3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

24.8K

Stars

Rust

Language

356.4K

Lines of Code

1.1K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 14.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1124 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 51 finding(s).

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 1175 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 1HIGH 1MEDIUM 50LOW 1123

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 1175 distinct pattern matches across 11 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 Block1109 hits · 1099 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	121	# Denied workspace-wide, but `deny` (not `forbid`) so a crate that genuinely	COMMENT
LOW	prek.toml	61	# is the only step that catches one — and deleting or renaming an item silently	COMMENT
LOW	release-plz.toml	1	# release-plz configuration — https://release-plz.dev/docs/config	COMMENT
LOW	release-plz.toml	21	# immutable". Keep `git_release_enable = false` so release.yml owns the lifecycle.)	COMMENT
LOW	release-plz.toml	41	# Only publish/tag when the merged PR's branch carries the prefix above. release-plz	COMMENT
LOW	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	1	# Flatpak manifest for OpenLogi.	COMMENT
LOW	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	41	- --device=dri	COMMENT
LOW	crates/openlogi-ui/src/action_icons.rs	1	//! The vendored glyphs the overlay draws — Actions Ring slots and its	COMMENT
LOW	crates/openlogi-ui/src/action_icons.rs	21	/// resolve identically in a packaged `.app` and a dev build. Served under the	COMMENT
LOW	crates/openlogi-ui/src/color.rs	1	//! The brand accent — the one colour both GPUI processes paint with.	COMMENT
LOW	crates/openlogi-ui/src/lib.rs	1	//! Presentation code shared by OpenLogi's two GPUI processes: the settings app	COMMENT
LOW	crates/openlogi-overlay/build.rs	1	//! Build script for openlogi-overlay: embeds the Windows exe resources — the	COMMENT
LOW	crates/openlogi-overlay/src/session.rs	81		COMMENT
LOW	crates/openlogi-overlay/src/session.rs	121	}	COMMENT
LOW	crates/openlogi-overlay/src/ipc.rs	201		COMMENT
LOW	crates/openlogi-overlay/src/ipc.rs	221	/// destructors — and every other exit path here needs a replacement agent to	COMMENT
LOW	crates/openlogi-overlay/src/ring.rs	61	/// The window covers a display, as each of the ring's windows does. The	COMMENT
LOW	crates/openlogi-overlay/src/main.rs	1	//! Lightweight GPUI host for the cursor-centred Actions Ring, the notices the	COMMENT
LOW	crates/openlogi-overlay/src/main.rs	61	mut lock_keys,	COMMENT
LOW	crates/openlogi-overlay/src/platform/placement.rs	301	/// bottom-left corner, and `y` grows upwards.	COMMENT
LOW	crates/openlogi-overlay/src/platform/windows/native.rs	161	// Without this, the click that picks a ring slot takes the foreground	COMMENT
LOW	crates/openlogi-overlay/src/platform/windows/native.rs	201	/// caption. Windows 11 then draws that frame — an opaque backdrop, a border	COMMENT
LOW	crates/openlogi-overlay/src/platform/windows/native.rs	241	debug!(attribute, "DWM attribute unsupported (HRESULT {hr:#x})");	COMMENT
LOW	crates/openlogi-hidpp/src/receiver.rs	1	//! Implements the different HID++ wireless receivers.	COMMENT
LOW	crates/openlogi-hidpp/src/feature.rs	81		COMMENT
LOW	crates/openlogi-hidpp/src/feature.rs	361	ForeignResponse(v20::Message),	COMMENT
LOW	crates/openlogi-hidpp/src/feature.rs	401	/// A bitfield describing some properties of a feature.	COMMENT
LOW	crates/openlogi-hidpp/src/feature.rs	421		COMMENT
LOW	crates/openlogi-hidpp/src/device.rs	41		COMMENT
LOW	crates/openlogi-hidpp/src/device.rs	101	pub fn root(&self) -> Arc<RootFeature> {	COMMENT
LOW	crates/openlogi-hidpp/src/device.rs	201	/// Inserts a feature implementation into a device's feature map, returning a	COMMENT
LOW	crates/openlogi-hidpp/src/device.rs	221	/// enumeration. A HID++ round trip that is going to answer answers in tens of	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	1	//! Implements basic messaging across HID and HID++ channels.	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	61	/// Largest input report on any node the channel opens. Logitech's	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	81	/// budget can use [`HidppChannel::send_with_timeout`].	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	101	/// the first read's late reply would hand the re-ask the value from before	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	121	/// which is what keeps a feature walk over a lossy link moving.	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	181	}	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	201	/// requests for a single exclusive user of a node. The counter is this	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	281		COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	481	/// Re-frames a short message as long on a long-only channel — a device that	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	501	/// The whole request — the report write plus the wait for a matching	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	521	/// unmatched message.	COMMENT
LOW	crates/openlogi-hidpp/src/channel.rs	601	}	COMMENT
LOW	crates/openlogi-hidpp/src/protocol.rs	21	///	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	1	//! An implementation of Logitech's HID++ protocol.	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	21	//! understanding of how things work. It's a great project perfectly usable to	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	41	//! ## Initialize HID++ communication	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	61	//!	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	81	//! was found");	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	101	//! We can now initialize it:	COMMENT
LOW	crates/openlogi-hidpp/src/lib.rs	121	//! .expect("FeatureSet feature is not supported");	COMMENT
LOW	crates/openlogi-hidpp/src/register.rs	1	//! Registers of HID++ 1.0 peripherals.	COMMENT
LOW	crates/openlogi-hidpp/src/protocol/v20.rs	261	/// Hardware error.	COMMENT
LOW	crates/openlogi-hidpp/src/protocol/v10.rs	101	data[1] = header.sub_id;	COMMENT
LOW	crates/openlogi-hidpp/src/protocol/v10.rs	361	#[non_exhaustive]	COMMENT
LOW	crates/openlogi-hidpp/src/protocol/v10.rs	381	/// [`Self::Error`]).	COMMENT
LOW	crates/openlogi-hidpp/src/channel/message.rs	1	//! The two report widths a HID++ channel carries, and the raw message	COMMENT
LOW	crates/openlogi-hidpp/src/channel/message.rs	21	/// HID++ report.	COMMENT
LOW	crates/openlogi-hidpp/src/channel/pending.rs	21	observation::RequestObservation,	COMMENT
1049 more matches not shown…

Decorative Section Separators48 hits · 168 pts

Severity	File	Line	Snippet	Context
MEDIUM	packaging/linux/nfpm.yaml	23	# ── binaries ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/nfpm.yaml	44	# ── udev rules ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/nfpm.yaml	50	# ── systemd user unit ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/nfpm.yaml	56	# ── XDG desktop entry ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/nfpm.yaml	62	# ── icon ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packaging/linux/uninstall.sh	29	# ── stop and disable the agent ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/uninstall.sh	45	# ── remove binaries ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/uninstall.sh	51	# ── udev rules ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/uninstall.sh	61	# ── systemd user unit ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/uninstall.sh	66	# ── desktop entry + icon ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	36	# ── display ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	43	# ── device access ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	53	# ── network ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	58	# ── D-Bus ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	90	# ── binaries ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	99	# ── XDG integration ──────────────────────────────────────────────────	COMMENT
MEDIUM	packaging/linux/flatpak/org.openlogi.OpenLogi.yml	118	# ── host-side udev rules ─────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	642	// ── key_to_button ────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	671	// ── translate ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	738	// ── movement ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	764	// ── scroll — standard ────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	788	// ── scroll — hi-res ──────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	833	// ── LowResCompanions ─────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	896	// ── is_hookable_mouse ────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-hook/src/linux.rs	1092	// ── dispatch ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-inject/src/inject/linux.rs	883	// ── D-Bus helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-camera/src/uvc_macos.rs	313	// ── AVFoundation unique-id → USB location id ─────────────────────────────────	COMMENT
MEDIUM⚡	crates/openlogi-core/src/binding/action.rs	129	// ── DPI ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/openlogi-core/src/binding/action.rs	138	// ── Scroll ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/openlogi-core/src/binding/action.rs	148	// ── Custom ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/openlogi-core/src/binding/action.rs	157	// ── System (appended) ────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	24	// ── System ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	29	// ── Mouse ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	45	// ── Editing ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	68	// ── Browser / Navigation ──────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	86	// ── Navigation / Window ───────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	100	// ── System ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/action.rs	115	// ── Media ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/swipe.rs	327	// ── Gesture classification ────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/swipe.rs	382	// ── SwipeAccumulator (the shared mid-swipe state machine) ─────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	19	// ── Catalog tests ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	197	// ── Binding (merged model) serde routing ──────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	368	// ── TOML roundtrip ────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	519	// ── Category tests ────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	592	// ── Category label smoke test ─────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	611	// ── Default binding ───────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	687	// ── Effect classification ─────────────────────────────────────────────────	COMMENT
MEDIUM	crates/openlogi-core/src/binding/tests.rs	779	// ── ButtonId persistence ─────────────────────────────────────────────────	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/ast-grep/SKILL.md	25	### Step 1: Understand the Query	COMMENT
LOW	.agents/skills/ast-grep/SKILL.md	33	### Step 2: Create Example Code	COMMENT
LOW	.agents/skills/ast-grep/SKILL.md	48	### Step 3: Write the ast-grep Rule	COMMENT
LOW	.agents/skills/ast-grep/SKILL.md	71	### Step 4: Test the Rule	COMMENT
LOW	.agents/skills/ast-grep/SKILL.md	98	### Step 5: Search the Codebase	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	51	// Step 1: call hooks directly through list_state (no entity lock)	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	54	// Step 2: update the parent entity — different lock, safe	COMMENT
LOW⚡	…ills/gpui-kit/references/gpui/entity-best-practices.md	61	// Step 3: sync list state directly — no entity lock	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/openlogi-camera/src/uvc_windows.rs	446	Some(value.Anonymous.Anonymous.Anonymous.bstrVal.to_string())	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…lls/gpui-kit-design-guides/references/design-guides.md	835	## Guidance for AI-generated interfaces	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/openlogi-hidpp-derive/src/lib.rs	204	/// path (fields are always written unqualified, but this is robust either	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	483	# Create the draft, upload assets to it, then publish. For a stable	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/i18n/merge_crowdin_download.py	195	def test_sparse_download_keeps_parity_and_accepts_real_updates(self) -> None:	CODE
LOW	.github/scripts/i18n/merge_crowdin_download.py	251	def test_english_fill_in_does_not_clobber_real_translations(self) -> None:	CODE
LOW	.github/scripts/i18n/merge_crowdin_download.py	288	def test_english_only_export_restores_git_values(self) -> None:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packaging/linux/uninstall.sh	6	# Usage:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	crates/openlogi-desktop/src/platform/updater.rs	386	"mailto:updates@example.org",	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/i18n/merge_crowdin_download.py	11		CODE

AprilNEA/OpenLogi

Open-Source Code Quality, Security and Technical Debt Review