0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

47.9K

Stars

Language

193.8K

Lines of Code

810

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 53 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

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

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 3.4/100 · 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 3HIGH 0MEDIUM 16LOW 54

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 10 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 Block30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	mockgen.yaml	1	force: true	COMMENT
LOW	web/src/pages/repo/Commit.search.ts	1	// Search-param schema for the commit diff route. Defined here (and not in	COMMENT
LOW	internal/database/users.go	1421		COMMENT
LOW	internal/database/mocks_gen.go	201	// method Authenticate on an instance of MockProvider.	COMMENT
LOW	internal/database/database.go	121	return db, nil	COMMENT
LOW	internal/database/mocks_test.go	1	// Code generated by go-mockgen 2.1.1; DO NOT EDIT.	COMMENT
LOW	internal/database/mocks_test.go	381	// LoginSourceFileStoreSetGeneralFuncCall is an object that describes an	COMMENT
LOW	internal/database/mocks_test.go	401	func (c LoginSourceFileStoreSetGeneralFuncCall) Results() []interface{} {	COMMENT
LOW	internal/context/auth.go	101	return false	COMMENT
LOW	internal/context/auth.go	121	// name already exists, or database.ErrEmailAlreadyUsed if the email has been	COMMENT
LOW	internal/context/store.go	21	// database.ErrUserNotExist when not found.	COMMENT
LOW	internal/route/user/setting.go	741	// SettingsStore is the data layer carrier for user settings endpoints. This	COMMENT
LOW	internal/route/lfs/store.go	41	// GetUserByID returns the user with given ID. It returns	COMMENT
LOW	internal/route/lfs/mocks_test.go	21	// controlling the behavior of the method AuthenticateUser.	COMMENT
LOW	internal/route/lfs/mocks_test.go	41	GetLFSObjectsByOIDsFunc *StoreGetLFSObjectsByOIDsFunc	COMMENT
LOW	internal/route/lfs/mocks_test.go	321	// Arg1 is the value of the 2nd argument passed to this method	COMMENT
LOW	internal/route/lfs/mocks_test.go	541		COMMENT
LOW	internal/route/lfs/mocks_test.go	661	// Arg0 is the value of the 1st argument passed to this method	COMMENT
LOW	internal/route/lfs/mocks_test.go	881	// of method GetLFSObjectByOID on an instance of MockStore.	COMMENT
LOW	internal/route/repo/store.go	21	// returns database.ErrRepoNotExist when not found.	COMMENT
LOW	internal/route/repo/store.go	41	//	COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/markdown/test.js	801	MT("emStrongMixed",	COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/erlang/erlang.js	461		COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/tcl/index.html	21	<li><a href="../index.html">Language modes</a>	COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/tcl/index.html	41	## ## Start Setup. ## ##	COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/sas/sas.js	1	// CodeMirror, copyright (c) by Marijn Haverbeke and others	COMMENT
LOW	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	21	<li><a class=active href="#">CoffeeScript</a>	COMMENT
LOW	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	41	# **Underscore.coffee	COMMENT
LOW	public/plugins/codemirror-5.17.0/mode/rpm/index.html	61	indentUnit: 4	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	public/plugins/marked-4.3.0/marked.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
CRITICAL	public/js/semantic-2.4.2.min.js	11	!function(p,h,v,b){p.site=p.fn.site=function(e){var s,l,i=(new Date).getTime(),o=[],t=e,n="string"==typeof t,c=[].slice.	CODE
CRITICAL	public/js/jquery-3.7.1.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Decorative Section Separators7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	54	# --------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	123	# --------------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	296	# ---------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	405	# ------------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	464	# ----------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	597	# -----------------	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	681	# ---------------------	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	106	# Create a safe reference to the Underscore object for use below.	COMMENT
MEDIUM	…plugins/codemirror-5.17.0/mode/coffeescript/index.html	407	# Create a function bound to a given object (assigning `this`, and arguments,	COMMENT
MEDIUM	public/plugins/codemirror-5.17.0/mode/puppet/index.html	55	# Create a subdirectory in /etc for config files	COMMENT
MEDIUM	public/plugins/codemirror-5.17.0/mode/puppet/index.html	63	# Create an example backup file, useful for reference	COMMENT
MEDIUM	public/plugins/codemirror-5.17.0/mode/puppet/index.html	91	# Create the base backup directory	COMMENT
MEDIUM	public/plugins/codemirror-5.17.0/mode/ruby/index.html	97	# Create a string of the polynomial in sort-of-readable form.	COMMENT

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	internal/database/organizations_test.go	118	org1, err := usersStore.Create(ctx, "org1", "org1@example.com", CreateUserOptions{FullName: "Acme Corp"})	CODE
LOW	public/plugins/codemirror-5.17.0/mode/textile/test.js	80	'user@example.com');	CODE
LOW	public/plugins/codemirror-5.17.0/mode/rst/index.html	419	Lorem ipsum [#f1]_ dolor sit amet ... [#f2]_	CODE
LOW	public/plugins/codemirror-5.17.0/mode/rst/index.html	419	Lorem ipsum [#f1]_ dolor sit amet ... [#f2]_	CODE
LOW	public/plugins/codemirror-5.17.0/mode/rst/index.html	437	Lorem ipsum [Ref]_ dolor sit amet.	CODE
LOW	public/plugins/codemirror-5.17.0/mode/rst/index.html	437	Lorem ipsum [Ref]_ dolor sit amet.	CODE
LOW	public/plugins/dompurify-3.4.8/purify.min.js	2	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define	CODE
LOW	public/plugins/simplemde-1.10.1/simplemde.min.js	7	!function(e){if("object"==typeof exports&&"undefined"!=typeof module)module.exports=e();else if("function"==typeof defin	CODE
LOW	public/plugins/simplemde-1.10.1/simplemde.min.js	14	for(var r=e.getCursor("start"),i=e.getCursor("end"),o=r.line;o<=i.line;o++)!function(r){var i=e.getLine(r),o=i.search(/[	CODE
LOW	public/js/semantic-2.4.2.min.js	11	!function(p,h,v,b){p.site=p.fn.site=function(e){var s,l,i=(new Date).getTime(),o=[],t=e,n="string"==typeof t,c=[].slice.	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	public/plugins/highlight-9.18.0/highlight.pack.js	2	!function(e){var n="object"==typeof window&&window\|\|"object"==typeof self&&self;"undefined"==typeof exports\|\|exports.nod	CODE
MEDIUM⚡	public/plugins/highlight-9.18.0/highlight.pack.js	2	!function(e){var n="object"==typeof window&&window\|\|"object"==typeof self&&self;"undefined"==typeof exports\|\|exports.nod	CODE
MEDIUM⚡	public/plugins/highlight-9.18.0/highlight.pack.js	2	!function(e){var n="object"==typeof window&&window\|\|"object"==typeof self&&self;"undefined"==typeof exports\|\|exports.nod	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/dev/local_development.md	19	## Step 1: Install dependencies	COMMENT
LOW	docs/dev/local_development.md	96	## Step 2: Initialize your database	COMMENT
LOW	docs/dev/local_development.md	124	## Step 3: Get the code	COMMENT
LOW	docs/dev/local_development.md	134	## Step 4: Configure database settings	COMMENT
LOW	docs/dev/local_development.md	148	## Step 5: Start the server	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	public/plugins/codemirror-5.17.0/mode/dart/dart.js	124	function tokenInterpolationIdentifier(stream, state) {	CODE
LOW	public/plugins/codemirror-5.17.0/mode/markdown/test.js	42	function FormatTokenTypeOverrideTest(name) { test.mode(name, modeFormattingOverride, Array.prototype.slice.call(argume	CODE
LOW	…lugins/codemirror-5.17.0/mode/powershell/powershell.js	282	function tokenHereStringInterpolation(stream, state) {	CODE
LOW	public/plugins/codemirror-5.17.0/mode/slim/slim.js	265	function startAttributeWrapperMode(state, endQuote, tokenize) {	CODE
LOW	public/plugins/codemirror-5.17.0/mode/sass/sass.js	93	function buildInterpolationTokenizer(currentTokenizer) {	CODE
LOW	public/js/gogs.js	1342	function initRepositoryCollaboration() {	CODE

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	conf/locale/locale_en-GB.ini	301	delete_token_success=Personal access token has been removed successfully! Don't forget to update your application as wel	CODE
LOW	conf/locale/locale_en-US.ini	350	delete_token_success = Personal access token has been removed successfully! Don't forget to update your application as w	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/plugins/codemirror-5.17.0/mode/ruby/index.html	102	# Assign exponents to each term, making pairs of coeff and exponent,	COMMENT

gogs/gogs

Open-Source Code Quality, Security and Technical Debt Review