4.2

Adjusted Signal

4.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.1K

Stars

Java

Language

1.2M

Lines of Code

5.6K

Files

2.2K

Pattern Hits

2026-10-31

Scan Date

0.06

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1810 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.3/100 · LOW

Are imports declared and package/API names verified? 328 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 203 finding(s).

PR Review Velocity Impact 19.7/100 · LOW

Which changes need focused human review? 2173 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 306HIGH 13MEDIUM 130LOW 1724

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 2173 distinct pattern matches across 18 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.

Hallucination Indicators306 hits · 2818 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/i18n-helpers/commands.cmd.xml/sample_commands.cmd.xml	82	<shortcut refid="blockOutdent" value="Meta+[" if="org.rstudio.core.client.BrowseCap.isMacintosh()" disableMo	CODE
CRITICAL	…/i18n-helpers/commands.cmd.xml/sample_commands.cmd.xml	83	<shortcut refid="blockIndent" value="Meta+]" if="org.rstudio.core.client.BrowseCap.isMacintosh()" disableMod	CODE
CRITICAL	…o/client/packrat/ui/PackratActionDialogContents.ui.xml	8	@eval proportionalFont org.rstudio.core.client.theme.ThemeFonts.getProportionalFont();	CODE
CRITICAL	…io/client/packrat/ui/PackratResolveConflictDialog.java	221	private static final PackratConstants constants_ = com.google.gwt.core.client.GWT.create(PackratConstants.class);	CODE
CRITICAL	…tudio/client/rsconnect/ui/RSConnectCloudAccount.ui.xml	8	@eval fixedFont org.rstudio.core.client.theme.ThemeFonts.getFixedWidthFont();	CODE
CRITICAL	…client/panmirror/dialogs/PanmirrorEditRawDialog.ui.xml	12	@eval fixedWidthFont org.rstudio.core.client.theme.ThemeFonts.getFixedWidthFont();	CODE
CRITICAL	…/projects/ui/prefs/ProjectSpellingPreferencesPane.java	92	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL⚡	…/client/projects/ui/prefs/ProjectPreferencesDialog.css	6	@eval PROJECT_PANEL_CONTAINER_WIDTH org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstants.projectPa	CODE
CRITICAL⚡	…/client/projects/ui/prefs/ProjectPreferencesDialog.css	7	@eval PROJECT_PANEL_CONTAINER_HEIGHT org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstants.projectP	CODE
CRITICAL⚡	…/client/projects/ui/prefs/ProjectPreferencesDialog.css	8	@eval PROJECT_PANEL_CONTAINER_WIDTH_NO_CHOOSER org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstant	CODE
CRITICAL	…ects/ui/prefs/ProjectSourceControlPreferencesPane.java	316	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…t/projects/ui/prefs/ProjectPackratPreferencesPane.java	336	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…t/projects/ui/prefs/ProjectSharingPreferencesPane.java	49	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…projects/ui/prefs/ProjectRMarkdownPreferencesPane.java	209	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…ient/projects/ui/prefs/ProjectRenvPreferencesPane.java	143	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…rojects/ui/prefs/buildtools/BuildToolsCustomPanel.java	62	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…jects/ui/prefs/buildtools/BuildToolsMakefilePanel.java	58	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…ient/projects/ui/prefs/buildtools/BuildToolsPanel.java	231	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…ojects/ui/prefs/buildtools/BuildToolsPackagePanel.java	221	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…prefs/buildtools/ProjectBuildToolsPreferencesPane.java	205	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…i/prefs/buildtools/BuildToolsRoxygenOptionsDialog.java	102	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…ojects/ui/prefs/buildtools/BuildToolsWebsitePanel.java	115	private static final StudioClientProjectConstants constants_ = com.google.gwt.core.client.GWT.create(StudioClientProj	CODE
CRITICAL	…dio/client/projects/ui/newproject/NewProjectWizard.css	2	@eval fixedWidthFont org.rstudio.core.client.theme.ThemeFonts.getFixedWidthFont();	CODE
CRITICAL	…/studio/client/common/debugging/ui/ConsoleError.ui.xml	5	@eval proportionalFont org.rstudio.core.client.theme.ThemeFonts.getProportionalFont();	CODE
CRITICAL	…tudio/studio/client/common/vcs/ShowPublicKeyDialog.css	2	@eval fixedWidthFont org.rstudio.core.client.theme.ThemeFonts.getFixedWidthFont();	CODE
CRITICAL⚡	…dio/client/workbench/prefs/views/PreferencesDialog.css	8	@eval PANEL_CONTAINER_WIDTH org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstants.panelContainerWid	CODE
CRITICAL⚡	…dio/client/workbench/prefs/views/PreferencesDialog.css	9	@eval PANEL_CONTAINER_HEIGHT org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstants.panelContainerHe	CODE
CRITICAL⚡	…dio/client/workbench/prefs/views/PreferencesDialog.css	10	@eval PANEL_CONTAINER_WIDTH_NO_CHOOSER org.rstudio.studio.client.workbench.prefs.views.PreferencesDialogConstants.panelC	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	672	<shortcut refid="insertSection" value="Ctrl+Shift+R" if="org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	677	<shortcut refid="blockOutdent" value="Meta+[" if="org.rstudio.core.client.BrowseCap.isMacintosh()" disableModes	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	678	<shortcut refid="blockIndent" value="Meta+]" if="org.rstudio.core.client.BrowseCap.isMacintosh()" disableModes=	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	680	<shortcut refid="reflowComment" value="Ctrl+Shift+/" if="org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	681	<shortcut refid="reflowComment" value="Cmd+Shift+/" if="!org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	684	<shortcut refid="fold" value="Alt+L" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" title="Collapse Fold	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	685	<shortcut refid="fold" value="Cmd+Alt+L" if="org.rstudio.core.client.BrowseCap.isMacintosh()" title="Collapse F	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	686	<shortcut refid="unfold" value="Shift+Alt+L" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" title="Expan	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	687	<shortcut refid="unfold" value="Cmd+Shift+Alt+L" if="org.rstudio.core.client.BrowseCap.isMacintosh()" title="Ex	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	688	<shortcut refid="foldAll" value="Alt+O" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" title="Collapse A	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	689	<shortcut refid="foldAll" value="Cmd+Alt+O" if="org.rstudio.core.client.BrowseCap.isMacintosh()" title="Collaps	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	690	<shortcut refid="unfoldAll" value="Shift+Alt+O" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" title="Ex	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	691	<shortcut refid="unfoldAll" value="Cmd+Shift+Alt+O" if="org.rstudio.core.client.BrowseCap.isMacintosh()" title=	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	692	<shortcut value="Ctrl+K" title="Delete to Line End" if="org.rstudio.core.client.BrowseCap.isMacintosh()" />	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	694	<shortcut refid="moveLinesUp" value="Ctrl+Meta+Up" title="Move Lines Up" if="org.rstudio.core.client.BrowseCap.	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	695	<shortcut refid="moveLinesUp" value="Ctrl+Shift+Up" title="Move Lines Up" if="!org.rstudio.core.client.BrowseCa	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	697	<shortcut refid="moveLinesDown" value="Ctrl+Meta+Down" title="Move Lines Down" if="org.rstudio.core.client.Brow	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	698	<shortcut refid="moveLinesDown" value="Ctrl+Shift+Down" title="Move Lines Down" if="!org.rstudio.core.client.Br	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	699	<shortcut value="Alt+Shift+Up" title="Copy Lines Up" if="!org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	700	<shortcut value="Meta+Alt+Up" title="Copy Lines Up" if="org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	701	<shortcut value="Alt+Shift+Down" title="Copy Lines Down" if="!org.rstudio.core.client.BrowseCap.isMacintosh()"/	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	702	<shortcut value="Meta+Alt+Down" title="Copy Lines Down" if="org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	703	<shortcut value="Ctrl+D" title="Delete Line" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" disableModes	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	704	<shortcut value="Cmd+D" title="Delete Line" if="org.rstudio.core.client.BrowseCap.isMacintosh()" disableModes="	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	705	<shortcut refid="expandToLine" value="Meta+L" title="Expand Selection to line" if="org.rstudio.core.client.Brow	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	707	<!-- <shortcut refid="expandToLine" value="Ctrl+L" title="Expand Selection to line" if="!org.rstudio.core.clien	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	715	<shortcut value="Ctrl+T" title="Transpose Letters" if="org.rstudio.core.client.BrowseCap.isMacintosh()"/>	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	722	<shortcut refid="assistantAcceptNextEditSuggestion" value="Ctrl+;" if="!org.rstudio.core.client.BrowseCap.isMac	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	723	<shortcut refid="assistantAcceptNextEditSuggestion" value="Cmd+;" if="org.rstudio.core.client.BrowseCap.isMacin	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	724	<shortcut refid="assistantDismissNextEditSuggestion" value="Ctrl+Shift+;" if="!org.rstudio.core.client.BrowseCa	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	725	<shortcut refid="assistantDismissNextEditSuggestion" value="Cmd+Shift+;" if="org.rstudio.core.client.BrowseCap.	CODE
CRITICAL⚡	…udio/studio/client/workbench/commands/Commands.cmd.xml	734	<shortcut value="Ctrl+X" title="Cut" if="!org.rstudio.core.client.BrowseCap.isMacintosh()" disableModes="vim,em	CODE
246 more matches not shown…

Over-Commented Block1450 hits · 1424 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	tasks/startup-timing.ts	1	// Measure RStudio Desktop startup.	COMMENT
LOW	docker/docker-compile.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/docker-compile.sh	21	# will produce an RPM of RStudio Electron from the RHEL8 container,	COMMENT
LOW	docker/jenkins/rstudio-version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/jenkins/rstudio-version.sh	21	#	COMMENT
LOW	docker/jenkins/rstudio-version.sh	41	# branch since work on the release has started. In the local repository, the file	COMMENT
LOW	docker/jenkins/notarize-release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/jenkins/sign-release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/jenkins/sign-release.sh	81	# ------------------------------------------------------------------------	COMMENT
LOW	.claude/hooks/block-push-to-main.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.claude/hooks/block-push-to-main.sh	21	# <name>=<value>', and other single-/double-dash flags -- so we can find the	COMMENT
LOW	.claude/hooks/block-edit-autogenerated-files.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dependencies/tools/upload-r.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dependencies/tools/upload-r.sh	21	#	COMMENT
LOW	dependencies/tools/upload-openssl.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dependencies/tools/upload-windows-dependencies.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dependencies/tools/rstudio-tools.sh	1	#!/usr/bin/env bash	COMMENT
LOW	dependencies/tools/rstudio-tools.sh	41	# macOS deployment target	COMMENT
LOW	dependencies/tools/rstudio-tools.sh	61	# When changing node version you must upload the corresponding archives to aws s3; use	COMMENT
LOW	dependencies/tools/rstudio-tools.sh	81	# mainly relevant for cases like macOS, where we have an -arm64 variant installed	COMMENT
LOW	dependencies/tools/upload-nsis-multiuser.sh	1	#!/usr/bin/env bash	COMMENT
LOW	version/new-version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	version/new-version.sh	21	# Creating a Release Branch for future work	COMMENT
LOW	scripts/report-options.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/generate-commands-accessor.R	1	#	COMMENT
LOW	scripts/generate-commands-accessor.R	21	contents <- readLines(path, warn = FALSE)	COMMENT
LOW	scripts/generate-options.R	1	#!/usr/bin/env Rscript	COMMENT
LOW	scripts/r-api-report.R	1	#!/usr/bin/env Rscript	COMMENT
LOW	scripts/bootstrap-worktree.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/bootstrap-worktree.sh	21	#	COMMENT
LOW	scripts/bootstrap-worktree.sh	41	# www paths to THIS worktree's GWT output. `npm run test:desktop-dev` detects	COMMENT
LOW	scripts/bootstrap-worktree.sh	61	# --with-build-dir[=<dir>]	COMMENT
LOW	scripts/generate-prefs.R	1	#!/usr/bin/env Rscript	COMMENT
LOW	scripts/generate-prefs.R	101	#	COMMENT
LOW	scripts/merge-release-branch.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/merge-release-branch.sh	21	# - Any conflict under a release-only directory (e.g. the whats-new	COMMENT
LOW	.github/workflows/os-cache-seed-sentinel.yml	1	name: "Cache Seed: Sentinel (re-seed evicted E2E build caches)"	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	1	name: "Test: E2E Playwright RStudio (Certification, Open Source)"	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	81	# other caller does.	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	181		COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	301	echo "::warning::r_overrides names cell(s) whose R comes from the distro's own repos, so the requested versi	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	601	# reported against every other cell in the matrix.	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	641	# The five non-Linux engines each return the R they actually used as a	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	661	RESULT_UBUNTU24S: ${{ needs.ubuntu24s.result }}	COMMENT
LOW	.github/workflows/os-test-e2e-rstudio-certification.yml	741	ROWS=$((ROWS + 1))	COMMENT
LOW	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	161	RSTUDIO_TOOLS_ROOT: ${{ github.workspace }}\rstudio-tools	COMMENT
LOW	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	261	# which also contain tracked files (the install scripts themselves).	COMMENT
LOW	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	421	- name: Setup sccache	COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	161	# use. Keeping tracked install scripts out of the cached path means a	COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	261	restore-keys: \|	COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	381		COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	421	Write-Host "sccache backend: GitHub Actions cache (S3 role/bucket unavailable)"	COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	581	)	COMMENT
LOW	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	1201		COMMENT
LOW	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	361	# This job is a shard matrix, so this is one output value for the whole matrix	COMMENT
LOW	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	381	# deployment: false keeps each shard from recording a deployment on the PR.	COMMENT
LOW	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	521	- name: Install e2e test dependencies	COMMENT
LOW	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	581	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
LOW	.github/workflows/os-cache-seed-e2e-macos-15-x86_64.yml	1	name: "Cache: Seed macOS 15 x86_64 build caches"	COMMENT
1390 more matches not shown…

AI Slop Vocabulary84 hits · 222 pts

Severity	File	Line	Snippet	Context
LOW	docker/jenkins/publish-build.sh	134	# if channel is undefined, we'll just use version/BUILDTYPE. If it is provided,	COMMENT
MEDIUM	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	694	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	848	# install-required-packages pre-installs the harness's REQUIRED_PACKAGES	COMMENT
MEDIUM	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	910	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	698	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	852	# install-required-packages pre-installs the harness's REQUIRED_PACKAGES	COMMENT
MEDIUM	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	964	# Human OS name for the "Run under test" line the harness reports. Also	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	386	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	396	# e2e-deps action installs and caches. Without this the harness default	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	533	# Pre-install the harness's REQUIRED_PACKAGES set into the cached	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-26-arm64.yml	581	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-14-arm64.yml	419	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-14-arm64.yml	429	# e2e-deps action installs and caches. Without this the harness default	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-14-arm64.yml	570	# Pre-install the harness's REQUIRED_PACKAGES set into the cached	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-14-arm64.yml	618	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	…/workflows/os-test-e2e-rstudio-server-os-ubuntu-24.yml	464	# os-e2e-deps installs the harness's required packages here (and exports	COMMENT
MEDIUM	…/workflows/os-test-e2e-rstudio-server-os-ubuntu-24.yml	725	# rserver-dev the Playwright harness spawns itself.	COMMENT
MEDIUM	…/workflows/os-test-e2e-rstudio-server-os-ubuntu-24.yml	743	# tokens) the same way the harness does (fixtures/r-libs-setup.ts),	COMMENT
MEDIUM	…/workflows/os-test-e2e-rstudio-server-os-ubuntu-24.yml	810	# When a sign-in never reaches the IDE console, the harness runs	COMMENT
MEDIUM	…/workflows/os-test-e2e-rstudio-server-os-ubuntu-24.yml	821	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-27-arm64.yml	407	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-27-arm64.yml	417	# e2e-deps action installs and caches. Without this the harness default	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-27-arm64.yml	558	# Pre-install the harness's REQUIRED_PACKAGES set into the cached	COMMENT
MEDIUM	…lows/os-test-e2e-rstudio-desktop-os-macos-27-arm64.yml	606	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	.github/workflows/os-test-e2e-rstudio-desktop-linux.yml	877	# install-required-packages pre-installs the harness's full	COMMENT
MEDIUM	.github/workflows/os-test-e2e-rstudio-desktop-linux.yml	882	# engine sets it: the harness-default library	COMMENT
MEDIUM	.github/workflows/os-test-e2e-rstudio-desktop-linux.yml	958	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	.github/workflows/os-test-e2e-rstudio-desktop-linux.yml	999	# keeps the harness default.	COMMENT
MEDIUM	…ows/os-test-e2e-rstudio-desktop-os-macos-15-x86_64.yml	396	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…ows/os-test-e2e-rstudio-desktop-os-macos-15-x86_64.yml	406	# e2e-deps action installs and caches. Without this the harness default	COMMENT
MEDIUM	…ows/os-test-e2e-rstudio-desktop-os-macos-15-x86_64.yml	544	# Pre-install the harness's REQUIRED_PACKAGES set into the cached	COMMENT
MEDIUM	…ows/os-test-e2e-rstudio-desktop-os-macos-15-x86_64.yml	592	# Human OS name for the "Run under test" block the harness writes to the	COMMENT
MEDIUM	…ktop-os-autocomplete-scheduled-windows-server-2025.yml	87	# os-e2e-deps installs the harness's required packages here and exports	COMMENT
MEDIUM	…ktop-os-autocomplete-scheduled-windows-server-2025.yml	92	# workflow). Without this the harness default is	COMMENT
MEDIUM	…ktop-os-autocomplete-scheduled-windows-server-2025.yml	194	# pre-installs the harness's REQUIRED_PACKAGES set into the cached	COMMENT
MEDIUM	.github/e2e-linux/debian-13/post-r-setup.sh	5	# os-e2e-deps and the in-test Playwright harness (fixtures/r-libs-setup.ts)	COMMENT
MEDIUM	.github/e2e-linux/rocky-10/e2e-setup.sh	34	# The Playwright harness's R provisioner (fixtures/r-libs-setup.ts) only	COMMENT
MEDIUM	.github/e2e-linux/rocky-9/e2e-setup.sh	36	# rhel9 repo, which DOES serve x86_64 binaries, so the harness's R packages	COMMENT
MEDIUM	.github/actions/os-e2e-deps/action.yml	99	# Point the harness's R-libs provisioner (fixtures/r-libs-setup.ts,	COMMENT
MEDIUM	.github/actions/os-e2e-deps/action.yml	318	# the harness's full required set, not just the ones testing Connections),	COMMENT
MEDIUM⚡	.github/actions/os-e2e-deps/action.yml	489	# When requested, also install the harness's REQUIRED_PACKAGES set now	COMMENT
MEDIUM⚡	.github/actions/os-e2e-deps/action.yml	495	# scoped to R_LIBS_USER (the cached tree), mirroring the harness's own	COMMENT
MEDIUM⚡	.github/actions/os-e2e-deps/action.yml	499	# Unlike the harness (which warns and lets tests self-heal), a failure	COMMENT
MEDIUM	e2e/rstudio/tests/panes/layout/panes.test.ts	190	// width drops -- rather than a fixed count -- keeps the precondition robust if	COMMENT
MEDIUM	e2e/rstudio/tests/panes/editor/rmarkdown_chunks.test.ts	442	// the sentinel keeps this robust whether or not an empty output frame	COMMENT
MEDIUM	e2e/rstudio/tests/panes/git/vcs_flood.test.ts	9	// since wall-clock bounds are not robust on shared CI runners.	COMMENT
MEDIUM	e2e/rstudio/scripts/ci/rsession-diagnostics.sh	5	# Used by the e2e harness in three places:	COMMENT
MEDIUM	e2e/rstudio/scripts/ci/rsession-diagnostics.sh	11	# waiting for the IDE console, the harness runs this before retrying, so a	COMMENT
MEDIUM	src/gwt/acesupport/acemode/cpp_code_model.js	983	// effectively leverage the indentation rules within macro settings.	COMMENT
LOW	src/gwt/www/js/workers/worker-css.js	1	"no use strict";!function(e){function t(e,t){var n=e,r="";while(n){var i=t[n];if(typeof i=="string")return i+r;if(i)retu	CODE
MEDIUM	…bench/views/source/editors/text/TextEditingTarget.java	3655	// editing session would require some nuanced orchestration so for now	COMMENT
MEDIUM	…ient/application/ui/impl/DesktopApplicationHeader.java	520	// update, which happens to be an ignored version. Essentially, it's not	COMMENT
MEDIUM	…wt/src/org/rstudio/core/client/command/AppCommand.java	118	// Note that we can't use the more robust isCurrentWindowSatellite()	COMMENT
MEDIUM	src/cpp/core/include/core/http/AsyncServerImpl.hpp	979	// should always succeed but include error check to be paranoid/robust	COMMENT
MEDIUM	src/cpp/core/system/PosixSystem.cpp	1217	// via a search of the PATH. To make this fallback fully robust we would	COMMENT
MEDIUM	src/cpp/tests/testthat/test-packages.R	123	# manually (the headless test harness has no scheduled-command pump). Note	COMMENT
MEDIUM	src/cpp/tests/testthat/test-debugger.R	150	# Frames run innermost first, and the test harness has lapply() frames of	COMMENT
LOW	src/cpp/r/R/GlobalCallingHandlers.R	203	# R seems to just use the first line of the deparsed call?	COMMENT
LOW	src/cpp/r/R/Api.R	69	# ... and it's an .Rproj file, then just return that (don't	COMMENT
LOW	src/cpp/r/R/Api.R	101	# if we already have a .Rproj file, just return that	COMMENT
24 more matches not shown…

Hyper-Verbose Identifiers168 hits · 168 pts

Severity	File	Line	Snippet	Context
LOW	tasks/rserver-dev.ts	184	function requireCodeServerPortPlumbing(checkout: string, port: number): void {	CODE
LOW	tasks/common.ts	151	export function rebuildFromDirectoryListings(tag: string, dir: string): string {	CODE
LOW	e2e/rstudio/tests/shiny/shiny-app-window-close.test.ts	84	async function interceptCloseNotification(page: Page, options: { drop: boolean }) {	CODE
LOW	e2e/rstudio/tests/panes/layout/panes.test.ts	813	async function clickConsoleRestoreButton(page: Page): Promise<void> {	CODE
LOW	…ts/panes/layout/console_minimized_after_render.test.ts	44	async function minimizeConsoleWithRenderTab(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/tests/panes/layout/splitter_aria.test.ts	32	async function expectValueNowMatchesPosition(splitter: Locator): Promise<void> {	CODE
LOW	…rstudio/tests/panes/layout/focus_adjacent_pane.test.ts	76	async function previousPaneUntilConsolePane(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/tests/panes/data-viewer/data_viewer.test.ts	185	async function layoutAfterEveryGridMutation(dataViewer: DataViewerPane): Promise<void> {	CODE
LOW	…e/rstudio/tests/panes/debugger/debugger_extras.test.ts	78	async function waitForOutputThroughNestedDebug(	CODE
LOW	…panes/posit-assistant-chat/assistant-shortcuts.test.ts	79	async function expectConsoleShortcutRuns(chatPane: ChatPane, page: Page): Promise<void> {	CODE
LOW	…es/posit-assistant-chat/deprecate-pai-blocking.test.ts	106	async function triggerRecheckAndExpectState(	CODE
LOW	e2e/rstudio/tests/panes/editor/smooth_scrolling.test.ts	56	async function animatedNavigationCommands(page: Page): Promise<string[]> {	CODE
LOW	e2e/rstudio/tests/panes/editor/smooth_scrolling.test.ts	64	async function activeEditorAnimatesScroll(page: Page): Promise<boolean \| null> {	CODE
LOW	…tests/panes/editor/comment_continuation_scroll.test.ts	53	async function parkCursorOnLastVisibleRow(page: Page, lineText: string): Promise<Viewport> {	CODE
LOW	…tests/panes/editor/source_window_close_unsaved.test.ts	97	async function expectUnsavedTabInMainWindow(page: Page, fileName: string): Promise<Locator> {	CODE
LOW	…tests/panes/editor/save_extended_type_redetect.test.ts	78	async function waitForPendingClientEvents(consoleActions: ConsolePaneActions): Promise<void> {	CODE
LOW	e2e/rstudio/tests/panes/editor/rmarkdown_chunks.test.ts	35	async function runChunkByLabelAndWaitForConsoleSignal(	CODE
LOW	e2e/rstudio/tests/panes/editor/rmarkdown_chunks.test.ts	60	async function runChunkByLabelAndWaitForIdle(	CODE
LOW	…rstudio/tests/panes/editor/source_window_close.test.ts	48	async function closeAndExpectDocumentReleased(page: Page, satellite: Page): Promise<void> {	CODE
LOW	e2e/rstudio/tests/panes/editor/air_formatting.test.ts	394	function expectAirDefaultFormatted(content: string): void {	CODE
LOW	e2e/rstudio/tests/panes/editor/citations.test.ts	102	function skipUnlessServicesReachable(): void {	CODE
LOW	e2e/rstudio/utils/source-windows.ts	56	export async function expectNoSourceWindowAfterReload(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/utils/project.ts	62	export async function restartSessionWithSentinel(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/utils/windows-shortcuts.ts	38	export function uniqueWindowsShortcutFixture(prefix: string): WindowsShortcutFixture {	CODE
LOW	e2e/rstudio/utils/windows-shortcuts.ts	57	export async function createWindowsShortcutFixture(	CODE
LOW	e2e/rstudio/utils/windows-shortcuts.ts	84	export async function removeWindowsShortcutFixture(	CODE
LOW	e2e/rstudio/utils/commands.ts	801	export async function setChatUpdateCheckOverride(	CODE
LOW	e2e/rstudio/utils/ai-credentials.ts	73	async function sandboxStoreHasCredentials(provider: AIProvider): Promise<boolean> {	CODE
LOW	e2e/rstudio/utils/session-liveness.ts	194	export async function attachDeafSessionDiagnostics(	CODE
LOW	e2e/rstudio/utils/session-liveness.ts	235	export async function recordDeafSessionAtShutdown(	CODE
LOW	e2e/rstudio/utils/satellite.ts	31	export async function waitForDesktopCloseReport(page: Page, timeout = 15000): Promise<void> {	CODE
LOW	e2e/rstudio/utils/satellite.ts	39	export async function restoreDesktopCloseReport(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/utils/connections.ts	114	function winInstalledDriverLibrary(target: DbTarget): string \| null {	CODE
LOW	e2e/rstudio/utils/connections.ts	194	export function unregisterWindowsOdbcDrivers(sandbox: string): void {	CODE
LOW	e2e/rstudio/utils/connections.ts	280	function makeOdbcSandboxWorldReadable(sandbox: string, odbcDir: string): void {	CODE
LOW	e2e/rstudio/utils/connections.ts	292	function chmodWorldReadableRecursive(dir: string): void {	CODE
LOW	e2e/rstudio/utils/connections.ts	359	async function resolveDriverLibraryRemote(page: Page, target: DbTarget): Promise<string \| null> {	CODE
LOW	e2e/rstudio/utils/connections.ts	456	export async function provisionRemoteOdbcSandbox(	CODE
LOW	e2e/rstudio/utils/connections.ts	553	function appendWindowsManifestEntry(odbcDir: string, name: string): void {	CODE
LOW	e2e/rstudio/utils/connections.ts	593	function prepareOdbcSandboxWindows(sandbox: string): OdbcSandbox {	CODE
LOW	e2e/rstudio/utils/connections.ts	683	export async function drainKnownExplorerException(page: Page): Promise<string[]> {	CODE
LOW	e2e/rstudio/utils/files.ts	206	export async function closeAndDeleteSandboxFiles(	CODE
LOW	e2e/rstudio/utils/auth.ts	192	export async function isCopilotStoreAuthenticated(homeDir: string): Promise<boolean> {	CODE
LOW	e2e/rstudio/utils/remote-provision.ts	283	export async function remotePositAiStoreAuthenticated(page: Page): Promise<boolean \| null> {	CODE
LOW	e2e/rstudio/utils/remote-provision.ts	340	export async function remoteCopilotStoreAuthenticated(page: Page): Promise<boolean \| null> {	CODE
LOW	e2e/rstudio/scripts/dev-common.ts	358	function warnIfPrecompiledGwtStale(tag: string): void {	CODE
LOW	e2e/rstudio/actions/autocomplete.actions.ts	83	export async function setAlwaysShowCompletionPopup(page: Page, force: boolean): Promise<void> {	CODE
LOW	e2e/rstudio/pages/console_pane.page.ts	262	export async function waitForConsoleCommandComplete(	CODE
LOW	e2e/rstudio/pages/console_pane.page.ts	569	export async function closeAllBuffersWithoutSaving(page: Page): Promise<void> {	CODE
LOW	e2e/rstudio/pages/modals.page.ts	105	export async function dismissSaveWorkspacePrompt(page: Page, timeout: number = 15000): Promise<boolean> {	CODE
LOW	src/gwt/tools/precompress.js	37	function rebuildFromDirectoryListings(input) {	CODE
LOW	…tools/i18n-helpers/commands.cmd.xml/element_parsers.py	32	def populated_translatable_fields(self):	CODE
LOW	…tools/i18n-helpers/commands.cmd.xml/element_parsers.py	37	def _ensure_translatable_fields_exist(self):	CODE
LOW	…ls/i18n-helpers/commands.cmd.xml/i18n_gwt_interface.py	104	def add_header_auto_generated(self, filename):	STRING
LOW	…ls/i18n-helpers/commands.cmd.xml/i18n_gwt_interface.py	146	def add_header_auto_generated(self):	STRING
LOW	…/i18n-helpers/commands.cmd.xml/commands_xml_to_i18n.py	24	def parser_name_to_interface_name(parser_name):	CODE
LOW⚡	src/gwt/tools/locdiff/extract_regular_strings.py	17	def is_gwt_localization_interface(java_path):	CODE
LOW	src/gwt/test/acesupport/qunit/qunit-1.18.0.js	3374	function toolbarUrlConfigContainer() {	CODE
LOW	src/gwt/acesupport/acemode/expand_selection.js	163	function ensureOnChangeHandlerAttached(editor)	CODE
LOW	src/gwt/acesupport/acemode/expand_selection.js	175	function ensureOnChangeHandlerDetached(editor)	CODE
108 more matches not shown…

Decorative Section Separators29 hits · 98 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/jenkins/rstudio-version.sh	16	# ===========	COMMENT
MEDIUM	docker/jenkins/rstudio-version.sh	32	# ======================	COMMENT
MEDIUM	docker/jenkins/rstudio-version.sh	39	# ==============	COMMENT
MEDIUM	docker/jenkins/rstudio-version.sh	55	# ================	COMMENT
MEDIUM	docker/jenkins/sign-release.sh	79	# ------------------------------------------------------------------------	COMMENT
MEDIUM	docker/jenkins/sign-release.sh	81	# ------------------------------------------------------------------------	COMMENT
MEDIUM	docker/jenkins/sign-release.sh	103	# ------------------------------------------------------------------------	COMMENT
MEDIUM	docker/jenkins/sign-release.sh	105	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	version/new-version.sh	13	# ---------------------	COMMENT
MEDIUM⚡	version/new-version.sh	22	# -----------------------------------------	COMMENT
MEDIUM⚡	version/new-version.sh	30	# ------------------	COMMENT
MEDIUM	e2e/rstudio/tests/panes/editor/code-folding.test.ts	215	##########========================	COMMENT
MEDIUM	e2e/rstudio/tests/panes/editor/code-folding.test.ts	217	##########========================	COMMENT
MEDIUM	src/cpp/core/tex/synctex/README.txt	34	# ----------------	COMMENT
MEDIUM	src/cpp/core/tex/synctex/README.txt	39	# ----------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	104	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	191	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…p/tests/testthat/test-completions-inherit-dot-params.R	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…p/tests/testthat/test-completions-inherit-dot-params.R	280	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…p/tests/testthat/test-completions-inherit-dot-params.R	287	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…p/tests/testthat/test-completions-inherit-dot-params.R	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	501	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	503	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	541	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…p/tests/testthat/test-completions-inherit-dot-params.R	543	# ---------------------------------------------------------------------------	COMMENT

Self-Referential Comments27 hits · 76 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	version/new-version.sh	21	# Creating a Release Branch for future work	COMMENT
MEDIUM	version/new-version.sh	99	# Create a NEWS.md file	COMMENT
MEDIUM	version/new-version.sh	115	# Create the base commit file using the base commit sha	COMMENT
MEDIUM	scripts/generate-prefs.R	219	# Define a C++ string constant for this preference name	COMMENT
MEDIUM	scripts/generate-prefs.R	238	# Create a Java (and C++) comment header for the preference	COMMENT
MEDIUM	scripts/generate-prefs.R	244	# Create a Java/GWT Properties file header for the preference	COMMENT
MEDIUM	…os-test-e2e-rstudio-desktop-os-windows-server-2025.yml	453	# Create a directory junction at that path pointing to the installed R so	COMMENT
MEDIUM	…ws/os-test-e2e-rstudio-desktop-os-windows-11-arm64.yml	457	# Create a directory junction at that path pointing to the installed R so	COMMENT
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	44	const lines: string[] = ['# Create a 3D point.'];	CODE
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	217	const contents = '# Create a 3D point.\npoint <- function(x, y, z) {}\n';	CODE
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	235	}).toBe('# Create a 4D point.');	CODE
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	486	expect(await editor.getLine(0)).toBe('# Create a 3D point.');	CODE
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	490	await expect.poll(() => editor.getLine(0)).toBe('# Create a 4D point.');	CODE
MEDIUM	e2e/rstudio/tests/panes/editor/edit_suggestions.test.ts	543	expect(await editor.getLine(0)).toBe('# Create a 3D point.');	CODE
MEDIUM	src/cpp/tests/python/test-code-submit.py	49	# Define an inner function.	COMMENT
MEDIUM	src/cpp/tests/testthat/test-vcs.R	32	# Create a stand-in git, which succeeds at anything asked of it (including	COMMENT
MEDIUM	src/cpp/tests/testthat/test-air.R	40	# Create a fake air installation for the given version, in the given root.	COMMENT
MEDIUM	src/cpp/server/db/make-schema.sh	83	# Create the migration file(s)	COMMENT
MEDIUM	src/cpp/session/modules/SessionBreakpoints.R	491	# Create a function containing the parsed contents of the file	COMMENT
MEDIUM	src/cpp/session/modules/SessionBreakpoints.R	537	# Create a blank environment and load the function into it	COMMENT
MEDIUM	src/cpp/session/modules/SessionBreakpoints.R	563	# Create an empty function to host the expressions in the file. Drop the	COMMENT
MEDIUM	src/cpp/session/modules/SessionPackages.R	623	## Create a DESCRIPTION file	COMMENT
MEDIUM	src/cpp/session/modules/SessionPackages.R	689	# Create a NAMESPACE file	COMMENT
MEDIUM	src/cpp/session/modules/SessionNotebookRender.R	19	# This file is sourced after SessionRmdNotebook.R (which provides the	COMMENT
MEDIUM	src/cpp/session/modules/SessionObjectExplorer.R	815	# Create a child context for the i-th element of an object, using	COMMENT
MEDIUM	src/cpp/session/modules/SessionUserPrefValues.R	1795	# Create a Git repo in new projects	COMMENT
MEDIUM	src/cpp/session/modules/SessionUserPrefValues.R	1804	# Create an renv environment in new projects	COMMENT

Cross-Language Confusion (JS/TS)10 hits · 52 pts

Severity	File	Line	Snippet	Context
HIGH	…e/rstudio/tests/panes/debugger/debugger_extras.test.ts	276	print("This is my S7 method.")	CODE
HIGH	…e/rstudio/tests/panes/debugger/debugger_extras.test.ts	313	print("This is my S7 generic method.")	CODE
HIGH	e2e/rstudio/tests/panes/editor/sweave.test.ts	57	print(1 + 1)	CODE
HIGH	…rstudio/tests/panes/editor/rename_in_scope_rmd.test.ts	15	print(variable + variable)	CODE
HIGH	…rstudio/tests/panes/editor/rename_in_scope_rmd.test.ts	20	print(variable + variable)	CODE
HIGH	…tudio/tests/panes/editor/confusable_characters.test.ts	97	print(y ${EN_DASH} 1)	CODE
HIGH	…s/panes/editor/run_chunks_above_console_python.test.ts	248	print("probe:" + stale_probe)	CODE
HIGH	…s/panes/editor/run_chunks_above_console_python.test.ts	304	print("probe:" + stale_probe + ":" + r.typed_probe)	CODE
HIGH	…io/tests/panes/editor/select_current_statement.test.ts	29	print(p)	CODE
HIGH	src/node/desktop/src/core/file-path.ts	709	* @return True if this file path is a Windows junction; false otherwise.	COMMENT

Structural Annotation Overuse24 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	27	### Step 1: Resolve the target	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	33	### Step 2: Read reference materials	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	47	### Step 3: Determine the target location	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	62	### Step 4: Write the TypeScript test	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	81	### Step 5: Add missing page objects or actions	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	88	### Step 6: Run the test	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	105	### Step 7: Reevaluate	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	117	### Step 8: Update progress tracking	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	140	### Step 9: Commit and submit	COMMENT
LOW	…/rstudio-migrate-tests-selenium-to-playwright/SKILL.md	160	### Step 10: Roborev review and assessment	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	247	// Step 1: Click "New Directory" (each expect-visible is the wait gate for	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	253	// Step 2: Click "New Project" in the project type list	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	259	// Step 3: Enter directory name -- use click + pressSequentially so GWT	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	268	// Step 4: Click "Create Project"	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	106	// Step 0: Create a real project inside the sandbox so the	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	121	// Step 1: Make sure no backend is running FIRST.	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	142	// Step 2: Create a project-level skill (.posit/assistant/skills/ in workspace)	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	154	// Step 3: Create a user-level skill (~/.posit/assistant/skills/ in home dir)	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	166	// Step 4: Verify the skill files exist and hold their markers (the	COMMENT
LOW⚡	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	201	// Step 5: Start a fresh backend by setting chat_provider back to "posit".	COMMENT
LOW⚡	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	210	// Step 6: Open the chat pane and wait for the UI to be ready	COMMENT
LOW	…rg/rstudio/studio/client/rmarkdown/model/YamlTree.java	28	// NOTE: This class does not fully parse YAML fields; it just provides some facilities	COMMENT
LOW	src/cpp/session/modules/SessionRCompletions.R	2490	# NOTE: This function attempts to find an active frame (if	COMMENT
LOW	src/cpp/session/modules/SessionCodeTools.R	1578	# NOTE: This function is used in asynchronous R processes and so	COMMENT

Modern AI Meta-Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nes/posit-assistant-chat/chat-guardrails-paths.test.ts	34	// Build the R one-liner that runs `rCode` under the chat guardrails. The	COMMENT
MEDIUM	…nes/posit-assistant-chat/chat-guardrails-paths.test.ts	323	// The four tests below came from test-automation-guardrails.R's "Binding	COMMENT
MEDIUM	…sts/panes/posit-assistant-chat/chat-guardrails.test.ts	246	// (no assistant in the loop) by chat-guardrails-paths.test.ts.	COMMENT
MEDIUM	…sts/panes/posit-assistant-chat/chat-guardrails.test.ts	327	// The R-level guardrails in SessionChat.R do deny it, but the assistant	COMMENT
MEDIUM	…sts/panes/posit-assistant-chat/chat-guardrails.test.ts	328	// prefers its own read tool over R code, bypassing the R guardrails.	COMMENT
MEDIUM	…sts/panes/posit-assistant-chat/chat-guardrails.test.ts	405	// If guardrails leaked into user code, this would be blocked.	COMMENT
MEDIUM	src/cpp/tests/testthat/test-chat-guardrails.R	2	# test-chat-guardrails.R	COMMENT
MEDIUM	src/cpp/session/modules/SessionChat.R	16	# NOTE: The guardrails implemented here are intended to prevent accidental	COMMENT
MEDIUM	src/cpp/session/modules/SessionChat.R	593	# The package scan is needed only when agent execution first uses guardrails.	COMMENT
MEDIUM	src/cpp/session/modules/SessionChat.R	601	# cannot be influenced by the code the guardrails police	COMMENT

Redundant / Tautological Comments18 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	.claude/hooks/block-edit-autogenerated-files.sh	69	# Check if the file being edited matches any autogenerated file pattern	COMMENT
LOW⚡	src/gwt/tools/locdiff/extract_regular_strings.py	23	# Check if it's an interface that extends Messages or Constants	COMMENT
LOW	src/cpp/r/R/Tools.R	1912	# Check if we've already visited this package.	COMMENT
LOW	src/cpp/session/modules/SessionAssistant.R	144	# Check if a variable should have its children examined.	COMMENT
LOW	src/cpp/session/modules/SessionThemes.R	867	# Check if a theme with the same name already exists in the current location.	COMMENT
LOW	src/cpp/session/modules/SessionBreakpoints.R	353	# Check if the S7 package is loaded	COMMENT
LOW	src/cpp/session/modules/SessionBreakpoints.R	362	# Check if this appears to be an invocation of `S7::method`.	COMMENT
LOW	src/cpp/session/modules/SessionBreakpoints.R	442	# Check if this matches the file contents. Note that we intentionally	COMMENT
LOW	src/cpp/session/modules/SessionBreakpoints.R	451	# Check if they match.	COMMENT
LOW	src/cpp/session/modules/SessionChat.R	1121	# Check if the display list is non-empty	COMMENT
LOW	src/cpp/session/modules/SessionChat.R	1132	# Check if the plot changed since before execution	COMMENT
LOW	src/cpp/session/modules/SessionPackages.R	191	# Check if the package at the given library path (possibly a symlink)	COMMENT
LOW	src/cpp/session/modules/SessionPackages.R	2553	# Check if package installation was disabled in this version of RStudio.	COMMENT
LOW	src/cpp/session/modules/SessionPackages.R	2595	# Check if we're installing a package from the filesystem,	COMMENT
LOW	src/cpp/session/modules/SessionCodeTools.R	1797	# Check if this is a call to an NSE primitive.	COMMENT
LOW	src/cpp/session/modules/SessionCodeTools.R	1806	# Check if this is a call to an NSE primitive, qualified through	COMMENT
LOW	src/cpp/session/modules/SessionEnvironment.R	967	# Check if an object is an S4 instance whose defining package namespace	COMMENT
LOW	src/cpp/session/modules/SessionEnvironment.R	1164	# Check if the topmost function on the call stack has the hideFromDebugger	COMMENT

Verbosity Indicators14 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	247	// Step 1: Click "New Directory" (each expect-visible is the wait gate for	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	253	// Step 2: Click "New Project" in the project type list	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	259	// Step 3: Enter directory name -- use click + pressSequentially so GWT	COMMENT
LOW⚡	e2e/rstudio/tests/projects/project_trust_dialog.test.ts	268	// Step 4: Click "Create Project"	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	106	// Step 0: Create a real project inside the sandbox so the	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	121	// Step 1: Make sure no backend is running FIRST.	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	142	// Step 2: Create a project-level skill (.posit/assistant/skills/ in workspace)	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	154	// Step 3: Create a user-level skill (~/.posit/assistant/skills/ in home dir)	COMMENT
LOW	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	166	// Step 4: Verify the skill files exist and hold their markers (the	COMMENT
LOW⚡	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	201	// Step 5: Start a fresh backend by setting chat_provider back to "posit".	COMMENT
LOW⚡	…ts/panes/posit-assistant-chat/chat-user-skills.test.ts	210	// Step 6: Open the chat pane and wait for the UI to be ready	COMMENT
LOW	…/studio/client/workbench/UserInterfaceHighlighter.java	103	// pairs per query, we need to check if the callback has already executed before proceeding.	COMMENT
LOW	…rstudio/studio/client/workbench/views/files/Files.java	745	* the purpose of this function is specifically to pre-screen selected files for the following:	COMMENT
LOW	src/cpp/core/tex/synctex/synctex_parser.c	1418	/* The purpose of this function is to read a string.	COMMENT

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	…tudio/studio/client/rsconnect/ui/PublishFilesPage.java	43	// publish the HTML file or the original R Markdown doc, as requested	COMMENT
HIGH	src/cpp/server_core/http/SecureCookie.cpp	304	// expire from browser as requested	COMMENT
HIGH	src/cpp/session/modules/SessionChat.R	17	# misuse and unintentionally destructive AI-generated code. They should	COMMENT

Excessive Try-Catch Wrapping6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/gwt/tools/locdiff/extract_regular_strings.py	28	except Exception as e:	CODE
MEDIUM⚡	src/gwt/tools/locdiff/extract_regular_strings.py	29	print(f"Error checking {java_path}: {e}")	CODE
LOW	src/gwt/tools/locdiff/extract_regular_strings.py	53	except Exception as e:	CODE
MEDIUM	src/gwt/tools/locdiff/extract_regular_strings.py	54	print(f"Error parsing {java_path}: {e}")	CODE
LOW	src/gwt/tools/locdiff/extract_regular_strings.py	89	except Exception as e:	CODE
MEDIUM	src/gwt/tools/locdiff/extract_regular_strings.py	90	print(f"Error parsing {prop_path}: {e}")	CODE

Fake / Example Data9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…urce/editors/explorer/view/ObjectExplorerDataGrid.java	128	"placeholder": true	CODE
LOW	…urce/editors/explorer/view/ObjectExplorerDataGrid.java	134	return !!this["placeholder"];	CODE
LOW	…/org/rstudio/core/client/widget/TextBoxWithButton.java	181	textBox_.getElement().setPropertyString("placeholder", text);	CODE
LOW	…/org/rstudio/core/client/widget/TextBoxWithButton.java	280	textBox_.getElement().setAttribute("placeholder", emptyLabel_);	CODE
LOW	src/gwt/src/org/rstudio/core/client/dom/DomUtils.java	1231	ele.setAttribute("placeholder", placeholder);	CODE
LOW	src/cpp/core/include/core/libclang/clang-c/Index.h	4360	* the template, or whether it is a "placeholder" that the user should replace	COMMENT
LOW	src/cpp/core/include/core/libclang/clang-c/Index.h	4453	* A "placeholder" chunk marks a place where the user should insert text	COMMENT
LOW	src/cpp/shared_core/include/shared_core/system/User.hpp	223	* @brief Returns the user's real name ("John Doe", not "jdoe")	COMMENT
LOW	src/node/desktop/src/main/event-bus-types.ts	22	'placeholder': [arg1: number, arg2: string]; // replace this with new events(s)	CODE

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker/jenkins/notarize-release.sh	17	# Usage:	COMMENT
LOW	dependencies/tools/upload-r.sh	10	# Usage:	COMMENT
LOW	scripts/r-api-report.R	15	# Usage:	COMMENT
LOW	scripts/bootstrap-worktree.sh	53	# Usage:	COMMENT
LOW	src/cpp/core/include/core/Result.hpp	32	// Example usage:	COMMENT
LOW	src/node/desktop/src/core/expected.ts	27	// Example usage:	COMMENT

Slop Phrases5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docker/jenkins/sign-release.sh	39	# make sure to clean up the temporary keyring when finished	COMMENT
LOW	src/gwt/www/js/workers/worker-css.js	1	"no use strict";!function(e){function t(e,t){var n=e,r="";while(n){var i=t[n];if(typeof i=="string")return i+r;if(i)retu	CODE
LOW	src/gwt/lib/scripts/update.sh	30	# jspecify does not. GWT needs access to the .java sources for compilation, so we make sure to download both parts.	COMMENT
LOW	src/cpp/core/tex/synctex/synctex_parser_utils.c	262	dest = NULL;/* Don't forget to reinitialize. */	CODE
LOW	src/cpp/session/modules/NotebookHtmlWidgets.R	252	# NOTE: if you touch this make sure you update the parsing code in NotebookOutput.cpp	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	…tools/i18n-helpers/commands.cmd.xml/element_parsers.py	1	CODE
LOW	…tools/i18n-helpers/commands.cmd.xml/element_parsers.py	1	CODE
LOW	src/gwt/tools/locdiff/extract_regular_strings.py	7	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/gwt/tools/locdiff/extract_regular_strings.py	58		CODE

rstudio/rstudio

Open-Source Code Quality, Security and Technical Debt Review