2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

3.6K

Stars

Rust

Language

186.4K

Lines of Code

984

Files

326

Pattern Hits

2026-10-31

Scan Date

0.02

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 9.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 307 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 11.9/100 · LOW

Which changes need focused human review? 326 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 10HIGH 6MEDIUM 13LOW 297

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 326 distinct pattern matches across 14 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 Block232 hits · 232 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	341		COMMENT
LOW	Cargo.toml	361	# typst-timing = { path = "../typst/crates/typst-timing" }	COMMENT
LOW	Cargo.toml	381	tinymist-analysis = { path = "crates/tinymist-analysis" }	COMMENT
LOW	dist-workspace.toml	41	# Not supported yet.	COMMENT
LOW	qodana.yaml	1	#-------------------------------------------------------------------------------#	COMMENT
LOW	qodana.yaml	21	projectJDK: "21" #(Applied in CI/CD pipeline)	COMMENT
LOW	tools/editor-tools/src/main.base.ts	21	/// The page to render.	COMMENT
LOW	tools/editor-tools/src/features/docs.ts	441	// ...[	COMMENT
LOW	crates/tinymist-world/src/config.rs	41	#[serde(rename = "creationTimestamp")]	COMMENT
LOW	crates/tinymist-world/src/world.rs	1	//! The world of the compiler.	COMMENT
LOW	crates/tinymist-world/src/compute.rs	41	/// The output type.	COMMENT
LOW	crates/tinymist-world/src/compute.rs	61	/// pub struct SystemFontsOnce {	COMMENT
LOW	crates/tinymist-world/src/snapshot.rs	21	impl ProjectInsId {	COMMENT
LOW	crates/tinymist-world/src/entry.rs	21	}	COMMENT
LOW	crates/tinymist-world/src/args.rs	61	/// Common arguments to create a world (environment) to run typst tasks, e.g.	COMMENT
LOW	crates/tinymist-world/src/args.rs	81		COMMENT
LOW	crates/tinymist-world/src/args.rs	241	///	COMMENT
LOW	crates/tinymist-world/src/args.rs	281	/// ## Examples	COMMENT
LOW	crates/tinymist-world/src/args.rs	321	Pdf,	COMMENT
LOW	crates/tinymist-world/src/args.rs	341	pub enum ExportTarget {	COMMENT
LOW	crates/tinymist-world/src/args.rs	361	#[serde(rename = "1.5")]	COMMENT
LOW	crates/tinymist-world/src/args.rs	381	#[serde(rename = "a-1a")]	COMMENT
LOW	crates/tinymist-world/src/args.rs	401	#[serde(rename = "a-3u")]	COMMENT
LOW	crates/tinymist-world/src/debug_loc.rs	1	//! The debug location that can be used to locate a position in a document or a	COMMENT
LOW	crates/tinymist-world/src/debug_loc.rs	81	pub pos: LspPosition,	COMMENT
LOW	crates/tinymist-world/src/debug_loc.rs	101	/// See [`CharPosition`] for the definition of the position inside a file.	COMMENT
LOW	crates/tinymist-world/src/font/mod.rs	1	//! The font implementations for typst worlds.	COMMENT
LOW	crates/cmark-writer/src/options.rs	1	//! CommonMark formatting options.	COMMENT
LOW	crates/cmark-writer/src/writer/runtime/visitor/mod.rs	1	//! Shared AST visitor utilities used by writer backends.	COMMENT
LOW	crates/cmark-writer/src/writer/html/options.rs	1	use ecow::EcoString;	COMMENT
LOW	crates/cmark-writer/src/writer/html/options.rs	21	/// #[cfg(feature = "gfm")]	COMMENT
LOW	crates/cmark-writer/src/writer/html/core/mod.rs	21	/// - For building HTML elements programmatically using the tag and attribute methods	COMMENT
LOW	crates/cmark-writer/src/writer/html/core/mod.rs	41	///	COMMENT
LOW	crates/cmark-writer/src/ast/custom.rs	1	//! Custom node definitions for the CommonMark AST.	COMMENT
LOW	crates/cmark-writer/src/ast/custom.rs	21	/// use cmark_writer_macros::custom_node;	COMMENT
LOW	crates/cmark-writer/src/ast/custom.rs	41	/// Ok(())	COMMENT
LOW	crates/cmark-writer/src/ast/custom.rs	61	Err(WriteError::UnsupportedNodeType)	COMMENT
LOW	crates/cmark-writer/src/ast/node.rs	21	/// ATX Type - Beginning with #	COMMENT
LOW	crates/cmark-writer/src/ast/node.rs	301	/// # Arguments	COMMENT
LOW	crates/cmark-writer/src/ast/node.rs	341		COMMENT
LOW	crates/cmark-writer/src/ast/tables.rs	1	//! Table support for CommonMark and GFM	COMMENT
LOW	crates/cmark-writer/src/gfm/formatting.rs	1	//! GFM text formatting extensions	COMMENT
LOW	crates/cmark-writer/src/gfm/formatting.rs	21	/// # Arguments	COMMENT
LOW	crates/cmark-writer/src/gfm/formatting.rs	41	/// Creates a combined formatted node with strikethrough and strong emphasis	COMMENT
LOW	crates/cmark-writer/src/gfm/tasks.rs	1	//! GFM task list support	COMMENT
LOW	crates/cmark-writer/src/gfm/tasks.rs	21	///	COMMENT
LOW	crates/cmark-writer/src/gfm/mod.rs	1	//! GitHub Flavored Markdown (GFM) extensions	COMMENT
LOW	crates/cmark-writer/src/gfm/tables.rs	1	//! GFM table support with alignment features	COMMENT
LOW	crates/tinymist-package/src/registry.rs	81	#[derive(Debug, Clone, Deserialize)]	COMMENT
LOW	crates/tinymist-tests/src/mock.rs	1	//! Aggregate mock test support.	COMMENT
LOW	crates/tinymist-project/src/watch.rs	521	/// Notify any update of the file entry	COMMENT
LOW	crates/tinymist-project/src/entry.rs	21	/// tinymist tracks your preview and compilation history, and stores the	COMMENT
LOW	crates/tinymist-project/src/args.rs	121	#[clap(flatten)]	COMMENT
LOW	crates/tinymist-project/src/args.rs	141	/// write output to stdout.	COMMENT
LOW	crates/tinymist-project/src/args.rs	161	/// pages after it).	COMMENT
LOW	crates/tinymist-project/src/model.rs	61	/// The project's document (input).	COMMENT
LOW	crates/tinymist-project/src/model.rs	81	/// The path to the root directory of the project.	COMMENT
LOW	crates/sync-lsp/src/transport.rs	21	/// It records an LSP or DAP session and replays it to compare the output.	COMMENT
LOW	crates/sync-lsp/src/transport.rs	101	io_threads.join_write()?;	COMMENT
LOW	crates/sync-lsp/src/dap.rs	21	Response(Response),	COMMENT
172 more matches not shown…

Hallucination Indicators10 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/tinymist-query/src/analysis/signature.rs	347	let docs = self.ctx.inner.info.var_docs.get(&u.def).map(\|x\| x.as_ref());	CODE
CRITICAL	…ates/tinymist-query/src/analysis/completion/snippet.rs	71	if !self.worker.ctx.analysis.completion_feat.postfix() {	CODE
CRITICAL	…ates/tinymist-query/src/analysis/completion/snippet.rs	192	if !self.worker.ctx.analysis.completion_feat.any_ufcs() {	CODE
CRITICAL	…ates/tinymist-query/src/analysis/completion/snippet.rs	255	if self.worker.ctx.analysis.completion_feat.ufcs() && fn_feat.min_pos() == 1 {	CODE
CRITICAL	…ates/tinymist-query/src/analysis/completion/snippet.rs	272	if self.worker.ctx.analysis.completion_feat.ufcs_left() && more_args {	CODE
CRITICAL	…ates/tinymist-query/src/analysis/completion/snippet.rs	289	if self.worker.ctx.analysis.completion_feat.ufcs_right() && more_args {	CODE
CRITICAL	…nymist-query/src/analysis/completion/typst_specific.rs	343	let is_stepless = self.cursor.ctx.analysis.completion_feat.is_stepless();	CODE
CRITICAL	crates/tinymist/src/cmd.rs	167	let cli_args = self.config.preview.browsing.args.clone();	CODE
CRITICAL	crates/tinymist/src/tool/preview.rs	264	let args = self.config.preview.background.args.clone();	CODE
CRITICAL	crates/tinymist-cli/src/cmd/package.rs	362	pdf_standards: ctx.args.compile.pdf.standard.clone(),	CODE

Hyper-Verbose Identifiers51 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	tools/typst-preview-frontend-ng/src/navigation.ts	15	export function scrollViewportToTypstLocation(	CODE
LOW	tools/typst-preview-frontend-ng/src/interactions.ts	216	function alignTextClipToVisualRect(clippedRect: PageRect, visualRect: PageRect): PageRect {	CODE
LOW	tools/typst-preview-frontend-ng/src/interactions.ts	251	function renderInteractionHighlights(	CODE
LOW	tools/typst-preview-frontend-ng/src/app.ts	279	function createFallbackImageBitmap(width?: number, height?: number) {	CODE
LOW	…s/typst-preview-frontend-ng/src/worker/render-utils.ts	29	export function computeInteractivePixelPerPt(value: number) {	CODE
LOW	tools/editor-tools/src/vscode.ts	113	export function requestSaveFontsExportConfigure(data: fontsExportConfigure) {	CODE
LOW	…s/editor-tools/src/features/symbol-view/categorized.ts	21	function pickSymbolsByDrawCandidates(	CODE
LOW	tools/editor-tools/src/features/exporter/exporter.ts	99	function createMockPreviewResponse(format: ExportFormat, version: number): PreviewResponse {	CODE
LOW	tools/typst-preview-frontend/src/html-preview.ts	145	function replaceWithHtmlPreviewDocument(html: string, url: string) {	CODE
LOW	editors/vscode/src/snippets.ts	19	export async function applySnippetWorkspaceEdit(	CODE
LOW	editors/vscode/src/extension.ts	76	function previewActivateInTinymist(context: IContext) {	CODE
LOW	editors/vscode/src/extension.ts	254	async function commandGetCurrentDocumentMetrics(): Promise<any> {	CODE
LOW	editors/vscode/src/extension.ts	639	function triggerSuggestAndParameterHints() {	CODE
LOW	editors/vscode/src/lsp.web.ts	8	export async function createBrowserLanguageClient(	CODE
LOW	editors/vscode/src/lsp.ts	861	export function registerPreviewTaskDispose(taskId: string, dl: DisposeList): void {	CODE
LOW	editors/vscode/src/lsp.ts	885	function isCodeActionWithoutEditsAndCommands(value: any): boolean {	CODE
LOW	editors/vscode/src/extension.shared.ts	33	function configureEditorAndLanguage(context: ExtensionContext, trait: TinymistTrait) {	CODE
LOW	editors/vscode/src/util.ts	93	export function getSensibleTextEditorColumn(): ViewColumn {	CODE
LOW	editors/vscode/src/config.ts	44	export function patchInjectedClientOptionsInConfig(	CODE
LOW	editors/vscode/src/config.ts	163	function patchInjectedClientOptionsObject(	CODE
LOW	editors/vscode/src/lsp.system.ts	8	export async function createSystemLanguageClient(	CODE
LOW	editors/vscode/src/package-manager.ts	86	export async function commandCreateLocalPackage() {	CODE
LOW	editors/vscode/src/features/preview-window-state.ts	28	export function loadStoredViewerWindowState(	CODE
LOW	editors/vscode/src/features/preview-window-state.ts	39	export async function saveStoredViewerWindowState(	CODE
LOW	editors/vscode/src/features/preview-window-state.ts	60	function normalizeViewerWindowStateNotification(	CODE
LOW	editors/vscode/src/features/preview-window-state.ts	98	function normalizeViewerWindowState(value: unknown): ViewerWindowState \| undefined {	CODE
LOW	editors/vscode/src/features/previewer.ts	110	export function setPreviewBuiltinSourceMode(mode: "compat" \| "tinymist") {	CODE
LOW	editors/vscode/src/features/previewer.ts	133	export function getConfiguredPreviewTarget(): PreviewTarget {	CODE
LOW	editors/vscode/src/features/previewer.ts	164	export async function resolveConfiguredPreviewer(	CODE
LOW	editors/vscode/src/features/previewer.ts	252	async function resolveBuiltinPreviewerSelection(	CODE
LOW	editors/vscode/src/features/previewer.ts	304	async function resolveExtensionPreviewer(	CODE
LOW	editors/vscode/src/features/previewer.ts	451	async function resolveCommandBackedExtensionPreviewer(	CODE
LOW	editors/vscode/src/features/previewer.ts	596	async function handlePreviewerResolutionFailure(	CODE
LOW	editors/vscode/src/features/previewer.ts	671	function normalizeSupportedTargets(supportedTargets: unknown): PreviewTarget[] \| undefined {	CODE
LOW	editors/vscode/src/features/preview.ts	50	function hasReportedPreviewerError(error: unknown): boolean {	CODE
LOW	editors/vscode/src/features/testing/debug.ts	41	function findDefaultFileForDebugging() {	CODE
LOW	contrib/renderer-diff/src/github.ts	70	export function normalizeActionArtifactId(input: string): string \| null {	CODE
LOW	contrib/renderer-diff/src/github.ts	94	export async function listRendererDiffArtifacts(	CODE
LOW	contrib/renderer-diff/src/github.ts	185	async function githubArtifactsRequestError(response: Response): Promise<Error> {	CODE
LOW	contrib/renderer-diff/src/github.ts	195	function githubArtifactsStatusMessage(response: Response): string {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	176	function commandBackedPreviewerMetadata(compatibleTinymistVersion: string): CommandBackedPreviewer {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	267	async function prepareSideBySideInitialWindowState(): Promise<ViewerWindowState \| undefined> {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	314	function normalizeStoredWindowState(value: unknown): ViewerWindowState \| undefined {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	384	function workingDirectoryForDocument(	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	434	async function prepareSideBySideLayoutBeforeSpawn(): Promise<WindowRect \| undefined> {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	556	async function prepareSideBySideLayoutBeforeSpawnMacOS(): Promise<WindowRect> {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	604	async function prepareSideBySideLayoutBeforeSpawnLinux(): Promise<WindowRect> {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	747	async function arrangeWindowsSideBySideMacOS(viewerTitle: string) {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	811	function powershellSingleQuotedString(value: string): string {	CODE
LOW	…ib/tinymist-gpu-viewer/editors/vscode/src/extension.ts	819	async function arrangeWindowsSideBySideLinux(viewerPid: number) {	CODE
LOW	.github/copilot-instructions.md	121	export function requestSaveFontsExportConfigure(data: fontsExportConfigure) {	CODE

Synthetic Comment Markers5 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	crates/tinymist-l10n/src/lib.rs	116	result.push_str("\n# The translations are partially generated by copilot\n");	CODE
HIGH	locales/tinymist-rt.toml	2	# The translations are partially generated by copilot	COMMENT
HIGH	locales/tinymist-vscode.toml	2	# The translation are partially generated by copilot	COMMENT
HIGH	locales/tinymist-vscode-rt.toml	2	# The translations are partially generated by copilot	COMMENT
HIGH	.github/copilot-instructions-l10n.md	97	# The translations are partially generated by copilot	COMMENT

Decorative Section Separators6 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	crates/tinymist/src/project.rs	4	//! ┌────────────────────────────────┐ ┌────────────┐	COMMENT
MEDIUM⚡	crates/tinymist/src/project.rs	5	//! │ main::main_loop │◄───────►│notify_actor│	COMMENT
MEDIUM⚡	crates/tinymist/src/project.rs	6	//! └─────┬────────────────────▲─────┘ └────────────┘	COMMENT
MEDIUM⚡	crates/tinymist/src/project.rs	8	//! ┌─────▼────────────────────┴─────┐ handler ┌────────────┐	COMMENT
MEDIUM⚡	crates/tinymist/src/project.rs	9	//! │ compiler::compile_handler ├────────►│ rest actors│	COMMENT
MEDIUM⚡	crates/tinymist/src/project.rs	10	//! └────────────────────────────────┘ └────────────┘	COMMENT

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	crates/tinymist-std/src/fs/paths.rs	463	// For Windows, we need to check if the file is a symlink to a directory	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	140	// Step 1: Create installation directory	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	145	// Step 2: Download the archive	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	153	// Step 3: Extract the archive	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	158	// Step 4: Set executable permissions (Unix-like systems)	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	167	// Step 5: Verify installation	COMMENT

Structural Annotation Overuse5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	140	// Step 1: Create installation directory	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	145	// Step 2: Download the archive	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	153	// Step 3: Extract the archive	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	158	// Step 4: Set executable permissions (Unix-like systems)	COMMENT
LOW⚡	…nymist/intellij/lsp/TinymistLanguageServerInstaller.kt	167	// Step 5: Verify installation	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/tinymist-query/src/analysis/global.rs	77	/// Whether to utilize the extended `tinymist.resolveCodeAction` at client	COMMENT
MEDIUM	crates/tinymist-query/src/analysis/tyck/syntax.rs	990	// todo: This doesn't fully utilize the existing checkers. We have a better way	COMMENT
MEDIUM	crates/tinymist/src/config.rs	109	/// Whether to utilize the extended `tinymist.resolveCodeAction` at client	COMMENT

Self-Referential Comments3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/tinymist-project/src/lock/system.rs	87	let marker_line = "# This file is automatically @generated by tinymist.";	CODE
MEDIUM	crates/tinymist-std/src/fs/paths.rs	774	# This file is a cache directory tag created by cargo.	COMMENT
MEDIUM	.github/workflows/release.yml	319	# Create a GitHub Release while uploading all files to it	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	editors/vscode/src/gitpod.ts	3	* @return True if the current environment is Gitpod, false otherwise.	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ec/changes/add-mock-vfs-world-test-harness/proposal.md	5	That gap makes issues like `#2359` slower and riskier to fix because the first step is often inventing test scaffolding	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	editors/neovim/spec/main.py	63	# Check if any test files are provided as command line arguments	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ymist/dev/notify-rs-file-operation-decomposition.z3.py	1		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.codex/skills/gh-cli/SKILL.md	676	gh repo license mit --fullname "John Doe"	CODE

Myriad-Dreamin/tinymist

Open-Source Code Quality, Security and Technical Debt Review