2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.0K

Stars

JavaScript

Language

53.9K

Lines of Code

363

Files

Pattern Hits

2026-10-31

Scan Date

0.03

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 4.1/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 9.5/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 13.3/100 · LOW

Which changes need focused human review? 54 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 10HIGH 0MEDIUM 5LOW 39

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 54 distinct pattern matches across 9 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 Indicators10 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	samples/react_db/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	samples/react_db/js/marked.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
CRITICAL	samples/react_db/js/marked.umd.js	52	`+r.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=s.text):t.push(r);continue}if(e){let s="Infinite loop on byt	CODE
CRITICAL	samples/bootstrap/flatly/jquery/jquery-1.10.2.min.js	5	}({});var B=/(?:\{[\s\S]\}\|\[[\s\S]\])$/,P=/([A-Z])/g;function R(e,n,r,i){if(x.acceptData(e)){var o,a,s=x.expando,l=e.	CODE
CRITICAL	samples/react_simple/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	samples/react_simple/js/marked.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
CRITICAL	samples/react_simple/js/marked.umd.js	52	`+r.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=s.text):t.push(r);continue}if(e){let s="Infinite loop on byt	CODE
CRITICAL	samples/react_jsonfile/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	samples/react_jsonfile/js/marked.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
CRITICAL	samples/react_jsonfile/js/marked.umd.js	52	`+r.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=s.text):t.push(r);continue}if(e){let s="Infinite loop on byt	CODE

Over-Commented Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	README.md	881	##### HashMap	COMMENT
LOW	gencert.sh	1	#!/bin/sh	COMMENT
LOW	api_test.go	61	// if err := New("permissionsql", permissionsql.Version, 2.0).Check(); err != nil {	COMMENT
LOW	system/fedora/build.sh	1	#!/bin/bash	COMMENT
LOW	engine/jsxcache.go	61	return api.LoaderJS	COMMENT
LOW	engine/pongo_test.go	61	for range n {	COMMENT
LOW	engine/pongo_test.go	81	// for i := 0; i < 10; i++ {	COMMENT
LOW	engine/basic.go	281	// TODO: If flush() was called, and no further writing to w was done by now, then don't flush twice	COMMENT
LOW	engine/certstorage.go	21	certStorageName = "certmagic"	COMMENT
LOW	engine/help.go	41	list:clear() -> bool	COMMENT
LOW	engine/help.go	61	// Get all keys of the hash map	COMMENT
LOW	engine/help.go	141	JFile(filename) -> userdata	COMMENT
LOW	engine/help.go	161	// Create a JSON document node.	COMMENT
LOW	engine/help.go	181	// The second argument is an optional authentication token that is used for the	COMMENT
LOW	engine/help.go	201	// Create a new HTTP Client object	COMMENT
LOW	engine/help.go	221	GET(string, [table], [table]) -> string	COMMENT
LOW	engine/help.go	281	// Given two prompts, return how similar they are. The first opt. string is the metric for the distance:	COMMENT
LOW	engine/help.go	301	// Return the version string for the server	COMMENT
LOW	engine/help.go	321	// Default connection string: "server=localhost;user=user;password=password,port=1433"	COMMENT
LOW	engine/help.go	421	// Get all unconfirmed usernames	COMMENT
LOW	engine/help.go	461	PasswordAlgo() -> string	COMMENT
LOW	engine/help.go	481	Confirm(string)	COMMENT
LOW	engine/help.go	501	// to the HTTP response. Returns true if successful.	COMMENT
LOW	engine/help.go	541	print(...)	COMMENT
LOW	engine/help.go	561	error(number[, string])	COMMENT
LOW	engine/help.go	601		COMMENT
LOW	themes/assets/werc.css	1	#side-bar a,ul.sitemap-list a{text-transform:capitalize}body{color:#000;background-color:#fff;font-family:Helvetica,Verd	COMMENT

AI Slop Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	engine/rendering.go	1121	// TODO: Consider making a more robust (and slower) check that splits the data into words first	COMMENT
MEDIUM	engine/assets/react19/react-dom.production.min.js	1	!function(e,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n(require("react")):"function"==typeo	CODE
MEDIUM	engine/assets/react19/react-dom.production.min.js	1	!function(e,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n(require("react")):"function"==typeo	CODE

Fake / Example Data4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	samples/bootstrap/flatly/index.html	401	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer posuere erat a ante.</p>	CODE
LOW⚡	samples/bootstrap/flatly/index.html	401	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer posuere erat a ante.</p>	CODE
LOW⚡	samples/bootstrap/flatly/index.html	409	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer posuere erat a ante.</p>	CODE
LOW⚡	samples/bootstrap/flatly/index.html	409	<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer posuere erat a ante.</p>	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	samples/bootstrap/flatly/theme/variables.less	257	//## Define the breakpoints at which your layout will change, adapting to different screen sizes.	COMMENT
MEDIUM	samples/bootstrap/flatly/theme/variables.less	306	//## Define the maximum width of `.container` for different screen sizes.	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	engine/assets/reactrefresh/react-refresh-runtime.js	105	function collectCustomHooksForSignature(type) {	CODE
LOW	engine/assets/react19/react.development.js	195	function defineKeyPropWarningGetter(props, displayName) {	CODE
LOW	engine/assets/react19/react.development.js	210	function elementRefGetterWithDeprecationWarning() {	CODE
LOW	engine/assets/react19/react.development.js	581	function recursivelyFlushAsyncActWork(returnValue, resolve, reject) {	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	plugins/py/main.py	4		CODE
LOW	plugins/py/main.py	6		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	welcome.sh	11	# Check if $kernmax is present and not in the valid format	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	plugins/py/main.py	128	except Exception as e:	CODE

xyproto/algernon

Open-Source Code Quality, Security and Technical Debt Review