0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.7K

Stars

Rust

Language

171.0K

Lines of Code

221

Files

117

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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 114 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 117 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 3HIGH 0MEDIUM 4LOW 110

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 117 distinct pattern matches across 3 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 Block110 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	src/controller.rs	3061	#[cfg(not(any(target_os = "android", target_os = "ios")))]	COMMENT
LOW	src/ui/ui_tools.rs	301	#[test_case(("0", 1, true), ("1", 1))]	COMMENT
LOW	src/ui/ui_tools.rs	321	#[test_case(("10", 0, true), ("20", 0))]	COMMENT
LOW	src/ui/ui_tools.rs	341	#[test_case(("-11", 2, true), ("-10", 2))]	COMMENT
LOW	src/ui/ui_tools.rs	361	#[test_case(("0.0", 3, true), ("0.1", 3))]	COMMENT
LOW	src/ui/ui_tools.rs	381	#[test_case(("-1.0", 3, true), ("-0.9", 3))]	COMMENT
LOW	src/ui/components/Settings.rs	161	// 51 \| QMetaType::Nullptr \| std::nullptr_t	COMMENT
LOW	src/core/lib.rs	1901	optical_settings: Arc::new(RwLock::new(*self.optical_settings.read())),	COMMENT
LOW	src/core/frame_times.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/frame_transform.rs	121	///	COMMENT
LOW	src/core/stabilization/frame_transform.rs	201	radial_distortion_limit = params.distortion_model.radial_distortion_limit(&distortion_coeffs).unwrap	COMMENT
LOW	src/core/stabilization/pixel_formats.rs	41	);	COMMENT
LOW	src/core/stabilization/cpu_undistort.rs	81	0.0, 200.0, 200.0, 255.0, // Blue3	COMMENT
LOW	src/core/stabilization/cpu_undistort.rs	541	// let color = (data & 0xF8) >> 3;	COMMENT
LOW	src/core/stabilization/cpu_undistort.rs	841	}	COMMENT
LOW	src/core/stabilization/projection.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/projection.rs	21	//!	COMMENT
LOW	src/core/stabilization/projection.rs	41	//! (`ρ = tan θ`) is what Gyroflow has always rendered and stays the default; the others exist because a	COMMENT
LOW	src/core/stabilization/projection.rs	61	Rectilinear = 0,	COMMENT
LOW	…re/stabilization/distortion_models/gopro6_superview.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/distortion_models/sony.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/distortion_models/gopro_warp.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/distortion_models/gopro.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	…ore/stabilization/distortion_models/gopro_hyperview.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	…/stabilization/distortion_models/generic_polynomial.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/stabilization/distortion_models/poly3.rs	81	pub fn id() -> &'static str { "poly3" }	COMMENT
LOW	src/core/stabilization/distortion_models/insta360.rs	21	/// it never folds but runs to infinity at `acos(-ξ)`, which [`Self::field_limit`] puts an epsilon short	COMMENT
LOW	src/core/stabilization/distortion_models/insta360.rs	41	///	COMMENT
LOW	…ore/stabilization/distortion_models/gopro_superview.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/gpu/stabilize_spirv/src/lib.rs	21		COMMENT
LOW	src/core/gpu/stabilize_spirv/src/lib.rs	41	#[spirv(fragment)]	COMMENT
LOW	…ore/gpu/stabilize_spirv/src/distortion_models/poly3.rs	81	// let crop_factor = 1.0;	COMMENT
LOW	src/core/gyro_source/per_frame.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/gyro_source/per_frame.rs	21	use std::ops::Range;	COMMENT
LOW	src/core/gyro_source/per_frame.rs	221	/// One value for every frame up to the last one with a value: a frame without one of its own takes the previous	COMMENT
LOW	src/core/gyro_source/segments.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/gyro_source/segments.rs	21	//! timeline. gyroflow puts a video's time `t` at `t / fps_scale` of the motion data (`StabilizationParams::fps_scale`:	COMMENT
LOW	src/core/gyro_source/segments.rs	41	use std::sync::atomic::AtomicBool;	COMMENT
LOW	src/core/gyro_source/segments.rs	101	#[derive(Default, Clone, Debug, serde::Serialize, serde::Deserialize)]	COMMENT
LOW	src/core/gyro_source/segments.rs	261	/// the next part's first one (the last part's to the end)	COMMENT
LOW	src/core/gyro_source/sony.rs	701	/// (`MeshTable::refinement`), two more spline evaluations per pixel; below it the 9x9 inverse is taken as it is. A	COMMENT
LOW	src/core/gyro_source/optical_correction.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/gyro_source/optical_correction.rs	41	}	COMMENT
LOW	src/core/gyro_source/optical_correction.rs	81	/// Motion data timestamp of the first control point, microseconds	COMMENT
LOW	src/core/gyro_source/file_metadata.rs	301	/// (`splines::BivariateSpline`, a, b, c, d per row, for x then for y). The kernels read `[0]` as the offset of the	COMMENT
LOW	src/core/gyro_source/file_metadata.rs	321	#[serde(default)]	COMMENT
LOW	src/core/gyro_source/mod.rs	41	pub type TimeQuat = BTreeMap<i64, Quat64>; // key is timestamp_us	COMMENT
LOW	src/core/gyro_source/mod.rs	101	/// The file was loaded with all of its metadata, as the video's own (it's the video, or "Load all metadata" was	COMMENT
LOW	src/core/gyro_source/mod.rs	121	/// motion data, or with its own set aside	COMMENT
LOW	src/core/gyro_source/mod.rs	1621	/// time the frame's rows are read at	COMMENT
LOW	src/core/gyro_source/mod.rs	2001	/// The video frame a sample of per-frame metadata describes, which its entry in the per-frame tables belongs to. The	COMMENT
LOW	src/core/gyro_source/sony/breathing.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/optimsync.rs	201	}	COMMENT
LOW	src/core/synchronization/lens_delay.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/lens_delay.rs	161	}	COMMENT
LOW	src/core/synchronization/optical_motion/odometry.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/optical_motion/solver.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/optical_motion/pair_klt.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/optical_motion/mod.rs	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	src/core/synchronization/optical_motion/mod.rs	41	/// Tracks kept alive per frame	COMMENT
50 more matches not shown…

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/core/synchronization/optical_motion/mod.rs	737	pub fn motion(&self) -> GyroSource { self.tracks.setup.params.gyro.read().clone() }	CODE
CRITICAL	src/core/synchronization/optical_motion/mod.rs	740	pub fn motion_for_lookups(&self, orientations: bool) -> GyroSource { self.tracks.setup.params.gyro.read().clone_for_	CODE
CRITICAL	src/core/synchronization/optical_motion/mod.rs	995	let continuous = self.last.map(\|l\| index == l.index + 1 && self.measuring.setup.params.gyro.read().frames_of_one	CODE

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/core/synchronization/optical_motion/mod.rs	19	//! moves on its own and that the robust fit took for the scene, and the rest is measured again without going over the	COMMENT
MEDIUM	src/core/synchronization/optical_motion/mod.rs	182	/// From its weight in the robust fit of its band (Cauchy: 0.5 at 2.5 σ, 0.1 at 7.5 σ)	COMMENT
MEDIUM	src/core/synchronization/optical_motion/mod.rs	212	/// the tracks the user took out. The robust fit of each band of rows tells the scene from what moves on its own as long	COMMENT
MEDIUM	src/core/synchronization/optical_motion/tracker.rs	27	/// 960 px wide - glints on water are smaller, and the robust fit takes care of them among everything else	COMMENT

gyroflow/gyroflow

Open-Source Code Quality, Security and Technical Debt Review