0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-08-29

Last Push

28.9K

Stars

Python

Language

236.1K

Lines of Code

241

Files

Pattern Hits

2026-10-31

Scan Date

0.05

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 31 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 3.4/100 · LOW

Which changes need focused human review? 61 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 4HIGH 9MEDIUM 11LOW 37

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 61 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.

AI Response Leakage9 hits · 68 pts

Severity	File	Line	Snippet	Context
HIGH	css/css-quiz.md	201	#### Q15. In this example, according to cascading and specificity rules, what color will the link be?	COMMENT
HIGH	css/css-quiz.md	288	#### Q19. In the following example, what color will paragraph one and paragraph two be? (_Alternative_: In this example,	COMMENT
HIGH	css/css-quiz.md	401	#### Q28. In this example, what is the selector, property, and value?	COMMENT
HIGH	css/css-quiz.md	736	#### Q54. In this example, what color will Paragraph 1 be?	COMMENT
HIGH	css/css-quiz.md	1246	#### Q94. In this example, what color will the paragraphs be and why?	COMMENT
HIGH	css/css-quiz.md	1317	#### Q97. In this example, what styles will be applied to which elements?	COMMENT
HIGH	node.js/node.js-quiz.md	207	#### Q24. Looking at the code below, what does the console show?	COMMENT
HIGH	matlab/matlab-quiz.md	10	#### Q2. Based on the code below, c is the \_ of a.	COMMENT
HIGH	…engine-optimization/search-engine-optimization-quiz.md	369	#### Q42. A user clicks an internal link resulting in this redirect chain: `http://domain.com -> https://domain.com -> h	COMMENT

Hallucination Indicators4 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	hadoop/hadoop-quiz.md	332	- [ ] as (text:CHAR[]); upper_case = FOREACH data GENERATE org.apache.pig.piggybank.evaluation.string.UPPER(TEXT);	CODE
CRITICAL⚡	hadoop/hadoop-quiz.md	333	- [x] as (text:CHARARRAY); upper_case = FOREACH data GENERATE org.apache.pig.piggybank.evaluation.string.UPPER(TEXT);	CODE
CRITICAL⚡	hadoop/hadoop-quiz.md	334	- [ ] as (text:CHAR[]); upper_case = FOREACH data org.apache.pig.piggybank.evaluation.string.UPPER(TEXT);	CODE
CRITICAL⚡	hadoop/hadoop-quiz.md	335	- [ ] as (text:CHARARRAY); upper_case = FOREACH data org.apache.pig.piggybank.evaluation.string.UPPER(TEXT);	CODE

Fake / Example Data27 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	jquery/jquery-quiz.md	820	#### Q41. How do you change the current value of a text field with the class `.form-item` to "555-1212"?	COMMENT
LOW⚡	jquery/jquery-quiz.md	822	- [ ] `$.val('.form-item', '555-1212');`	CODE
LOW⚡	jquery/jquery-quiz.md	823	- [x] `$('.form-item').val('555-1212');`	CODE
LOW⚡	jquery/jquery-quiz.md	824	- [ ] `$('.form-item').data('value', '555-1212');`	CODE
LOW⚡	jquery/jquery-quiz.md	825	- [ ] `$('.form-item').set('value', '555-1212');`	CODE
LOW	jquery/jquery-quiz.md	978	<p>Lorem ipsum duis maximus quam condimentum dolor eleifend scelerisque.</p>	CODE
LOW	jquery/jquery-quiz.md	984	<p>Lorem ipsum proin facilisis augue in risus interdum ornare.</p>	CODE
LOW⚡	mysql/mysql-quiz-ua.md	1129	- [x] `INSERT INTO users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz-ua.md	1130	- [ ] `ADD users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz-ua.md	1131	- [ ] `CREATE users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz-ua.md	1132	- [ ] `UPDATE users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz.md	1130	- [x] `INSERT INTO users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz.md	1131	- [ ] `ADD users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz.md	1132	- [ ] `CREATE users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW⚡	mysql/mysql-quiz.md	1133	- [ ] `UPDATE users (name, email) VALUES ('John Doe', 'john.doe@example.com')`	CODE
LOW	javascript/javascript-quiz-ua.md	665	<p class="pull">lorem ipsum</p>	CODE
LOW⚡	javascript/javascript-quiz-ua.md	908	- [ ] `function() { console.log('lorem ipsum'); }()();`	CODE
LOW⚡	javascript/javascript-quiz-ua.md	909	- [ ] `function() { console.log('lorem ipsum'); }();`	CODE
LOW⚡	javascript/javascript-quiz-ua.md	910	- [x] `(function() { console.log('lorem ipsum'); })();`	CODE
LOW	javascript/javascript-quiz.md	666	<p class="pull">lorem ipsum</p>	CODE
LOW⚡	javascript/javascript-quiz.md	909	- [ ] `function() { console.log('lorem ipsum'); }()();`	CODE
LOW⚡	javascript/javascript-quiz.md	910	- [ ] `function() { console.log('lorem ipsum'); }();`	CODE
LOW⚡	javascript/javascript-quiz.md	911	- [x] `(function() { console.log('lorem ipsum'); })();`	CODE
LOW	javascript/javascript-quiz-ptbr.md	664	<p class="pull">lorem ipsum</p>	CODE
LOW⚡	javascript/javascript-quiz-ptbr.md	907	- [ ] `function() { console.log('lorem ipsum'); }()();`	CODE
LOW⚡	javascript/javascript-quiz-ptbr.md	908	- [ ] `function() { console.log('lorem ipsum'); }();`	CODE
LOW⚡	javascript/javascript-quiz-ptbr.md	909	- [x] `(function() { console.log('lorem ipsum'); })();`	CODE

Modern AI Meta-Vocabulary10 hits · 29 pts

Severity	File	Line	Snippet	Context
MEDIUM	…iented-programming/object-oriented-programming-quiz.md	441	#### Q60. Which choice is a benefit of using dependency injection?	COMMENT
MEDIUM	…iented-programming/object-oriented-programming-quiz.md	647	#### Q83. From the SOLID principles of object-oriented programming, which statement best describes the Liskov substituti	COMMENT
MEDIUM	it-operations/it-operations-quiz.md	467	#### Q82. What issue arises when using synchronous microservice calls in a globally distributed production system?	COMMENT
MEDIUM	it-operations/it-operations-quiz.md	474	#### Q83. In container orchestration systems like Kubernetes, what does the control plane primarily manage?	COMMENT
MEDIUM	it-operations/it-operations-quiz.md	495	#### Q86. What operational issue is most likely if a message broker in an event-driven system begins showing a consisten	COMMENT
MEDIUM	microsoft-azure/microsoft-azure-quiz.md	71	#### Q9. Which messaging service enables an event-driven programming model?	COMMENT
MEDIUM	microsoft-azure/microsoft-azure-quiz.md	783	[Ref](https://docs.microsoft.com/en-us/azure/architecture/cloud-adoption/appendix/azure-scaffold)	CODE
MEDIUM	spring-framework/spring-framework-quiz.md	191	#### Q18. What is dependency injection?	COMMENT
MEDIUM	aws/aws-quiz.md	425	#### Q52. In addition to CloudFormation, you can use other orchestration tools to automate server formation and maintena	COMMENT
MEDIUM	aws/aws-quiz-fr.md	422	#### Q52. En plus de CloudFormation, vous pouvez utiliser d’autres outils d’orchestration pour automatiser la formation	COMMENT

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	python/python-quiz-ua.md	1677	def can_matrices_be_multiplied (matrix1, matrix2):	CODE
LOW	python/python-quiz.md	2004	def can_matrices_be_multiplied (matrix1, matrix2):	CODE
LOW	python/python-quiz.ja.md	2033	def can_matrices_be_multiplied (行列 1、行列 2):	CODE
LOW	python/python-quiz-fr.md	391	def can_matrices_be_multiplied (matrix1, matrix2):	CODE
LOW	python/python-quiz-es.md	2001	def can_matrices_be_multiplied (matrix1, matrix2):	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	translate.py	194	# Check if deep-translator is installed	COMMENT
LOW	python/example-codes/Q28_zip_lists.py	18	# Print the resulting list of tuples	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/example-codes/Q28_zip_lists.py	9	# Define the lists as given in the quiz	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	translate.py	115	except Exception as e:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	translate.py	83		CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	python/example-codes/Q35_nested_loops.py	21	# Call the function with the quiz example	COMMENT

Ebazhanov/linkedin-skill-assessments-quizzes

Open-Source Code Quality, Security and Technical Debt Review