1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.6K

Stars

Language

93.0K

Lines of Code

586

Files

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.5/100 · LOW

Are imports declared and package/API names verified? 54 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 5.0/100 · LOW

Which changes need focused human review? 91 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 0MEDIUM 2LOW 89

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 91 distinct pattern matches across 5 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.

Fake / Example Data54 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	frontend/apps/remark42/app/embed.test.ts	31	const root = await mount('<iframe title="placeholder"></iframe>');	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	117	describe('placeholder', () => {	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	120	expect(screen.getByTestId('textarea_1')).toHaveAttribute('placeholder', 'Your comment here');	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	125	expect(screen.getByTestId('textarea_1')).toHaveAttribute('placeholder', 'Your reply here');	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	130	expect(screen.getByTestId('textarea_1')).toHaveAttribute('placeholder', 'Your comment here');	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	135	expect(screen.getByTestId('textarea_1')).toHaveAttribute('placeholder', 'Your reply here');	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	142	${'0'} \| ${'Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget dolor. Aenean ma	CODE
LOW⚡	…rk42/app/components/comment-form/comment-form.spec.tsx	142	${'0'} \| ${'Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget dolor. Aenean ma	CODE
LOW	backend/app/cmd/server_test.go	601	_, err := app.restSrv.DataService.SetUserEmail("remark", "with_email", "user@example.com")	CODE
LOW	backend/app/cmd/server_test.go	604	assert.Equal(t, "user@example.com", res.User.Email)	CODE
LOW	backend/app/cmd/server_test.go	1380	cmd.Notify.Email.From = "from@example.org"	CODE
LOW	backend/app/cmd/server_test.go	1535	tkn, err = e.TokenGenFn("email_user1", "user1@example.org", "remark")	CODE
LOW	backend/app/notify/notify_test.go	89	Email: "test@example.org",	CODE
LOW	backend/app/notify/notify_test.go	109	assert.Equal(t, "test@example.org", verifyDest[0].Email)	CODE
LOW⚡	backend/app/notify/email_test.go	107	assert.EqualError(t, e.SendVerification(context.Background(), VerificationRequest{Email: "bad@example.org", Token: "som	CODE
LOW⚡	backend/app/notify/email_test.go	112	assert.EqualError(t, e.Send(context.Background(), Request{Comment: store.Comment{ID: "999"}, parent: store.Comment{User	CODE
LOW⚡	backend/app/notify/email_test.go	120	assert.EqualError(t, e.Send(ctx, Request{Comment: store.Comment{ID: "999"}, parent: store.Comment{User: store.User{ID:	CODE
LOW⚡	backend/app/notify/email_test.go	123	assert.EqualError(t, e.Send(context.Background(), Request{Comment: store.Comment{ID: "999"}, parent: store.Comment{User	CODE
LOW⚡	backend/app/notify/email_test.go	129	Request{Comment: store.Comment{ID: "999"}, parent: store.Comment{User: store.User{ID: "error"}}, Emails: []string{"bad	CODE
LOW	backend/app/notify/email_test.go	149	From: "from@example.org",	CODE
LOW	backend/app/notify/email_test.go	160	Emails: []string{"test@example.org"},	CODE
LOW	backend/app/notify/email_test.go	179	email.AdminEmails = []string{"admin@example.org"}	CODE
LOW	backend/app/notify/email_test.go	182	Emails: []string{"test@example.org"},	CODE
LOW	backend/app/notify/email_test.go	204	From: "from@example.org",	CODE
LOW	backend/app/notify/email_test.go	214	Emails: []string{"test@example.org"},	CODE
LOW	backend/app/notify/email_test.go	245	From: "from@example.org",	CODE
LOW	backend/app/notify/email_test.go	261	req.Email = "test@example.org"	CODE
LOW⚡	backend/app/notify/telegram_test.go	58	Text: "<b>Lorem ipsum <i>dolor sit amet</i>, consectetur adipiscing <code>elit, sed do eiusmod tempor incididunt</code	CODE
LOW⚡	backend/app/notify/telegram_test.go	58	Text: "<b>Lorem ipsum <i>dolor sit amet</i>, consectetur adipiscing <code>elit, sed do eiusmod tempor incididunt</code	CODE
LOW⚡	backend/app/notify/telegram_test.go	63	<b>Lorem ipsum <i>dolor sit amet</i>, consectetur adipiscing <code>elit, sed do eiusmod tempor incididunt</code> ut...</	CODE
LOW⚡	backend/app/notify/telegram_test.go	63	<b>Lorem ipsum <i>dolor sit amet</i>, consectetur adipiscing <code>elit, sed do eiusmod tempor incididunt</code> ut...</	CODE
LOW	backend/app/rest/api/middleware_test.go	186	resp, err = http.Get(ts.URL + "?fake_id=anonymous_user123&fake_name=test")	CODE
LOW	backend/app/rest/api/middleware_test.go	191	resp, err = http.Get(ts.URL + "?fake_id=real_user123&fake_name=test")	CODE
LOW⚡	backend/app/rest/api/admin_test.go	736	email, err := srv.DataService.SetUserEmail("remark42", "user1", "test@example.org")	CODE
LOW⚡	backend/app/rest/api/admin_test.go	738	assert.Equal(t, "test@example.org", email, "new email for user1")	CODE
LOW⚡	backend/app/rest/api/admin_test.go	742	assert.Equal(t, "test@example.org", email, "new email for user1 is readable")	CODE
LOW	backend/app/rest/api/rest_test.go	727	// fake auth middleware make user authenticated and uses query's fake_id for ID and fake_name for Name	COMMENT
LOW	backend/app/rest/api/rest_test.go	733	Name: r.URL.Query().Get("fake_name"),	CODE
LOW⚡	backend/app/store/service/service_test.go	994	req := engine.UserDetailRequest{Locator: store.Locator{SiteID: "radio-t"}, UserID: "user2", Detail: engine.UserEmail, U	CODE
LOW⚡	backend/app/store/service/service_test.go	997	assert.Equal(t, []engine.UserDetailEntry{{UserID: "user2", Email: "test@example.org"}}, value)	CODE
LOW⚡	backend/app/store/service/service_test.go	1001	assert.Equal(t, []engine.UserDetailEntry{{UserID: "user3", Email: "test@example.org"}}, value)	CODE
LOW	backend/app/store/service/service_test.go	1013	assert.Equal(t, "test@example.org", um[1].Details.Email)	CODE
LOW	backend/app/store/service/service_test.go	1015	assert.Equal(t, "test@example.org", um[2].Details.Email)	CODE
LOW	backend/app/store/service/service_test.go	1033	um1 := UserMetaData{ID: "user1", Verified: true, Details: engine.UserDetailEntry{Email: "test@example.org"}}	CODE
LOW	backend/app/store/service/service_test.go	1047	assert.Equal(t, []engine.UserDetailEntry{{UserID: "user1", Email: "test@example.org"}}, val)	CODE
LOW	backend/app/store/engine/bolt_test.go	858	_, err := b.UserDetail(UserDetailRequest{Locator: loc, UserID: userID, Detail: UserEmail, Update: "user@example.com"})	CODE
LOW	backend/app/store/engine/bolt_test.go	886	_, err := b.UserDetail(UserDetailRequest{Locator: loc, UserID: userID, Detail: UserEmail, Update: "user@example.com"})	CODE
LOW	backend/_example/memory_store/main.go	59	Email: "admin@example.com",	CODE
LOW	backend/_example/memory_store/server/admin_test.go	57	assert.Equal(t, "admin@example.com", email)	CODE
LOW	backend/_example/memory_store/server/rpc_test.go	58	Email: "admin@example.com",	CODE
LOW	site/content/docs/configuration/parameters/index.md	119	\| auth.email.from \| AUTH_EMAIL_FROM \| \| email from (e.g. `john.doe	CODE
LOW	site/content/docs/configuration/parameters/index.md	132	\| notify.email.from_address \| NOTIFY_EMAIL_FROM \| \| from email address (e.g. `	CODE
LOW	e2e/widgets_test.go	292	got, perr := textarea.GetAttribute("placeholder")	CODE
LOW	e2e/config_test.go	165	placeholder, err := frame.Locator(commentFormSel).First().Locator("textarea").GetAttribute("placeholder")	CODE

Over-Commented Block30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	compose-e2e-test.yml	41	- AUTH_ANON=true	COMMENT
LOW	frontend/apps/remark42/app/typings/global.d.ts	1	import 'jest-fetch-mock';	COMMENT
LOW	frontend/apps/remark42/app/typings/global.d.ts	21	// Optional, 'dark' or 'light', 'light' by default. Changes UI theme.	COMMENT
LOW	backend/app/rest/image_headers.go	41	// - Content-Security-Policy: strict, with sandbox — blocks inline scripts and event handlers	COMMENT
LOW	backend/app/rest/proxy/image_test.go	441	b, err := io.ReadAll(resp.Body)	COMMENT
LOW	backend/app/rest/api/middleware.go	241	// rest.StrictImageCSP value at the handler level and additionally set Content-Disposition:	COMMENT
LOW	backend/app/store/admin/admin_mock.go	1	// Code generated by moq; DO NOT EDIT.	COMMENT
LOW	backend/app/store/admin/admin_mock.go	21	// panic("mock out the Admins method")	COMMENT
LOW	backend/app/store/image/image_mock.go	21	// mockedStore := &StoreMock{	COMMENT
LOW	backend/app/store/image/image_mock.go	41	// panic("mock out the Save method")	COMMENT
LOW	backend/app/store/engine/engine_mock.go	21	// mockedInterface := &InterfaceMock{	COMMENT
LOW	backend/app/store/engine/engine_mock.go	41	// panic("mock out the Get method")	COMMENT
LOW	e2e/crossorigin_test.go	21	// addresses remark42 by remark_config.host. What has to hold is that the frame is revealed at all,	COMMENT
LOW	e2e/profile_test.go	21	// about it beyond "it opens" is covered by jest alone: the comment list, the pagination and the	COMMENT
LOW	e2e/profile_test.go	61	// exactly the page size, not at least it: an API that ignored limit and returned all eleven	COMMENT
LOW	e2e/subscribe_test.go	21	// It is also the only place a token out of a real message is exchanged for state the server	COMMENT
LOW	e2e/subscribe_test.go	101	}	COMMENT
LOW	e2e/stamp.sh	1	#!/bin/sh	COMMENT
LOW	e2e/e2e_test.go	1	//go:build e2e	COMMENT
LOW	e2e/e2e_test.go	141	return regexp.MustCompile(`^https?://(?:` + strings.Join(quoted, "\|") + `)(?:/\|$)`)	COMMENT
LOW	e2e/e2e_test.go	561	// url carrying the separator its storage used to join on is the case that broke it. only	COMMENT
LOW	e2e/geometry_test.go	21	const (	COMMENT
LOW	e2e/https_test.go	21	//	COMMENT
LOW	e2e/https_test.go	181	}	COMMENT
LOW	e2e/https_test.go	281	// settle. Playwright's Context().Cookies() is a browser-session Storage.getCookies that never	COMMENT
LOW	e2e/telegram_test.go	21		COMMENT
LOW	e2e/thread_test.go	181	// TestThread_WidgetDocumentServesItsOwnChunks covers the widget document loaded directly on the	COMMENT
LOW	e2e/jscoverage_test.go	41	// It is called before every reload and every navigation as well as at cleanup, because	COMMENT
LOW	e2e/coverage.sh	1	#!/bin/sh	COMMENT
LOW	e2e/tls/generate.sh	1	#!/bin/sh	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	compose-e2e-test.yml	3	# TRUSTED_PROXY stays unset on every instance. The loopback-only harness gives each browser context	COMMENT
MEDIUM	backend/app/cmd/backup.go	15	// ExportPath used as a separate element to leverage BACKUP_PATH. If ExportFile has a path (i.e. with /) BACKUP_PATH ign	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	frontend/apps/remark42/app/utils/errorUtils.ts	118	export function extractErrorMessageFromResponse(response: FetcherError, intl: IntlShape): string {	CODE
LOW	frontend/apps/remark42/app/utils/email.ts	12	export function getDeleteInformationMessage(	CODE
LOW	frontend/apps/remark42/app/components/auth/auth.api.ts	73	async function handleWindowVisibilityChange() {	CODE
LOW	…ntend/apps/remark42/app/components/profile/profile.tsx	93	async function handleClickRequestRemoveData() {	CODE

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ntend/apps/remark42/app/components/profile/profile.tsx	231	) : // TODO: implement hiding user comments	CODE

umputun/remark42

Open-Source Code Quality, Security and Technical Debt Review