1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

1.9K

Stars

Rust

Language

76.7K

Lines of Code

351

Files

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 6.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 96 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 6.4/100 · LOW

Which changes need focused human review? 96 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 0HIGH 1MEDIUM 0LOW 95

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 96 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 Block94 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	src/gpu_paint/src/types.rs	21	},	COMMENT
LOW	src/gpu_paint/src/painter.rs	21	/// How a surface chooses its swapchain extent.	COMMENT
LOW	src/gpu_paint/src/painter.rs	101	}	COMMENT
LOW	src/gpu_paint/src/painter.rs	141	// Persistent upload texture sized to the swapchain. Recreated on	COMMENT
LOW	src/gpu_paint/src/painter.rs	161	// import is not a cache hit, so it can never sample a stale texture.	COMMENT
LOW	src/gpu_paint/src/painter.rs	321	/// Store a new target size.	COMMENT
LOW	src/gpu_paint/src/painter.rs	341	/// On dx12 the swapchain is bound to the composition visual inside	COMMENT
LOW	src/gpu_paint/src/painter.rs	661	/// The swapchain had no texture this cycle. The surface is fine, the frame	COMMENT
LOW	src/gpu_paint/src/error.rs	1	use crate::FrameSize;	COMMENT
LOW	src/gpu_paint/src/lib.rs	1	//! The only place in the process that knows wgpu exists.	COMMENT
LOW	src/gpu_paint/src/swapchain.rs	1	//! A swapchain the caller draws into itself.	COMMENT
LOW	src/gpu_paint/src/context.rs	61	AlphaSource::Straight => &self.pipeline_premultiplied,	COMMENT
LOW	src/gpu_paint/src/shared_texture.rs	1	//! A CEF accelerated-paint texture, selected statically per platform.	COMMENT
LOW	src/gpu_paint/src/shared/mod.rs	1	//! Importing CEF's shared-texture frames, and the device selection that makes	COMMENT
LOW	src/gpu_paint/src/shared/mod.rs	21	pub use backend::ProducerId;	COMMENT
LOW	src/compositor_core/src/transition.rs	1	//! Fullscreen/resize transition gate.	COMMENT
LOW	src/compositor_core/src/transition.rs	21	//! [`end`]: TransitionGate::end	COMMENT
LOW	src/compositor_core/src/lib.rs	1	//! Pure, host-testable compositor bookkeeping for the backends that cannot be	COMMENT
LOW	src/compositor_core/src/stack.rs	1	//! Per-surface registry: the bottom-to-top stacking order plus	COMMENT
LOW	src/windows_sink/src/lib.rs	1	//! Windows SystemMediaTransportControls (SMTC) sink. The shared	COMMENT
LOW	src/macos/src/backend.rs	21	// =====================================================================	COMMENT
LOW	src/macos/src/backend.rs	201	jfn_mpv_toggle_fullscreen();	COMMENT
LOW	src/macos/src/backend.rs	261	/// Wakeup hook to install with `mpv_set_wakeup_callback`. Bridges mpv's	COMMENT
LOW	src/macos/src/backend.rs	421	// - the surface stack (bottom-to-top, set by macos_apply_stack)	COMMENT
LOW	src/macos/src/compositor.rs	1	//! `CAMetalLayer`-based per-surface compositor.	COMMENT
LOW	src/macos/src/compositor.rs	81	}	COMMENT
LOW	src/macos/src/mpv_host.rs	1	//! macOS [`MpvHost`]: pre-create environment (bundle marker, MoltenVK	COMMENT
LOW	src/macos/src/init.rs	41	/// macos_init through macos_cleanup.	COMMENT
LOW	src/macos/src/init.rs	261	// =====================================================================	COMMENT
LOW	src/macos/src/init.rs	641	use crate::macos_pump_block;	COMMENT
LOW	src/jellyfin/src/lib.rs	1	//! Jellyfin DeviceProfile JSON builder.	COMMENT
LOW	src/jellyfin/src/lib.rs	61	// this list (StreamBuilder keeps profile order; StreamingHelpers takes the	COMMENT
LOW	src/input/src/route.rs	41	/// What the shell overlay owns at `p`. Grips win over the bar at overlaps.	COMMENT
LOW	src/input/src/scroll.rs	1	//! Coalescing scroll accumulator.	COMMENT
LOW	src/input/src/sink.rs	41	fn paste(&self);	COMMENT
LOW	src/color/src/theme.rs	1	//! Window-scoped theme color tracker.	COMMENT
LOW	src/wake_event/src/lib.rs	1	//! Cross-platform one-shot event for waking poll()/WaitForMultipleObjects().	COMMENT
LOW	src/platform_abi/src/lib.rs	1	//! `Platform` trait + global handle held by `jfn_app_main`.	COMMENT
LOW	src/platform_abi/src/lib.rs	61	pub use visibility::{Ack, Visibility, VisibilityCommit};	COMMENT
LOW	src/platform_abi/src/lib.rs	481	s: SurfaceHandle,	COMMENT
LOW	src/platform_abi/src/lib.rs	961	}	COMMENT
LOW	src/platform_abi/src/mpv_host.rs	1	//! How the platform hosts mpv: pre-create environment, host-window	COMMENT
LOW	src/platform_abi/src/cef_host.rs	1	//! How the platform drives CEF's message loop.	COMMENT
LOW	src/platform_abi/src/geometry.rs	1	//! Window-geometry value types + on-screen clamping.	COMMENT
LOW	src/platform_abi/src/menu.rs	161		COMMENT
LOW	src/platform_abi/src/media_sink.rs	1	//! OS media-session integration (MPRIS / MPNowPlaying / SMTC).	COMMENT
LOW	src/jfn_cef/src/runtime.rs	21	source: std::io::Error,	COMMENT
LOW	src/jfn_cef/src/ffi.rs	21	// the program name; no jfn CLI flag is ever in there.	COMMENT
LOW	src/jfn_cef/src/business_common.rs	1	//! Shared helpers for the three `business_*` modules.	COMMENT
LOW	src/jfn_cef/src/client_impl/os_ffi.rs	1	//! Per-OS CEF handler-callback signature types. Each must match the native	COMMENT
LOW	src/jfn_cef/src/client/accel.rs	1	//! The CEF ABI boundary for accelerated-paint frames.	COMMENT
LOW	src/jfn_cef/src/web_overlay/size.rs	1	//! What the web overlay is sized to.	COMMENT
LOW	src/mpris/src/projection.rs	1	//! MPRIS Player projection rules — every derived-field rule behind the	COMMENT
LOW	src/wayland/src/layer_actor.rs	361		COMMENT
LOW	src/wayland/src/wl_state.rs	1	//! Wayland surface / present / transition state, driven through the	COMMENT
LOW	src/wayland/src/make_platform.rs	1	//! Wayland backend impl of [`jfn_platform_abi::Platform`].	COMMENT
LOW	src/wayland/src/lifecycle.rs	1	//! Wayland-backend `Platform::init` / `Platform::cleanup` body.	COMMENT
LOW	src/linux_util/src/dmabuf_probe.rs	61	*const egl::Int,	COMMENT
LOW	src/jfn_rust/build.rs	1	//! Build-script hooks for the jellium-desktop binary.	COMMENT
LOW	src/jfn_rust/build.rs	21	// requiring LD_LIBRARY_PATH at runtime.	COMMENT
34 more matches not shown…

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/wayland/src/paint_override.rs	1	//! Which paint path to use, as requested on the command line.	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/web/mpv-video-player.js	2	function getMediaStreamAudioTracks(mediaSource) {	CODE

andrewrabert/jellium-desktop

Open-Source Code Quality, Security and Technical Debt Review