generated f16/f32 conversions. They look correct at first glance/test	COMMENT
HIGH	libs/unicode/unicode-properties/src/lib.rs	18	//! Future properties can be added as requested.	COMMENT
HIGH	libs/unicode/unicode-bidi/src/implicit.rs	383	// Update all processing classes corresponding to the start and end elements, as requested.	COMMENT
HIGH	libs/vulkan/zerocopy/src/lib.rs	6391	// preserving the count as requested by the user is the behavior that we	COMMENT
HIGH	libs/relax/compiler/std/std/relax.rs	616	/// A sandboxed run-time Rust module for an app's own AI-generated code.	COMMENT

Unused Imports37 hits · 36 pts

Severity	File	Line	Context
LOW	tools/qwen38/test_api.py	7	CODE
LOW	tools/run/fixture/affected.py	13	CODE
LOW	libs/piano_model/tools/acoustic.py	9	CODE
LOW	libs/diffusion/src/bin/ref_dump_flux2_klein_edit.py	13	CODE
LOW	libs/ai/models/paint/oracle/dino_attn_impl_oracle.py	2	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	9	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	20	CODE
LOW	libs/ai/models/paint/oracle/official_forward.py	22	CODE
LOW	libs/ai/models/paint/oracle/dino_preprocess_oracle.py	8	CODE
LOW	libs/ai/models/paint/oracle/dual_write_oracle.py	9	CODE
LOW	libs/ai/models/paint/oracle/dino_embed_oracle.py	5	CODE
LOW	libs/ai/models/paint/oracle/ddim_cfg_oracle.py	10	CODE
LOW	libs/ai/models/paint/oracle/paint_speed_oracle.py	15	CODE
LOW	libs/ai/models/paint/oracle/paint_speed_oracle.py	43	CODE
LOW	libs/ai/models/paint/oracle/hunyuan_taps_oracle.py	11	CODE
LOW	libs/ai/models/paint/oracle/hunyuan_taps_oracle.py	16	CODE
LOW	libs/ai/models/paint/oracle/hunyuan_taps_oracle.py	18	CODE
LOW	libs/ai/models/paint/oracle/dino_forward_oracle.py	10	CODE
LOW	libs/ai/models/speech/tools/convert_kokoro.py	36	CODE
LOW	libs/ai/models/speech/tools/build_zh_lexicon.py	26	CODE
LOW	libs/ai/models/sing/tools/song_producer.py	25	CODE
LOW	libs/ai/models/sing/tools/lyric_words.py	19	CODE
LOW	libs/ai/loader/tests/data/gen_iq_dequant_oracle.py	18	CODE
LOW	libs/ai/hub/python/yue2_oracle_dump.py	30	CODE
LOW	libs/ai/hub/python/yue2_oracle_dump.py	79	CODE
LOW	libs/ai/hub/python/yue2_oracle_dump.py	79	CODE
LOW	libs/ai/hub/python/yue2_oracle_dump.py	83	CODE
LOW	libs/ai/hub/python/retarget_multi.py	14	CODE
LOW	libs/relax/compiler/bench_rt/asmdiff.py	29	CODE
LOW	libs/relax/compiler/tests/unwind_modes.py	14	CODE
LOW	apps/wm/tools/portal/portalcheck.py	12	CODE
LOW	apps/wm/tools/frametrace/scenarios.py	10	CODE
LOW	apps/wm/tools/frametrace/scenarios.py	10	CODE
LOW	apps/wm/tools/rig/rig_lib.py	1	CODE
LOW	apps/wm/tools/rig/motion.py	6	CODE
LOW	apps/wm/tools/rig/motion.py	6	CODE
LOW	widgets/themes/build_icons.py	7	CODE

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	libs/cfg-if/src/lib.rs	143	// block to be annotated with the produced `#[cfg(...)]`. In this example,	COMMENT
HIGH	libs/vulkan/cfg-if/src/lib.rs	143	// block to be annotated with the produced `#[cfg(...)]`. In this example,	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	libs/relax/compiler/tests/live_invalid/run.py	144	v.push(s.a);	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	libs/linux/wayland-client/src/event_queue.rs	52	/// # // Maintainers: If this example changes, please make sure you also carry those changes over to the delegate_dispat	COMMENT
MEDIUM	libs/rapier/src/dynamics/integration_parameters.rs	143	/// maintains stability. The defaults work well for most games, but you may want to adjust	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	libs/rapier/src/dynamics/island_manager/sleep.rs	81	// TODO: implement recycling islands to avoid repeated allocations?	COMMENT
LOW	libs/rapier/src/dynamics/island_manager/optimizer.rs	159	// TODO: implement islands recycling to avoid reallocating every time.	COMMENT
LOW	libs/rustybuzz/src/hb/face.rs	269	// TODO: Add tests for this. We should use all glyphs from	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/ai/hub/src/flux_backend.rs	3	//! scaffold (and CI) never needs the ggml/mlx toolchain.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	libs/i_overlay/src/core/overlay.rs	334	/// ### Usage:	COMMENT
LOW	libs/i_overlay/src/float/overlay.rs	334	/// ### Usage:	COMMENT

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	libs/piano_model/tools/test_fit_voicing.py	43	CODE
LOW	libs/piano_model/tools/test_fit_voicing.py	375	CODE
LOW	apps/wm/tools/frametrace/ftrig.py	29	CODE

makepad/makepad

Open-Source Code Quality, Security and Technical Debt Review