3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.3K

Stars

TypeScript

Language

124.1K

Lines of Code

680

Files

389

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 14.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 370 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 389 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 1MEDIUM 3LOW 384

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 389 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block346 hits · 346 pts

Severity	File	Line	Snippet	Context
LOW	codecov.yml	1	# Copyright 2024 The Outline Authors	COMMENT
LOW	tools.go	1	// Copyright 2019 The Outline Authors	COMMENT
LOW	Taskfile.yml	1	# Copyright 2024 The Outline Authors	COMMENT
LOW	server_manager/electron_renderer.webpack.js	1	/* eslint-disable @typescript-eslint/no-var-requires */	COMMENT
LOW	server_manager/electron_and_karma_chromium.spec.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/base.webpack.js	1	/* eslint-disable @typescript-eslint/no-var-requires */	COMMENT
LOW	server_manager/css-in-js-rtl-loader.js	1	/* eslint-disable @typescript-eslint/no-var-requires */	COMMENT
LOW	server_manager/browser.webpack.js	1	/* eslint-disable @typescript-eslint/no-var-requires */	COMMENT
LOW	server_manager/test.action.sh	1	#!/bin/bash -eu	COMMENT
LOW	server_manager/types/electron-to-chromium.d.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/types/preload.d.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/types/jsonic.d.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/build_install_script.action.sh	1	#!/bin/bash	COMMENT
LOW	server_manager/www/fetcher.ts	1	// Copyright 2022 The Outline Authors	COMMENT
LOW	server_manager/www/management_urls.spec.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/app.spec.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/main.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/manual_server.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/outline-gcp-create-server-app.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/server_install.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/cloud_accounts.spec.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/app.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/app.ts	641	throw CANCELLED_ERROR;	COMMENT
LOW	server_manager/www/browser_main.ts	1	// Copyright 2020 The Outline Authors	COMMENT
LOW	server_manager/www/gcp_server.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/shadowbox_server.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/gcp_account.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/digitalocean_server.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/fetcher.spec.ts	1	// Copyright 2022 The Outline Authors	COMMENT
LOW	server_manager/www/start.action.sh	1	#!/bin/bash	COMMENT
LOW	server_manager/www/karma.conf.js	1	/* eslint-disable @typescript-eslint/no-var-requires */	COMMENT
LOW	server_manager/www/management_urls.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/www/server_install.spec.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/location_formatting.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/location_formatting.spec.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/survey.spec.ts	1	// Copyright 2020 The Outline Authors	COMMENT
LOW	server_manager/www/cloud_accounts.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/digitalocean_account.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/build.action.sh	1	#!/bin/bash	COMMENT
LOW	server_manager/www/survey.ts	1	// Copyright 2020 The Outline Authors	COMMENT
LOW	server_manager/www/test.action.sh	1	#!/bin/bash -eu	COMMENT
LOW	…er_manager/www/ui_components/outline-gcp-oauth-step.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/ui_components/outline-sort-span.ts	1	// Copyright 2020 The Outline Authors	COMMENT
LOW	…r_manager/www/ui_components/outline-validated-input.ts	21		COMMENT
LOW	server_manager/www/ui_components/outline-server-list.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/www/ui_components/licenses/licenses.txt	5201	// copyright notice, this list of conditions and the following disclaimer	COMMENT
LOW	server_manager/www/testing/models.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/cloud/digitalocean_api.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/cloud/gcp_api.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/gcp.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/location.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/gcp.spec.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/digitalocean.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/accounts.ts	1	// Copyright 2021 The Outline Authors	COMMENT
LOW	server_manager/model/server.ts	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/model/survey.ts	1	// Copyright 2020 The Outline Authors	COMMENT
LOW	…ger/install_scripts/build_do_install_script_ts.node.js	1	// Copyright 2018 The Outline Authors	COMMENT
LOW	server_manager/install_scripts/gcp_install_server.sh	1	#!/bin/bash	COMMENT
LOW	server_manager/install_scripts/install_server.sh	1	#!/bin/bash	COMMENT
LOW	server_manager/install_scripts/install_server.sh	21	# SB_IMAGE: The Outline Server Docker image to install, e.g. quay.io/outline/shadowbox:nightly	COMMENT
286 more matches not shown…

Hyper-Verbose Identifiers18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	server_manager/types/preload.d.ts	18	declare function redactSentryBreadcrumbUrl(	CODE
LOW	server_manager/www/app.ts	74	function displayDataAmountToDataLimit(	CODE
LOW	server_manager/www/app.ts	115	function hasSeenFeatureMetricsNotification(): boolean {	CODE
LOW	server_manager/www/digitalocean_server.ts	326	function startsWithCaseInsensitive(text: string, prefix: string) {	CODE
LOW	server_manager/www/digitalocean_account.ts	180	function sanitizeDigitalOceanToken(input: string): string {	CODE
LOW	server_manager/electron/index.ts	164	function workaroundDigitalOceanApiCors() {	CODE
LOW	client/web/app/method_channel.ts	21	export function installDefaultMethodChannel(	CODE
LOW	client/web/app/outline_server_repository/index.ts	75	export async function newOutlineServerRepository(	CODE
LOW	client/web/shared/error_reporter.ts	80	export function getSentryBrowserIntegrations(	CODE
LOW	client/web/model/platform_error.ts	55	function convertRawErrorObjectToError(rawObj: object): Error {	CODE
LOW	client/web/model/platform_error.ts	137	function convertPlatformErrorToRawErrorObject(platErr: PlatformError): object {	CODE
LOW	client/capacitor/src/cordova_storage_migration.ts	47	export async function migrateLegacyCordovaStorageIfNeeded(): Promise<void> {	CODE
LOW	client/capacitor/src/browser_method_channel.ts	96	function legacyJsonTunnelToFirstHopJson(jsonStr: string): string {	CODE
LOW	client/electron/go_plugin.ts	88	function getDefaultCallbackManager(): CallbackManager {	CODE
LOW	client/electron/go_helpers.ts	57	export function checkUDPConnectivityWindows(	CODE
LOW	client/electron/go_helpers.ts	69	async function checkUDPConnectivityWithArgs(	CODE
LOW	client/electron/routing_service.ts	295	function installWindowsRoutingServices(): Promise<void> {	CODE
LOW	client/electron/app_paths.ts	84	export function pathToEmbeddedOutlineService() {	CODE

Fake / Example Data17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	server_manager/www/ui_components/licenses/licenses.txt	3595	Lorem ipsum...	CODE
LOW	server_manager/www/ui_components/licenses/licenses.txt	3617	Lorem ipsum...	CODE
LOW	server_manager/www/ui_components/licenses/licenses.txt	3744	Lorem ipsum...	CODE
LOW	…er/www/views/server_view/server_metrics_row/stories.ts	168	'server-view-server-metrics-tunnel-time-tooltip': 'Lorem ipsum',	CODE
LOW	client/web/messages/en.json	114	"server-complete-protection-info-dialog-content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras eu fe	CODE
LOW	client/web/messages/en.json	114	"server-complete-protection-info-dialog-content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras eu fe	CODE
LOW	client/web/views/contact_view/index.spec.ts	80	supportForm.values.email = 'foo@bar.com';	CODE
LOW	client/web/views/contact_view/index.spec.ts	92	'foo@bar.com',	CODE
LOW	client/web/views/contact_view/index.spec.ts	114	'foo@bar.com',	CODE
LOW	…ient/web/views/contact_view/support_form/index.spec.ts	46	email: 'foo@bar.com',	CODE
LOW	…ient/web/views/contact_view/support_form/index.spec.ts	56	expect(emailInput.value).toBe('foo@bar.com');	CODE
LOW	…ient/web/views/contact_view/support_form/index.spec.ts	70	await setValue(emailInput, 'foo@bar.com');	CODE
LOW	…ient/web/views/contact_view/support_form/index.spec.ts	109	await setValue(emailInput, 'foo@bar.com');	CODE
LOW	client/web/views/contact_view/support_form/stories.ts	66	email: 'foo@bar.com',	CODE
LOW	client/web/views/licenses_view/licenses/licenses.txt	4045	Lorem ipsum...	CODE
LOW	client/resources/original_messages.json	540	"message": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras eu fermentum odio, sed laoreet sem. Intege	CODE
LOW	client/resources/original_messages.json	540	"message": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras eu fermentum odio, sed laoreet sem. Intege	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/www/views/server_view/server_metrics_row/bandwidth.ts	386	>(${this.metrics.bandwidth.peak.timestamp.toLocaleString(	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	third_party/tap-windows6/buildtap.py	223	self.system('cmd /c "%s %s %s no_oacr && cd %s && build -cef"' % (	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	server_manager/cloud/gcp_api.ts	827	// TODO: More robust handling of data types	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	server_manager/install_scripts/do_install_server.sh	85	# Create the tag	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	79	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server_manager/install_scripts/install_server.sh	361	# Set watchtower to refresh every 30 seconds if a custom SB_IMAGE is used (for	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	client/go/outline/electron/main.go	142	// TODO: implement UDP connectivity test	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…indows/OutlineService/OutlineService/OutlineService.cs	776	// NOTE: This function does not always find the best gateway: it	COMMENT

OutlineFoundation/outline-apps

Open-Source Code Quality, Security and Technical Debt Review