AI Slop Code Risk Monitor

yangshun/tech-interview-handbook

Name: yangshun/tech-interview-handbook — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Curated coding interview preparation materials for busy software engineers

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for yangshun/tech-interview-handbook, a TypeScript project with 143,190 GitHub stars. SynthScan examined 66,584 lines of code across 435 source files, recording 36 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.6 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-08-07

Last Push

143.2K

Stars

TypeScript

Language

66.6K

Lines of Code

435

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 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 36 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 1LOW 35

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 36 distinct pattern matches across 6 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 Identifiers20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	apps/portal/prisma/seed-questions.ts	26	function generateRandomCodingAnswer() {	CODE
LOW	apps/portal/prisma/seed-questions.ts	32	function generateRandomBehavioralAnswer() {	CODE
LOW	apps/portal/src/utils/offers/randomGenerator.ts	48	export function generateRandomStringForToken(): string {	CODE
LOW	apps/portal/src/utils/questions/mutations.ts	5	export function useAddQuestionToListAsync() {	CODE
LOW	apps/portal/src/utils/questions/mutations.ts	26	export function useRemoveQuestionFromListAsync() {	CODE
LOW	…ortal/src/utils/questions/relabelQuestionAggregates.ts	6	export default function relabelQuestionAggregates({	CODE
LOW	…tal/src/utils/questions/server/aggregate-encounters.ts	38	export function createQuestionWithAggregateData(	CODE
LOW	…tal/src/utils/questions/server/aggregate-encounters.ts	76	export function createAggregatedQuestionEncounter(	CODE
LOW	apps/portal/src/components/offers/EducationFields.ts	50	export function getLabelForEducationFieldType(	CODE
LOW	…s/offers/offerAnalysis/OfferPercentileAnalysisText.tsx	11	export default function OfferPercentileAnalysisText({	CODE
LOW	…al/src/components/offers/forms/FormMonthYearPicker.tsx	18	function FormMonthYearPickerWithRef({	CODE
LOW	…s/offersSubmission/submissionForm/OfferDetailsForm.tsx	282	function InternshipOfferDetailsForm({	CODE
LOW	…omponents/resumes/shared/ResumeExperienceTypeahead.tsx	25	export default function ResumeExperienceTypeahead({	CODE
LOW	…nts/resumes/submit-form/ResumeSubmissionGuidelines.tsx	1	export default function ResumeSubmissionGuidelines() {	CODE
LOW	…l/src/components/questions/card/QuestionAnswerCard.tsx	10	function QuestionAnswerCardWithoutHref(props: QuestionAnswerCardProps) {	CODE
LOW	…nents/questions/card/question/QuestionOverviewCard.tsx	28	function QuestionOverviewCardWithoutHref(props: QuestionOverviewCardProps) {	CODE
LOW	…omponents/questions/card/question/QuestionListCard.tsx	23	function QuestionListCardWithoutHref(props: QuestionListCardProps) {	CODE
LOW	…onents/questions/forms/CreateQuestionEncounterForm.tsx	33	export default function CreateQuestionEncounterForm({	CODE
LOW	apps/website/contents/algorithms/interval.md	63	def merge_overlapping_intervals(a, b):	CODE
LOW	apps/website/experimental/utilities/python/graph_dfs.py	23	def graph_dfs_diagonals_and_boundary_wrap(matrix):	CODE

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	apps/portal/src/ui/Typeahead/Typeahead.tsx	25	\| 'placeholder'	CODE
LOW	apps/portal/src/ui/TextInput/TextInput.tsx	22	\| 'placeholder'	CODE
LOW	apps/portal/src/ui/TextArea/TextArea.tsx	20	\| 'placeholder'	CODE
LOW	…omponents/resumes/shared/ResumeExperienceTypeahead.tsx	13	\| 'placeholder'	CODE
LOW	…ps/portal/src/components/shared/CompaniesTypeahead.tsx	13	\| 'placeholder'	CODE
LOW	…ps/portal/src/components/shared/JobTitlesTypeahead.tsx	13	\| 'placeholder'	CODE
LOW	apps/portal/src/components/shared/CitiesTypeahead.tsx	13	\| 'placeholder'	CODE
LOW	…ps/portal/src/components/shared/CountriesTypeahead.tsx	13	\| 'placeholder'	CODE
LOW	apps/portal/src/pages/settings.tsx	63	placeholder="John Doe"	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…s/website/experimental/utilities/python/linked_list.py	27	# Check if inserting at head	COMMENT
LOW	…s/website/experimental/utilities/python/linked_list.py	45	# Check if deleting at head	COMMENT
LOW	…s/website/experimental/utilities/python/linked_list.py	61	# Check if deleting at head	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/tsc.yml	1	# Framework builds using Vite+ task orchestration	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	apps/portal/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	apps/portal/src/components/global/HomeNavigation.ts	1	// Not using this for now.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	apps/website/experimental/utilities/python/heap.py	56	# Example usage	COMMENT