1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-09-29

Last Push

46.7K

Stars

Rust

Language

519.0K

Lines of Code

667

Files

578

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 449 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 126 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 578 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 0MEDIUM 126LOW 451

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 578 distinct pattern matches across 10 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.

Decorative Section Separators124 hits · 406 pts

Severity	File	Line	Snippet	Context
MEDIUM	runtime/themes/modus_vivendi.toml	7	# -------------------	COMMENT
MEDIUM	runtime/themes/modus_vivendi.toml	60	# --------------	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	4	# ── Syntax ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	45	# ── Markup ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	70	# ── Diff ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	77	# ── Diagnostics ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	92	# ── UI ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_light.toml	139	# ── Palette ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	runtime/themes/ashen.toml	2	# -------------------	COMMENT
MEDIUM⚡	runtime/themes/ashen.toml	6	# -------------------	COMMENT
MEDIUM⚡	runtime/themes/ashen.toml	13	# -------------------	COMMENT
MEDIUM	runtime/themes/ashen.toml	84	# --------------	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	4	# ── Syntax ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	45	# ── Markup ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	70	# ── Diff ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	77	# ── Diagnostics ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	92	# ── UI ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/flynt_dark.toml	139	# ── Palette ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/atlas-ragnarok.toml	10	# ─── Syntax ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/atlas-ragnarok.toml	90	# ─── UI ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/atlas-ragnarok.toml	145	# ─── Palette ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	runtime/themes/neonotte84.toml	10	# ---------------------------	COMMENT
MEDIUM	runtime/themes/neonotte84.toml	14	# -----------------	COMMENT
MEDIUM⚡	runtime/themes/ataraxia.toml	4	# -------------------	COMMENT
MEDIUM⚡	runtime/themes/ataraxia.toml	6	# -------------------	COMMENT
MEDIUM⚡	runtime/themes/ataraxia.toml	8	# -------------------	COMMENT
MEDIUM	runtime/themes/catppuccin_mocha.toml	3	# -------------------	COMMENT
MEDIUM	runtime/themes/catppuccin_mocha.toml	70	# --------------	COMMENT
MEDIUM	runtime/themes/sidra.toml	9	# ===========================	COMMENT
MEDIUM	runtime/themes/sidra.toml	11	# ===========================	COMMENT
MEDIUM	runtime/themes/sidra.toml	93	# ===========================	COMMENT
MEDIUM	runtime/themes/sidra.toml	95	# ===========================	COMMENT
MEDIUM	runtime/themes/sidra.toml	161	# ===========================	COMMENT
MEDIUM	runtime/themes/sidra.toml	163	# ===========================	COMMENT
MEDIUM	runtime/themes/modus_operandi.toml	7	# -------------------	COMMENT
MEDIUM	runtime/themes/modus_operandi.toml	60	# --------------	COMMENT
MEDIUM	runtime/themes/neonotte.toml	7	# -------------------	COMMENT
MEDIUM	runtime/themes/neonotte.toml	58	# --------------	COMMENT
MEDIUM	runtime/themes/sunset.toml	6	# ----------------------------------------------------------------	COMMENT
MEDIUM	runtime/themes/sunset.toml	56	# ----------------------------------------------------------------	COMMENT
MEDIUM	runtime/themes/sunset.toml	84	# ----------------------------------------------------------------	COMMENT
MEDIUM⚡	book/src/guides/indent.md	38	matches!(some_hero, Hero { // ←─────────────────╮	CODE
MEDIUM⚡	book/src/guides/indent.md	41	sure: true, // │ ╰───── cursor ├─ traversal	CODE
MEDIUM⚡	book/src/guides/indent.md	42	soon: true, // ╰──────── new line inserted │ start node	CODE
MEDIUM⚡	book/src/guides/indent.md	45	// ╰───────────────────────────────────────────────╯	COMMENT
MEDIUM	book/src/guides/indent.md	62	} // ←──────────────────────────────────────────────╯	CODE
MEDIUM⚡	book/src/guides/indent.md	119	// ├───────────────────────╮ indent level	COMMENT
MEDIUM⚡	book/src/guides/indent.md	120	// @indent ├┄┄┄┄┄┄┄┄┄┄┄┄┄┄	COMMENT
MEDIUM⚡	book/src/guides/indent.md	124	// ├───────────────────────┼─────┼┄┄┄┄┄┄┄┄┄┄┄┄┄┄	COMMENT
MEDIUM⚡	book/src/guides/indent.md	128	})}; // ├┄┄┄┄┄┄┄┄┄┄┄┄┄┄	CODE
MEDIUM⚡	book/src/guides/indent.md	130	} //╰┼┴──────────────────────────────────────────────┴┄┄┄┄┄┄┄┄┄┄┄┄┄┄	CODE
MEDIUM⚡	book/src/guides/indent.md	199	# │ ╰──────╯ │ │	COMMENT
MEDIUM⚡	book/src/guides/indent.md	200	# ╰─────────────────────╯ │	COMMENT
MEDIUM⚡	book/src/guides/indent.md	209	) # ←─────────────────────────────────────────╯	CODE
MEDIUM⚡	book/src/guides/indent.md	237	self.is_soon = soon # │ │ ←───────────────╯	CODE
MEDIUM⚡	book/src/guides/indent.md	239	# │ ╰──────╯ │	COMMENT
MEDIUM⚡	book/src/guides/indent.md	240	# ╰─────────────────────╯	COMMENT
MEDIUM	book/src/guides/indent.md	271	#←────────── where cursor should go on new line	COMMENT
MEDIUM⚡	book/src/guides/indent.md	335	# │ ╰─────────────── start of map	COMMENT
MEDIUM⚡	book/src/guides/indent.md	336	# ╰───────────────── start of list element	COMMENT
64 more matches not shown…

Over-Commented Block441 hits · 403 pts

Severity	File	Line	Snippet	Context
LOW	helix-vcs/src/diff/line_cache.rs	1	//! This modules encapsulates a tiny bit of unsafe code that	COMMENT
LOW	helix-vcs/src/git/test.rs	101		COMMENT
LOW	helix-loader/src/workspace_trust.rs	1	//! Workspace trust.	COMMENT
LOW	helix-loader/src/workspace_trust.rs	21	//! hash = sha256:abc123...	COMMENT
LOW	helix-loader/src/lib.rs	161	}	COMMENT
LOW	helix-loader/src/lib.rs	181	/// name = "toml"	COMMENT
LOW	helix-view/benches/texts/source_code.txt	1	// This sample is from Neovim's source code.	COMMENT
LOW	helix-view/benches/texts/source_code.txt	21	#include <stdbool.h>	COMMENT
LOW	helix-view/benches/texts/source_code.txt	41	#include "nvim/ex_cmds.h"	COMMENT
LOW	helix-view/benches/texts/source_code.txt	61	#include "nvim/garray.h"	COMMENT
LOW	helix-view/src/graphics.rs	41	// we could split this in 2 `if`s,	COMMENT
LOW	helix-view/src/graphics.rs	221	}	COMMENT
LOW	helix-view/src/graphics.rs	241	Rect {	COMMENT
LOW	helix-view/src/graphics.rs	321	}	COMMENT
LOW	helix-view/src/graphics.rs	521	/// Style let you control the main characteristics of the displayed elements.	COMMENT
LOW	helix-view/src/graphics.rs	541	/// Style::default().fg(Color::Yellow).remove_modifier(Modifier::ITALIC),	COMMENT
LOW	helix-view/src/graphics.rs	561	/// reset all properties until that point use [`Style::reset`].	COMMENT
LOW	helix-view/src/graphics.rs	641	/// Changes the background color.	COMMENT
LOW	helix-view/src/graphics.rs	661	/// # use helix_view::graphics::{Color, Style};	COMMENT
LOW	helix-view/src/graphics.rs	681	pub const fn underline_style(mut self, style: UnderlineStyle) -> Style {	COMMENT
LOW	helix-view/src/graphics.rs	701	self.sub_modifier.remove(modifier);	COMMENT
LOW	helix-view/src/graphics.rs	721	self.add_modifier.remove(modifier);	COMMENT
LOW	helix-view/src/tree.rs	481	// A child is not found. This could be because of either two scenarios	COMMENT
LOW	helix-view/src/keyboard.rs	381	/// Page down key.	COMMENT
LOW	helix-view/src/editor.rs	181	pub struct FilePickerConfig {	COMMENT
LOW	helix-view/src/editor.rs	301	/// Mouse support. Defaults to true.	COMMENT
LOW	helix-view/src/editor.rs	321	/// Automatic auto-completion, automatically pop up without user trigger. Defaults to true.	COMMENT
LOW	helix-view/src/editor.rs	401	/// confuse some file watching/hot reloading programs. Defaults to `true`.	COMMENT
LOW	helix-view/src/editor.rs	621	#[serde(default, rename_all = "kebab-case", deny_unknown_fields)]	COMMENT
LOW	helix-view/src/editor.rs	1321	pub last_completion: Option<CompleteAction>,	COMMENT
LOW	helix-view/src/document.rs	261	/// Inlay hints for a single `(Document, View)` combo.	COMMENT
LOW	helix-view/src/document.rs	461	// The documentation and implementation of this function should be up-to-date with	COMMENT
LOW	helix-view/src/document.rs	481	read_and_detect_encoding(reader, encoding, &mut buf)?;	COMMENT
LOW	helix-view/src/input.rs	81	/// of keys can be read easily.	COMMENT
LOW	helix-view/src/macros.rs	1	//! These are macros to make getting very nested fields in the `Editor` struct easier	COMMENT
LOW	helix-view/src/expansion.rs	1	use std::borrow::Cow;	COMMENT
LOW	helix-view/src/expansion.rs	21	#[derive(Debug, Clone, Copy, PartialEq, Eq)]	COMMENT
LOW	helix-view/src/view.rs	161	pub gutters: GutterConfig,	COMMENT
LOW	helix-view/src/view.rs	661	// match (start, end) {	COMMENT
LOW	helix-view/src/view.rs	1121	/// `JumpList::remove` dropped every entry belonging to a document (e.g. when	COMMENT
LOW	helix-view/src/view.rs	1181	let mut jumps = make(0);	COMMENT
LOW	helix-view/src/handlers/word_index.rs	321	.await	COMMENT
LOW	helix-lsp-types/src/folding_range.rs	61	pub struct FoldingRangeCapability {	COMMENT
LOW	helix-lsp-types/src/folding_range.rs	81	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	helix-lsp-types/src/folding_range.rs	121	/// The zero-based character offset from where the folded range starts. If not defined, defaults to the length of th	COMMENT
LOW	helix-lsp-types/src/request.rs	261		COMMENT
LOW	helix-lsp-types/src/request.rs	481	/// The configuration section ask for is defined by the server and doesn’t necessarily need to correspond to	COMMENT
LOW	helix-lsp-types/src/lsif.rs	61	#[serde(rename_all = "camelCase")]	COMMENT
LOW	helix-lsp-types/src/lsif.rs	81	full_range: Range,	COMMENT
LOW	helix-lsp-types/src/document_diagnostic.rs	121	/// A diagnostic report with a full set of problems.	COMMENT
LOW	helix-lsp-types/src/document_diagnostic.rs	181	/// diagnostics in a file B which A depends on. An example of such a language is C/C++ where	COMMENT
LOW	helix-lsp-types/src/document_diagnostic.rs	201	///	COMMENT
LOW	helix-lsp-types/src/document_diagnostic.rs	241	}	COMMENT
LOW	helix-lsp-types/src/document_link.rs	41	pub partial_result_params: PartialResultParams,	COMMENT
LOW	helix-lsp-types/src/color.rs	101	pub partial_result_params: PartialResultParams,	COMMENT
LOW	helix-lsp-types/src/lib.rs	221		COMMENT
LOW	helix-lsp-types/src/lib.rs	361	/// The range at which the message applies.	COMMENT
LOW	helix-lsp-types/src/lib.rs	381	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	helix-lsp-types/src/lib.rs	481	lsp_enum! {	COMMENT
LOW	helix-lsp-types/src/lib.rs	521	/// A textual edit applicable to a text document.	COMMENT
381 more matches not shown…

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	helix-term/src/handlers/completion.rs	186	let handle = cx.editor.handlers.completions.request_controller.restart();	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	helix-view/Cargo.toml	14	# Skip libtest benchmark harness, the benches use criterion.	COMMENT
MEDIUM	.cargo/config.toml	6	# specifying flags this way is more robust as they get merged	COMMENT

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	tests/indent/python.py	1	CODE
LOW	tests/indent/python.py	2	CODE
LOW	tests/indent/python.py	2	CODE
LOW	tests/query/highlights/python/constructs.py	1	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/indent/python.py	56		CODE
LOW	tests/indent/python.py	64		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	runtime/themes/cyan_light.toml	3	# This theme has moved to jetbrains_cyan_light, make sure to update your configuration accordingly.	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	helix-tui/src/backend/termina.rs	329	// Then request the current flags. We need to check if the terminal enabled	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	helix-term/src/commands.rs	2094	// TODO: implement a variant of that uses visual lines and respects virtual text	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/query/highlights/python/calls.py	1	def helper():	CODE

helix-editor/helix

Open-Source Code Quality, Security and Technical Debt Review