2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.6K

Stars

Shell

Language

96.8K

Lines of Code

621

Files

199

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 12.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 197 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

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

PR Review Velocity Impact 10.7/100 · LOW

Which changes need focused human review? 199 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 10LOW 189

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 199 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 Block112 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	install/hst-install.sh	1	#!/bin/bash	COMMENT
LOW	install/hst-install-debian.sh	1	#!/bin/bash	COMMENT
LOW	install/hst-install-ubuntu.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.8.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.10.0.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.0.4.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.9.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.16.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.10.4.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.12.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.11.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.9.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.9.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.17.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.10.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.13.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.8.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.9.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.13.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.10.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.2.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.0.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.3.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.8.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.7.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.0.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.6.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.4.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.4.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.6.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.0.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.6.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.10.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.7.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.6.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.0.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.7.2.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.8.1.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.5.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.4.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.9.0.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.6.3.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.5.11.sh	1	#!/bin/bash	COMMENT
LOW	install/upgrade/versions/1.4.1.sh	1	#!/bin/bash	COMMENT
52 more matches not shown…

Redundant / Tautological Comments58 hits · 91 pts

Severity	File	Line	Snippet	Context
LOW	install/hst-install.sh	46	# Check if lsb_release is installed	COMMENT
LOW	install/hst-install-debian.sh	486	# Check if apparmor is installed	COMMENT
LOW	install/hst-install-debian.sh	932	# Check if package installation is done, print a spinner	COMMENT
LOW	install/hst-install-debian.sh	1144	# Check if package installation is done, print a spinner	COMMENT
LOW	install/hst-install-debian.sh	2457	# Check if package installation is done, print a spinner	COMMENT
LOW	install/hst-install-ubuntu.sh	904	# Check if package installation is done, print a spinner	COMMENT
LOW	install/hst-install-ubuntu.sh	1138	# Check if package installation is done, print a spinner	COMMENT
LOW	install/hst-install-ubuntu.sh	2510	# Check if package installation is done, print a spinner	COMMENT
LOW	install/upgrade/versions/1.3.3.sh	9	# Check if keys folder exists and adjust permissions	COMMENT
LOW	install/upgrade/versions/1.4.13.sh	19	# Check if hostname is valid according to RFC1178	COMMENT
LOW	install/upgrade/versions/1.9.3.sh	39	# Check if file exists	COMMENT
LOW	install/upgrade/versions/1.9.3.sh	43	# Check if not duplicate	COMMENT
LOW	install/upgrade/versions/1.9.6.sh	24	# Set UPGRADE_REBUILD_USERS to true to fix the bug that removes ssl conf for webmail	COMMENT
LOW	install/upgrade/versions/1.00.0-190618.sh	180	# Set Purge to false in Roundcube configuration - https://goo.gl/3Nja3u	COMMENT
LOW	install/upgrade/versions/1.4.0.sh	27	# Check if we've already done this upgrade before proceeding	COMMENT
LOW⚡	install/upgrade/versions/1.9.0.sh	30	# Check if hestiaweb exists	COMMENT
LOW⚡	install/upgrade/versions/1.9.0.sh	44	# Check if cronjobs have been migrated	COMMENT
LOW⚡	install/upgrade/manual/migrate_mpm_event.sh	12	# Check if apache2 is in use	COMMENT
LOW⚡	install/upgrade/manual/migrate_mpm_event.sh	17	# Check if PHP-FPM is instaled	COMMENT
LOW⚡	install/upgrade/manual/migrate_mpm_event.sh	22	# Check if mod_event is already enabled	COMMENT
LOW	install/upgrade/manual/migrate_mpm_event.sh	47	# Check if all went well	COMMENT
LOW	install/upgrade/manual/migrate_apache.sh	54	# Check if user is suspended	COMMENT
LOW	install/upgrade/manual/migrate_apache.sh	62	# Check if web domain is suspended	COMMENT
LOW	install/upgrade/manual/migrate_multiphp.sh	65	# Check if user is suspended	COMMENT
LOW	install/upgrade/manual/migrate_multiphp.sh	73	# Check if web domain is suspended	COMMENT
LOW	…es/web/nginx/php-fpm/wordpress-disable-xmlrpc-http3.sh	13	# Check if any file under /etc/nginx/conf.d/domains/ contains a line	COMMENT
LOW	…mplates/web/nginx/php-fpm/wordpress_mu_subdir-http3.sh	13	# Check if any file under /etc/nginx/conf.d/domains/ contains a line	COMMENT
LOW	…all/deb/templates/web/nginx/php-fpm/wordpress-http3.sh	13	# Check if any file under /etc/nginx/conf.d/domains/ contains a line	COMMENT
LOW	web/edit/web/index.php	35	# Check if domain exists if not return /list/web/	COMMENT
LOW	web/api/index.php	296	# Check if API access is enabled for nonadmin users	COMMENT
LOW	src/chroot_build_all.sh	417	# Set packages to compile	COMMENT
LOW	src/hst_autocompile.sh	243	# Set packages to compile	COMMENT
LOW	src/hst_autocompile.sh	516	# Check if target directory exist	COMMENT
LOW	src/hst_autocompile.sh	645	# Check if target directory exist	COMMENT
LOW	src/hst_autocompile.sh	758	# Check if target directory exist	COMMENT
LOW	src/hst_autocompile.sh	835	# Check if target directory exist	COMMENT
LOW	func/ip.sh	20	# Check if ip address is free	COMMENT
LOW	func/main.sh	398	# Check if object is new	COMMENT
LOW	func/main.sh	412	# Check if object is valid	COMMENT
LOW	func/main.sh	435	# Check if a object string with key values pairs has the correct format and load it afterwards	COMMENT
LOW	func/main.sh	468	# Check if a object string with key values pairs has the correct format and load it afterwards	COMMENT
LOW	func/main.sh	634	# Check if object is supended	COMMENT
LOW	func/main.sh	646	# Check if object is unsupended	COMMENT
LOW	func/main.sh	658	# Check if object value is empty	COMMENT
LOW	func/main.sh	669	# Check if object value is empty	COMMENT
LOW	func/main.sh	680	# Check if password is transmitted via file	COMMENT
LOW	func/main.sh	691	# Check if hash is transmitted via file	COMMENT
LOW	func/main.sh	702	# Check if directory is a symlink	COMMENT
LOW	func/main.sh	2044	# Check if the system php also has php-fpm enabled, otherwise return	COMMENT
LOW	func/db.sh	429	# Check if database host do not exist in config	COMMENT
LOW	func/db.sh	594	# Check if database server is in use	COMMENT
LOW	func/domain.sh	116	# Check if multiple-PHP installed	COMMENT
LOW	func/domain.sh	247	# Check if folder already exists	COMMENT
LOW	func/domain.sh	684	# Check if this is a last record	COMMENT
LOW	func/domain.sh	698	# Check if dns record is valid	COMMENT
LOW	func/domain.sh	835	# Check if using custom / wildcard mail certificate	COMMENT
LOW	func/remote.sh	9	# Check if script already running or not	COMMENT
LOW	func/upgrade.sh	617	# Check if MariaDB/MySQL is installed on the server before attempting to install or upgrade phpMyAdmin	COMMENT

Self-Referential Comments10 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	install/hst-install-debian.sh	183	# Define the default backend port	COMMENT
MEDIUM	install/hst-install-debian.sh	1206	# Create the new hestiaweb user	COMMENT
MEDIUM	install/hst-install-ubuntu.sh	184	# Define the default backend port	COMMENT
MEDIUM	install/hst-install-ubuntu.sh	1200	# Create the new hestiaweb user	COMMENT
MEDIUM⚡	install/upgrade/versions/1.9.0.sh	34	# Create the new hestiaweb user	COMMENT
MEDIUM	install/upgrade/manual/migrate_phpmyadmin.sh	34	# Create an backup of current config	COMMENT
MEDIUM	install/upgrade/manual/configure-server-smtp.sh	8	# This function provides an user-interactive configuration of a SMTP account	COMMENT
MEDIUM	src/hst_autocompile.sh	388	# Define a timestamp function	COMMENT
MEDIUM	src/hst_autocompile.sh	561	# Create the files and install them	COMMENT
MEDIUM	src/hst_autocompile.sh	675	# Create the files and install them	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	README.md	62	### Step 1: Log in	COMMENT
LOW	README.md	70	### Step 2: Download	COMMENT
LOW	README.md	84	### Step 3: Run	COMMENT
LOW	docs/docs/introduction/getting-started.md	41	### Step 1: Download	COMMENT
LOW	docs/docs/introduction/getting-started.md	55	### Step 2: Run	COMMENT

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	web/js/src/ftpAccounts.js	24	function handlePasswordInputChange() {	CODE
LOW	web/js/src/ftpAccounts.js	33	function handleGeneratePasswordClick() {	CODE
LOW	web/js/src/ftpAccounts.js	110	function handleToggleFtpAccountsCheckbox() {	CODE
LOW	web/js/src/passwordInput.js	27	function recalculatePasswordStrength(input) {	CODE
LOW	web/list/notifications/index.php	5	function formatNotificationTimestamps(&$note) {	CODE

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	install/hst-install-debian.sh	1234	# If first attempt fails just add it	COMMENT
LOW	install/hst-install-ubuntu.sh	1228	# If first attempt fails just add it	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	web/inc/main.php	181	//accessing main.php via CLI doesn't set $_SESSION["userContext"], so we need to check if it's set before including poli	COMMENT
LOW	func/ip.sh	72	# New method that is improved on a later date we need to check if we can improve it for other locations	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	install/upgrade/versions/1.6.0.sh	75	# Changes have been made make sure to overwrite them to prevent issues in the future	COMMENT
LOW	install/deb/phpmyadmin/create_tables.sql	12	-- Please don't forget to set up the tablenames in config.inc.php	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	web/templates/pages/setup_webapp.php	51	$field_placeholder = !empty($form_control["placeholder"]) ? $form_control["placeholder"] : "";	CODE
LOW	web/src/app/WebApp/AppWizard.php	89	'placeholder' => 'auto',	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/chroot_build_all.sh	12	# Usage:	COMMENT

hestiacp/hestiacp

Open-Source Code Quality, Security and Technical Debt Review