2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.6K

Stars

Shell

Language

49.1K

Lines of Code

430

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 9.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 79 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 4.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 10.0/100 · LOW

Which changes need focused human review? 88 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 8LOW 80

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 88 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.

Hyper-Verbose Identifiers41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	test/testUtils.sh	137	function AssertArraysElementsContentMatch() {	CODE
LOW	test/testUtils.sh	154	function CheckUnexpectedGitChanges() {	CODE
LOW	test/lib/linterRulesTest.sh	66	function GetLinterRulesEmptyDotRulesPathTest() {	CODE
LOW	test/lib/linterRulesTest.sh	83	function GetLinterRulesEmptyRootRulesPathTest() {	CODE
LOW	test/lib/linterRulesTest.sh	100	function LinterRulesVariablesExportTest() {	CODE
LOW	test/lib/linterRulesTest.sh	142	function CodespellDefaultConfigurationSkipsPackageLockFilesTest() {	CODE
LOW	test/lib/detectFilesTest.sh	88	function RecognizeShebangWithBlankTest() {	CODE
LOW	test/lib/githubEventTest.sh	15	function GetGithubPushEventCommitCountTest() {	CODE
LOW	test/lib/githubEventTest.sh	64	function GetGithubPullRequestEventCommitCountTest() {	CODE
LOW	test/lib/githubEventTest.sh	89	function GetGithubRepositoryDefaultBranchTest() {	CODE
LOW	test/lib/githubEventTest.sh	113	function GetPullRequestHeadShaTest() {	CODE
LOW	test/lib/outputTest.sh	30	function WriteSummaryMarkdownTableHeaderTest() {	CODE
LOW	test/lib/outputTest.sh	53	function WriteSummaryMarkdownTableLineSuccessTest() {	CODE
LOW	test/lib/outputTest.sh	67	function WriteSummaryMarkdownTableLineFailureTest() {	CODE
LOW	test/lib/outputTest.sh	81	function WriteSummaryMarkdownTableFooterSuccessTest() {	CODE
LOW	test/lib/outputTest.sh	102	function WriteSummaryMarkdownTableFooterFailureTest() {	CODE
LOW	test/lib/setupSSHTest.sh	21	function GetGitHubSshRsaKeyFingerprintTest() {	CODE
LOW	test/lib/setupSSHTest.sh	41	function SetupGithubComSshKeysTest() {	CODE
LOW	test/lib/globalsLanguagesTest.sh	13	function LanguageArrayNotEmptyTest() {	CODE
LOW	test/lib/linterCommandsTest.sh	69	function LinterCommandPresenceTest() {	CODE
LOW	test/lib/linterCommandsTest.sh	173	function GitleaksCommandCustomLogLevelTest() {	CODE
LOW	test/lib/linterCommandsTest.sh	222	function InitFixModeOptionsAndCommandsTest() {	CODE
LOW	test/lib/validationTest.sh	40	function ValidateDeprecatedVariablesTest() {	CODE
LOW	test/lib/validationTest.sh	157	function ValidateSuperLinterSummaryOutputPathTest() {	CODE
LOW	test/lib/validationTest.sh	253	function ValidateAnsibleDirectoryTest() {	CODE
LOW	test/lib/validationTest.sh	295	function ValidateValidationVariablesTest() {	CODE
LOW	test/lib/validationTest.sh	369	function ValidationVariablesExportTest() {	CODE
LOW	test/lib/validationTest.sh	394	function ValidateCheckModeAndFixModeVariablesTest() {	CODE
LOW	lib/functions/githubEvent.sh	6	function GetGithubPushEventCommitCount() {	CODE
LOW	lib/functions/githubEvent.sh	57	function GetGithubPullRequestEventCommitCount() {	CODE
LOW	lib/functions/githubEvent.sh	93	function GetGithubRepositoryDefaultBranch() {	CODE
LOW	lib/functions/validation.sh	3	function ValidateBooleanConfigurationVariables() {	CODE
LOW	lib/functions/validation.sh	120	function ValidateValidationVariables() {	CODE
LOW	lib/functions/validation.sh	184	function ValidateCheckModeAndFixModeVariables() {	CODE
LOW	lib/functions/validation.sh	276	function ValidateLocalGitRepository() {	CODE
LOW	lib/functions/validation.sh	525	function CheckovConfigurationFileContainsDirectoryOption() {	CODE
LOW	lib/functions/validation.sh	576	function ValidateSuperLinterSummaryOutputPath() {	CODE
LOW	lib/functions/validation.sh	655	function WarnIfDeprecatedValueForConfigurationVariableIsSet() {	CODE
LOW	lib/functions/validation.sh	711	function ValidateDeprecatedVariables() {	CODE
LOW	lib/functions/buildFileList.sh	3	function IssueHintForFullGitHistory() {	CODE
LOW	lib/functions/setupSSH.sh	14	function GetGitHubSshRsaKeyFingerprint() {	CODE

Redundant / Tautological Comments16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	test/run-super-linter-tests.sh	802	# Check if Super-linter created files if any file to lint contains a subshell	COMMENT
LOW	test/run-super-linter-tests.sh	815	# Check if super-linter leaves leftovers behind	COMMENT
LOW	test/testUtils.sh	156	# Check if there are unexpected changes in the working directory:	COMMENT
LOW	test/inspec/super-linter/controls/super_linter.rb	258	# Check if the linter needs an option that is different from the one that	COMMENT
LOW	test/lib/validationTest.sh	599	# Set EXPECTED_GITHUB_BEFORE_SHA to the initial commit because it's the only	COMMENT
LOW	test/lib/validationTest.sh	648	# Set EXPECTED_GITHUB_BEFORE_SHA to the initial commit because it's the only	COMMENT
LOW	test/lib/logTest.sh	32	# Set LOG_LEVEL to a value that allows to emit all messages (as DEBUG), but	COMMENT
LOW	lib/linter.sh	981	# Check if potentially conflicting tools are enabled	COMMENT
LOW	lib/functions/linterRules.sh	19	# Check if the language rules variables are defined	COMMENT
LOW	lib/functions/output.sh	362	# Check if there's an existing summary comment to update	COMMENT
LOW	lib/functions/validation.sh	99	# Check if first char is '/'	COMMENT
LOW	lib/functions/validation.sh	431	# Set GIT_BEFORE_SHA_HEAD to the empty tree hash because there's no	COMMENT
LOW	lib/functions/detectFiles.sh	20	# Check if in the users .github, or the super linter test suite	COMMENT
LOW	lib/functions/detectFiles.sh	105	# Check if file has AWS Template info or AWS References	COMMENT
LOW	lib/functions/buildFileList.sh	363	# Check if the file is a shell script with the sh extension, without shebang	COMMENT
LOW	lib/functions/buildFileList.sh	609	# Check if we should lint a Go module	COMMENT

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/lib/linterCommandsTest.sh	54	# Initialize the variables we're going to use to verify tests before running tests	COMMENT
MEDIUM	test/lib/validationTest.sh	1139	# Create a local repository to simulate a remote.	COMMENT
MEDIUM	test/lib/validationTest.sh	1140	# Create the simulated remote inside ${GITHUB_WORKSPACE} to benefit from automatic cleanup	COMMENT
MEDIUM	scripts/build-venvs.sh	34	# Create the virtual environment without its own copy of pip, and install	COMMENT
MEDIUM	.github/linters/.golangci.yml	1	# This file is only used in tests	COMMENT
MEDIUM	lib/functions/detectFiles.sh	337	# Define the path to an empty Terraform data directory	COMMENT

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	test/linters/perl/perl_bad_1.pl	1	#!/usr/bin/perl	COMMENT
LOW	test/linters/perl/perl_good_1.pl	1	#!/usr/bin/perl	COMMENT
LOW	test/linters/r/r_good_1.r	1	# Each of the default linters should throw at least one lint on this file	COMMENT
LOW	test/linters/r/r_bad_1.r	1	# Each of the default linters should throw at least one lint on this file	COMMENT
LOW	test/linters/jscpd/good/r_good_1.r	1	# Each of the default linters should throw at least one lint on this file	COMMENT
LOW	test/linters/jscpd/good/perl_good_1.pl	1	#!/usr/bin/perl	COMMENT
LOW	test/linters/checkov/bad/bad_chart/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	test/linters/checkov/bad/bad_chart/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	test/linters/checkov/good/good_chart/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	test/linters/checkov/good/good_chart/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	.github/linters/.checkov-test-linters-success.yaml	1	---	COMMENT
LOW	TEMPLATES/.openapirc.yml	1	---	COMMENT
LOW	TEMPLATES/.markdown-lint.yml	1	---	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	test/linters/python_ruff/python_bad_1.py	1	CODE
LOW	test/linters/python_ruff/python_bad_1.py	2	CODE
LOW	test/linters/python_isort/python_bad_1.py	1	CODE
LOW	test/linters/python_isort/python_bad_1.py	2	CODE
LOW	test/linters/python_isort/python_bad_1.py	2	CODE
LOW	test/linters/python_isort/python_bad_1.py	3	CODE
LOW	test/linters/python_isort/python_bad_1.py	4	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	action.yml	12	# to see a comprehensive list of all environment variables that can be passed	COMMENT
MEDIUM	slim/action.yml	12	# to see a comprehensive list of all environment variables that can be passed	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/lib/outputTest.sh	364	if ! GITHUB_API_OUT="$(CallGitHubApi "http://fake-url" "fake-token" "${LARGE_INPUT}" "POST")"; then	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/linters/jscpd/bad/python_bad_1.py	186	except Exception as error:	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/linters/jscpd/bad/python_bad_1.py	120		CODE

super-linter/super-linter

Open-Source Code Quality, Security and Technical Debt Review