0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.9K

Stars

Language

121.5K

Lines of Code

584

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 34 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 37 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 73 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 71

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 73 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 Data37 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	internal/reader/scraper/testdata/p.html	5	<p>Lorem ipsum dolor sit amet, consectetuer adipiscing ept.</p>	CODE
LOW	internal/reader/scraper/testdata/p.html	5	<p>Lorem ipsum dolor sit amet, consectetuer adipiscing ept.</p>	CODE
LOW	internal/reader/readingtime/readingtime_test.go	35	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce fermentum id	CODE
LOW	internal/reader/readingtime/readingtime_test.go	35	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce fermentum id	CODE
LOW⚡	internal/reader/readingtime/readingtime_test.go	129	input: "Lorem ipsum dolor sit amet",	CODE
LOW⚡	internal/reader/readingtime/readingtime_test.go	129	input: "Lorem ipsum dolor sit amet",	CODE
LOW⚡	internal/reader/readingtime/readingtime_test.go	135	input: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce fermentum id sem sed commodo. Ut eget mauri	CODE
LOW⚡	internal/reader/readingtime/readingtime_test.go	135	input: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce fermentum id sem sed commodo. Ut eget mauri	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	808	Content: `<div>Lorem Ipsum <span class="ads keep">Super important info</span></div>`,	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	813	Content: `<div>Lorem Ipsum <span class="spam">I dont want to see this</span><span class="ads keep">Super important inf	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	826	Content: `<div>Lorem Ipsum</div>`,	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	831	Content: `<div>Lorem Ipsum<img alt="LINUX KERNEL" src="/assets/categories/linuxkernel.webp" width="100" height="100"><	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	934	Content: `<div>Lorem Ipsum not valid base64<span class="base64">This is some base64 encoded content</span></div>`,	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	939	Content: `<div>Lorem Ipsum not valid base64<span class="base64">VGhpcyBpcyBzb21lIGJhc2U2NCBlbmNvZGVkIGNvbnRlbnQ=</span	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	952	Content: `<div>Lorem Ipsum<span class="base64">This is some base64 encoded content</span></div>`,	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	957	Content: `<div>Lorem Ipsum<span class="base64">VGhpcyBpcyBzb21lIGJhc2U2NCBlbmNvZGVkIGNvbnRlbnQ=</span></div>`,	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1117	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1193	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1222	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1256	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1272	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1306	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/rewrite/content_rewrite_test.go	1323	<div class="kg-bookmark-description">Lorem ipsum odor amet, consectetuer adipiscing elit. Pretium magnis luctus lig	CODE
LOW	internal/reader/atom/atom_10_test.go	80	if feed.Entries[0].Author != "John Doe" {	CODE
LOW	internal/reader/atom/atom_10_test.go	1037	if feed.Entries[0].Author != "John Doe" {	CODE
LOW	internal/reader/rss/parser_test.go	817	expected := "author@example.org"	CODE
LOW	internal/reader/rss/parser_test.go	953	expected := "John Doe"	CODE
LOW	internal/reader/sanitizer/url_test.go	15	"mailto:author@example.org": true,	CODE
LOW	internal/reader/urlcleaner/urlcleaner_test.go	115	input: "mailto:user@example.org",	CODE
LOW	internal/reader/urlcleaner/urlcleaner_test.go	116	expected: "mailto:user@example.org",	CODE
LOW	internal/validator/user_test.go	18	"user@example.com": nil,	CODE
LOW	internal/urllib/url_test.go	45	"mailto:user@example.org": false,	CODE
LOW	internal/urllib/url_test.go	63	"mailto:user@example.org": false,	CODE
LOW	internal/template/functions_test.go	135	"mailto:author@example.org": "mailto:author@example.org",	CODE
LOW	internal/template/templates/views/integrations.html	728	<input type="url" name="webhook_url" id="form-webhook-url" value="{{ .form.WebhookURL }}" placeholder="https	CODE
LOW	internal/oauth2/oidc_test.go	21	claims: map[string]any{"email": "user@example.org"},	CODE
LOW	internal/http/response/html_test.go	225	"mailto:victim@example.org",	CODE

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	internal/reader/atom/atom_03.go	21		COMMENT
LOW	internal/reader/atom/atom_03.go	41	// UNLESS all of the atom:feed element's child atom:entry elements contain an atom:author element.	COMMENT
LOW	internal/reader/atom/atom_03.go	61		COMMENT
LOW	internal/reader/atom/atom_03.go	81	Created string `xml:"created"`	COMMENT
LOW	internal/reader/atom/atom_03.go	101	// atom:entry elements MUST NOT contain more than one atom:author element.	COMMENT
LOW	internal/reader/atom/atom_10.go	21	// https://validator.w3.org/feed/docs/atom.html	COMMENT
LOW	internal/reader/atom/atom_10.go	41		COMMENT
LOW	internal/reader/atom/atom_10.go	61	// identifies an image that provides iconic visual identification for a	COMMENT
LOW	internal/reader/atom/atom_10.go	81		COMMENT
LOW	internal/reader/atom/atom_10.go	101	//	COMMENT
LOW	internal/reader/atom/atom_10.go	121		COMMENT
LOW	internal/reader/atom/atom_10.go	141	// [MIMEREG], but is not an XML media type [RFC3023], does not	COMMENT
LOW	internal/reader/rss/rss.go	141		COMMENT
LOW	internal/reader/language/language.go	1	// SPDX-FileCopyrightText: Copyright The Miniflux Authors. All rights reserved.	COMMENT
LOW	internal/reader/filter/filter.go	1	// SPDX-FileCopyrightText: Copyright The Miniflux Authors. All rights reserved.	COMMENT
LOW	internal/http/response/encoding.go	21	}	COMMENT
LOW	internal/http/response/response.go	1	// SPDX-FileCopyrightText: Copyright The Miniflux Authors. All rights reserved.	COMMENT

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	internal/ui/static/js/app.js	469	function toggleAriaAttributesOnMainMenu() {	CODE
LOW	internal/ui/static/js/app.js	529	function initializeMainMenuHandlers() {	CODE
LOW	internal/ui/static/js/app.js	570	function showKeyboardShortcutsAction() {	CODE
LOW	internal/ui/static/js/app.js	665	function handleRefreshAllFeedsAction() {	CODE
LOW	internal/ui/static/js/app.js	757	function handleFetchOriginalContentAction() {	CODE
LOW	internal/ui/static/js/app.js	801	function openOriginalLinkFromEntryView(openLinkInCurrentTab) {	CODE
LOW	internal/ui/static/js/app.js	818	function openOriginalLinkFromListView() {	CODE
LOW	internal/ui/static/js/app.js	887	function scrollToCurrentItemAction() {	CODE
LOW	internal/ui/static/js/app.js	923	function handleConfirmationMessage(linkElement, callback) {	CODE
LOW	internal/ui/static/js/app.js	999	function handlePlayerProgressionSaveAndMarkAsReadOnCompletion(playerElement) {	CODE
LOW	internal/ui/static/js/app.js	1035	function handleMediaControlButtonClick(mediaPlayerButtonElement) {	CODE
LOW	internal/ui/static/js/app.js	1069	function initializeMediaPlayerHandlers() {	CODE
LOW	internal/ui/static/js/app.js	1176	function initializeKeyboardShortcuts() {	CODE

Slop Phrases4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	internal/reader/parser/testdata/large_rss.xml	150	<p>Don't forget to put a <code>title</code> for <a href="https://developer.mozilla.org/en-US/docs/W	CODE
LOW	internal/reader/parser/testdata/large_rss.xml	1253	and you're good to go. Don't forget to make some space on the disk for the	CODE
LOW	internal/reader/parser/testdata/large_atom.xml	169	<p>Don't forget to put a <code>title</code> for <a href="https://developer.mozilla.org/en-US/docs/W	CODE
LOW	internal/reader/parser/testdata/large_atom.xml	1375	and you're good to go. Don't forget to make some space on the disk for the	CODE

Excessive Try-Catch Wrapping2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/scripts/commit-checker.py	24	print(f"Error retrieving commit message: {e}")	CODE
MEDIUM	.github/workflows/scripts/commit-checker.py	57	print(f"Error checking commit range: {e}")	CODE

miniflux/v2

Open-Source Code Quality, Security and Technical Debt Review