1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

837.3K

Lines of Code

2.4K

Files

785

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 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 745 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 38 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 785 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 13HIGH 0MEDIUM 15LOW 757

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 785 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 Block723 hits · 723 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	101	# Test builds compile ui-egui without optimization: its library and unit tests were the biggest	COMMENT
LOW	packaging/env.sh	1	# shellcheck shell=bash	COMMENT
LOW	packaging/macos/verify.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/macos/package.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/web/package.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/freebsd/package.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/linux/flatpak-oci.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/linux/package.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/linux/flatpak-bundle.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packaging/linux/flatpak/ai.storyteller.photocraft.yml	1	# Flatpak manifest for PhotoCraft, ready for a Flathub submission.	COMMENT
LOW	packaging/linux/flatpak/ai.storyteller.photocraft.yml	21	- --filesystem=xdg-data/ArtCraft/versions:ro	COMMENT
LOW	…ing/linux/flatpak/ai.storyteller.photocraft.bundle.yml	1	# Flatpak manifest for the single-file bundle attached to every GitHub release	COMMENT
LOW	…ing/linux/flatpak/ai.storyteller.photocraft.bundle.yml	21	# Display: Wayland first; X11 only when no Wayland compositor is running.	COMMENT
LOW	.config/nextest.toml	1	# Refuse to run under a nextest older than the fixed release: GHSA-vc25-qg58-w57c is fixed in	COMMENT
LOW	crates/paint/src/retouch.rs	1	//! Generic dab-driven stroke machinery for the retouching tools (Clone Stamp, Healing Brush, Spot	COMMENT
LOW	crates/paint/src/render.rs	161	r.clamp(0.0, 1.0)	COMMENT
LOW	crates/paint/src/lib.rs	1	//! Brush engine: Photoshop-grade brushes (computed and sampled tips, Shape Dynamics, Scattering,	COMMENT
LOW	crates/paint/src/tile.rs	81	/// thousand big sampled brushes costs a few small previews in memory, not gigabytes of bitmaps.	COMMENT
LOW	crates/paint/src/brush.rs	561	pub flow: f32,	COMMENT
LOW	crates/paint/src/brush.rs	781	/// dialog's boxes.	COMMENT
LOW	crates/paint/src/curve.rs	1	//! A response curve: how a 0..1 input (pen pressure, tilt, wheel, a fade ramp) maps to a 0..1	COMMENT
LOW	crates/tablet/src/lib.rs	1	//! Pen tablet input that the windowing layer (winit 0.30) drops: pressure, tilt, barrel rotation	COMMENT
LOW	crates/tablet/src/lib.rs	21	//! pointer for the pen, so pen motion would have to be re-injected into egui as well. Without	COMMENT
LOW	crates/tablet/src/x11.rs	1	//! XInput2 raw tablet events on X11, over a separate pure-Rust X connection (x11rb's	COMMENT
LOW	crates/tablet/src/xi.rs	1	//! XInput2 tablet valuators → [`Sample`]s. Pure (no X calls), so it is tested on every platform;	COMMENT
LOW	crates/tablet/src/appkit.rs	1	//! AppKit `NSEvent` tablet fields → [`Sample`]s. Pure (no AppKit calls), so it is tested on	COMMENT
LOW	crates/gpu/tests/it/timing.rs	1	//! The canvas timing must measure GPU execution, not encode-and-submit (#7186).	COMMENT
LOW	crates/gpu/src/camera_raw.rs	1	//! Camera Raw's per-pixel develop on the GPU, for the dialog's interactive preview (#6916).	COMMENT
LOW	crates/gpu/src/consts.rs	41	pub const PATTERN_IDLE_FRAMES: u64 = 240;	COMMENT
LOW	crates/gpu/src/health.rs	1	//! Device health (#243): notices a lost wgpu device or an uncaptured wgpu error so callers stop	COMMENT
LOW	crates/gpu/src/health.rs	121	/// on a poll, and `Device::poll` panics on a lost device).	COMMENT
LOW	crates/gpu/src/lib.rs	1	//! GPU compositor (architecture §7.2, milestone M5).	COMMENT
LOW	crates/gpu/src/lib.rs	21	//! RGBA32F accumulators, reused) that bind only that cell's pages, and each finished chunk is	COMMENT
LOW	crates/gpu/src/prefix.rs	1	//! One lower-stack composite, held in bounded chunk textures. Exact COW snapshots deliberately	COMMENT
LOW	crates/gpu/src/plan.rs	1	//! Planner: walks the layer tree into a linear list of GPU passes over abstract buffer slots.	COMMENT
LOW	crates/gpu/src/paging.rs	101	/// [`Unsupported`] instead of letting it escape to wgpu's panic handler.	COMMENT
LOW	crates/gpu/src/fx.rs	1	//! Effect maps on the GPU (`photocraft_compose::effects::build_maps`).	COMMENT
LOW	crates/gpu/src/fx.rs	361	/// [`field_radius`], so a part is computed from a window grown by it.	COMMENT
LOW	crates/gpu/src/timing.rs	1	//! GPU execution time of a composite (#7186), measured with wgpu timestamp queries.	COMMENT
LOW	crates/gpu/src/timing.rs	21	//! the render targets. Measured against a waited-for wall clock on Intel UHD P630 / Mesa, with	COMMENT
LOW	crates/gpu/src/timing.rs	81	read: wgpu::Buffer,	COMMENT
LOW	crates/codecs/tests/it/exr_cryptomatte.rs	1	//! Cryptomatte (specification 1.2): the hash function is checked against the official	COMMENT
LOW	crates/codecs/tests/it/deep_exr.rs	1	//! Deep EXR: a synthetic generator builds deep chunks per the OpenEXR file layout	COMMENT
LOW	crates/codecs/src/exif_color.rs	1	//! The EXIF ColorSpace tag (0xA001, in the Exif sub-IFD that IFD0's tag 0x8769 points to):	COMMENT
LOW	crates/codecs/src/lib.rs	1	//! `photocraft-codecs`: symmetric, depth- and metadata-preserving codecs for	COMMENT
LOW	crates/codecs/src/orientation.rs	1	//! EXIF / TIFF orientation (tag 274): reading it, applying it to the pixels,	COMMENT
LOW	crates/codecs/src/options.rs	1	//! Decode limits and encode options.	COMMENT
LOW	crates/codecs/src/options.rs	301	/// Write an `sTER` chunk marking the image as a stereo pair (PNG Extensions 1.4.0, §3.6),	COMMENT
LOW	crates/codecs/src/source_settings.rs	1	//! The encoder settings a lossy file was written with, read back from its own data, so a save	COMMENT
LOW	crates/codecs/src/image.rs	141	pub text: Vec<(String, String)>,	COMMENT
LOW	crates/codecs/src/image.rs	181	/// held more than was decoded, or less than it should.	COMMENT
LOW	crates/codecs/src/image.rs	281	pub name: String,	COMMENT
LOW	crates/codecs/src/resolution.rs	1	//! Image resolution (pixels per inch) recorded in metadata blocks: EXIF / TIFF IFD0	COMMENT
LOW	crates/codecs/src/cicp.rs	1	//! ITU-T H.273 colour descriptions (CICP: coding-independent code points), as HEIF `colr`	COMMENT
LOW	crates/codecs/src/codecs/iff.rs	1	//! Amiga IFF/ILBM reader and writer (EA "Interchange File Format", "InterLeaved BitMap" and the	COMMENT
LOW	crates/codecs/src/codecs/jpeg.rs	1	//! JPEG: decode via `zune-jpeg` (gray, YCbCr, CMYK, YCCK; arithmetic-coded and 12-bit files	COMMENT
LOW	crates/codecs/src/codecs/tiff_exif.rs	1	//! EXIF in a TIFF file: the Exif (34665) and GPS (34853) directories that IFD0 points to, plus	COMMENT
LOW	crates/codecs/src/codecs/tiff_exif.rs	21	/// IFD0's pointer to the GPS directory.	COMMENT
LOW	crates/codecs/src/codecs/fits.rs	1	//! FITS (Flexible Image Transport System, FITS Standard 4.0), implemented here: the image in the	COMMENT
LOW	crates/codecs/src/codecs/tiff.rs	1	//! TIFF and BigTIFF: 1/2/4/8/16/32/64-bit integer and 16/32/64-bit float samples, gray / RGB /	COMMENT
663 more matches not shown…

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/ui-egui/src/tools/crop_shield.rs	206	let rgb = app.ui.tool_options.crop_shield.custom_color.map(\|v\| v as f32 / 255.0);	CODE
CRITICAL	crates/ui-egui/src/tools/retouch_ui.rs	53	json!({"mode": app.session.tools.brush.mode.label()})	CODE
CRITICAL	crates/ui-egui/src/tools/retouch_ui.rs	102	"mode": app.session.tools.brush.mode.label(),	CODE
CRITICAL	crates/ui-egui/src/tools/gradient_ui/tests.rs	350	let before = app.session.presets.gradient.stops.len();	CODE
CRITICAL	crates/ui-egui/src/panels/brush_panel.rs	459	let texture = app.session.tools.brush.texture.clone();	CODE
CRITICAL	crates/ui-egui/src/canvas/strokes.rs	73	let overlay = app.session.presets.clone.overlay.clone();	CODE
CRITICAL	crates/ui-egui/src/canvas/tests.rs	1864	assert!(app.session.tools.mixer.spatial.is_some());	CODE
CRITICAL	crates/ui-egui/src/canvas/tests.rs	2050	assert!(app.session.tools.mixer.spatial.is_none(), "the held Move tool doesn't sample");	CODE
CRITICAL	crates/ui-egui/src/canvas/tests.rs	2053	assert!(app.session.tools.mixer.spatial.is_some(), "⌥ with the Mixer Brush itself samples");	CODE
CRITICAL	crates/ui-egui/src/canvas/background_redraw.rs	232	app.session.color.settings.blend_text_gamma.to_bits()	CODE
CRITICAL	crates/engine/src/cmd/brush_cmds/tests.rs	434	let chalk_pattern = s.tools.brush.texture.pattern.clone();	CODE
CRITICAL	crates/engine/src/cmd/brush_cmds/tests.rs	1303	assert!(s.tools.brush.shape_dynamics.size.curve.is_linear());	CODE
CRITICAL	crates/engine/src/preset_store/tests.rs	589	assert_eq!(t.tools.brush.texture.pattern.bitmap(), Some(&tips[1]));	CODE

AI Slop Vocabulary12 hits · 35 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/paint/src/procedural.rs	36	/// Generate a seamless pattern tile.	COMMENT
MEDIUM	crates/compose/src/pattern.rs	6	//! exactly and scaled ones stay seamless. Below 100 % each document pixel averages an	COMMENT
MEDIUM	crates/algo/examples/bench_retouch.rs	1	//! Timing of the retouch kernels alone (no document plumbing): Poisson seamless clone and	COMMENT
MEDIUM	crates/algo/src/features.rs	2	//! robust model fitting.	COMMENT
MEDIUM	crates/algo/src/dff.rs	49	/// `min(1, robust / \|d − u\|)` (in layers) and the system is solved once more. 0 = off.	COMMENT
MEDIUM	crates/algo/src/hdr.rs	129	/// neighbourhood is flat in the middle exposure (robust to small misalignment), stratified by	COMMENT
MEDIUM	crates/algo/src/inpaint/solver.rs	571	// σ² from the 75th percentile of match costs (Wexler et al. use a robust scale like this).	COMMENT
MEDIUM	crates/ui-egui/examples/perf_scenarios.rs	977	/// #9328: the whole app (kittest harness, CPU canvas) with a 24 MP document; each sample toggles	COMMENT
MEDIUM	crates/ui-egui/src/jobs_ui/tests.rs	1	//! UI tests for background jobs (#210): the whole app (eframe harness, CPU canvas) keeps	COMMENT
MEDIUM	crates/ui-egui/src/canvas/pattern_preview.rs	2	//! seamless tile, so what leaves one edge is seen coming back at the opposite one. The copies	COMMENT
MEDIUM	crates/engine/src/cmd/retouch_cmds/patch.rs	5	//! `destination` mode the selected pixels are copied to the dragged outline and repair it. Either way the copied textur	COMMENT
MEDIUM	xtask/src/stats.rs	104	println!("\n(#[test] counts source attributes; macro-generated tests count once. Use --exact for harness counts.	CODE

Fake / Example Data25 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	crates/io/tests/it/psd_style_sheets.rs	93	"LOREM IPSUM",	CODE
LOW	crates/io/tests/it/psd_style_sheets.rs	99	let t = layer("LOREM IPSUM", &ed);	CODE
LOW	crates/io/tests/it/psd_style_sheets.rs	182	"LOREM IPSUM",	CODE
LOW	crates/io/tests/it/psd_style_sheets.rs	188	let mut t = layer("LOREM IPSUM", &ed);	CODE
LOW	crates/io/tests/it/psd_style_sheets.rs	207	"LOREM IPSUM",	CODE
LOW	crates/io/tests/it/psd_style_sheets.rs	213	let mut t = layer("LOREM IPSUM", &ed);	CODE
LOW	crates/ui-egui/src/menu_catalog.rs	502	(&["Type"], "Paste Lorem Ipsum", None, "type.pasteLoremIpsum"),	CODE
LOW	crates/ui-egui/src/prefs/prefs_ui/tests.rs	138	assert!(contains("placeholder", "type"));	CODE
LOW	crates/ui-egui/src/tools/type_tool.rs	84	pub const PLACEHOLDER: &str = "Lorem Ipsum";	CODE
LOW	crates/text/src/tests.rs	2905	for text in ["a", "a\n", "a\n\n", "", "Lorem ipsum dolor sit amet"] {	CODE
LOW	crates/text/src/tests.rs	2905	for text in ["a", "a\n", "a\n\n", "", "Lorem ipsum dolor sit amet"] {	CODE
LOW	crates/engine/src/tests.rs	1431	let r = s.execute("type.create", json!({"x": 50, "y": 200, "text": "Lorem Ipsum", "size": 48, "coalesce": "k"})).unw	CODE
LOW	crates/engine/src/cmd/type_extra_cmds.rs	2	//! Convert to Shape, Rasterize, Warp Text, the OpenType toggles, Paste Lorem Ipsum, Update All	COMMENT
LOW⚡	crates/engine/src/cmd/type_extra_cmds.rs	23	/// Photoshop's Paste Lorem Ipsum filler.	COMMENT
LOW⚡	crates/engine/src/cmd/type_extra_cmds.rs	24	pub const LOREM_IPSUM: &str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt	CODE
LOW⚡	crates/engine/src/cmd/type_extra_cmds.rs	24	pub const LOREM_IPSUM: &str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt	CODE
LOW	crates/engine/src/cmd/type_extra_cmds.rs	542	// ---------- lorem ipsum / update / fonts / defaults ----------	COMMENT
LOW	crates/engine/src/cmd/type_extra_cmds.rs	549	let caret = with_text(s, p, "Paste Lorem Ipsum", \|t, _\| {	CODE
LOW	crates/engine/src/cmd/type_extra_cmds.rs	811	"Paste Lorem Ipsum",	CODE
LOW	crates/engine/src/cmd/web_cmds/tests.rs	476	(40, "mailto:hello@example.org"),	CODE
LOW	crates/engine/src/cmd/type_extra_cmds/tests.rs	255	assert!(text(&s, id).text.starts_with("Hi Lorem ipsum"));	CODE
LOW	crates/engine/src/cmd/type_extra_cmds/tests.rs	421	// #4188: Lock All stopped type.edit (#3132) but not Paste Lorem Ipsum into the layer.	COMMENT
LOW	crates/engine/src/cmd/type_cmds/tests.rs	158	let id = s.execute("type.create", json!({"x": 0, "y": 40, "text": "Lorem Ipsum", "coalesce": "k"})).unwrap()["layer"	CODE
LOW	crates/engine/src/cmd/type_cmds/tests.rs	159	assert_eq!(layer_name_of(&s, id), "Lorem Ipsum");	CODE
LOW	docs/ui-design.md	56	\| Type tool \| `type_tool.rs` \| Click: point text with the placeholder "Lorem Ipsum" selected. Drag: paragraph box. Inlin	CODE

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	crates/algo/src/segment/subject.rs	95	/// Step 5: GrabCut again with a background model that only knows the backdrop. A colour model	COMMENT
LOW⚡	crates/ui-egui/src/dialogs/layer_style/tests.rs	1068	// Step 4: disable the stroke row — a pending edit, the document is untouched.	COMMENT
LOW⚡	crates/ui-egui/src/dialogs/layer_style/tests.rs	1070	// Step 5: add a Color Overlay (a new instance: no fx snapshot, factory defaults).	COMMENT
LOW	crates/ui-egui/src/dialogs/layer_style/tests.rs	1083	// Step 6: untick Preview — the canvas shows the real document, whose stroke is	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	crates/algo/src/segment/subject.rs	95	/// Step 5: GrabCut again with a background model that only knows the backdrop. A colour model	COMMENT
LOW⚡	crates/ui-egui/src/dialogs/layer_style/tests.rs	1068	// Step 4: disable the stroke row — a pending edit, the document is untouched.	COMMENT
LOW⚡	crates/ui-egui/src/dialogs/layer_style/tests.rs	1070	// Step 5: add a Color Overlay (a new instance: no fx snapshot, factory defaults).	COMMENT
LOW	crates/ui-egui/src/dialogs/layer_style/tests.rs	1083	// Step 6: untick Preview — the canvas shows the real document, whose stroke is	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/engine/src/cmd/smart_cmds.rs	11	//! ──transform (exact shift, or bicubic warp)──────► placed (document pixels)	COMMENT
MEDIUM	crates/engine/src/cmd/smart_cmds.rs	13	//! ──filter mask mix (unfiltered ↔ filtered)───────► cache	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/architecture.md	521	kurbo = "*" # pin at scaffold time	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packaging/linux/flatpak-oci.sh	5	# Usage:	COMMENT

storytold/photocraft

Open-Source Code Quality, Security and Technical Debt Review