1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.8K

Stars

TypeScript

Language

53.4K

Lines of Code

298

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 5.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 5.2/100 · LOW

Which changes need focused human review? 55 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 54

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 55 distinct pattern matches across 4 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 Block26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	scraper/utils/function_group.go	1	package utils	COMMENT
LOW	scraper/utils/http_retry.go	81	return delay	COMMENT
LOW	scraper/gcp/region_precedence_test.go	1	package gcp	COMMENT
LOW	scraper/gcp/cud_test.go	381	// is folded into a shape's CUD price, and that the family-versus-generic choice	COMMENT
LOW	scraper/gcp/m4_ultramem224_test.go	1	package gcp	COMMENT
LOW	scraper/gcp/api.go	221	// type. Whole-GPU shapes multiply the API's accelerator count by the per-GPU	COMMENT
LOW	scraper/gcp/api.go	261	utils.SendWarning("GCP machine type", machineTypeName,	COMMENT
LOW	scraper/gcp/api.go	721	// "Licensing Fee for Windows Server 2012 BYOL (CPU cost)"	COMMENT
LOW	scraper/gcp/api.go	741	// for machineTypeRegex to capture:	COMMENT
LOW	scraper/gcp/api.go	761	// format from on-demand instance SKUs, e.g.:	COMMENT
LOW	scraper/gcp/api.go	781	// "Commitment v1: Compute optimized Cpu in Berlin for 1 Year" (C2, ~13 newer regions)	COMMENT
LOW	scraper/gcp/api.go	841	term = cudTerm3Yr	COMMENT
LOW	scraper/gcp/api.go	861	// pattern matches all of them.	COMMENT
LOW	scraper/gcp/api.go	901	// "Commitment v1: Local SSD in Iowa for 1 Year" (generic, any family)	COMMENT
LOW	scraper/gcp/api.go	941	// Premium" surcharge SKUs that, added on top of the M1 base core/RAM rates,	COMMENT
LOW	scraper/gcp/api.go	961	}	COMMENT
LOW	scraper/gcp/scrape.go	161	// Google's published prices decide this, and they split cleanly. C4, C4A, C4D	COMMENT
LOW	scraper/gcp/scrape.go	201		COMMENT
LOW	scraper/gcp/scrape.go	721	}	COMMENT
LOW	scraper/gcp/scrape.go	781	// Add pricing data for each region	COMMENT
LOW	scraper/gcp/local_ssd_test.go	401	warnings := captureWarnings(t, func() { bundledLocalSSDCapacityGB(mt) })	COMMENT
LOW	scraper/aws/rds.go	181	}	COMMENT
LOW	scraper/aws/rds_engine_versions.go	21	// coverage, so it is the representative region. Widening to a small region set	COMMENT
LOW	scraper/aws/rds_test.go	41	engineBucket := getPricingBucket(attributes["engineCode"])	COMMENT
LOW	scraper/aws/awsutils/get_rds_license_fees.go	1	package awsutils	COMMENT
LOW	next/utils/isAvailableInRegion.ts	1	// Region availability predicate shared by the listing table.	COMMENT

Hyper-Verbose Identifiers21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	next/state.ts	55	export async function callActiveTableDataFormatter() {	CODE
LOW	next/state.ts	62	export function useActiveTableDataFormatter(fn: () => Promise<string[][]>) {	CODE
LOW	next/app/azure/vm/[slug]/page.tsx	76	function findNearestInstanceMutatesNoCleanup(	CODE
LOW	next/app/azure/vm/[slug]/page.tsx	119	function bestAzureInstanceForEachVariant(	CODE
LOW	next/app/gcp/[slug]/page.tsx	75	function findNearestInstanceMutatesNoCleanup(	CODE
LOW	next/app/gcp/[slug]/page.tsx	118	function bestGcpInstanceForEachVariant(	CODE
LOW	next/utils/bestEc2InstanceForEachVariant.ts	3	function findNearestInstanceMutatesNoCleanup(	CODE
LOW	next/utils/useStateWithCurrentQuerySeeded.ts	3	export default function useStateWithCurrentQuerySeeded() {	CODE
LOW	next/utils/useGlobalStateValue.ts	165	export function useLastCurrencyLocalStorageValue() {	CODE
LOW	next/utils/testing/nextAllInstancesSitemapTest.ts	5	export default function nextAllInstancesSitemapTest(	CODE
LOW	next/utils/colunnData/gcp.tsx	142	export function calculateAndFormatCost(	CODE
LOW	next/utils/colunnData/azure.tsx	160	export function calculateAndFormatCost(	CODE
LOW	next/utils/colunnData/ec2/columns.tsx	88	export function calculateAndFormatCost(	CODE
LOW	next/components/Advert.tsx	22	async function fetchOrGetCachedMarketingData(marketingData: MarketingSchema) {	CODE
LOW	next/components/AdToasts.tsx	23	function setUnlessBlockingLocalStorage(key: string, value: string) {	CODE
LOW	next/components/AdToasts.tsx	164	function getUnlessUserDoesntHaveLocalStorage(key: string) {	CODE
LOW	next/components/SortToggle.test.ts	5	function findByTitleAndCheckPressed(	CODE
LOW	next/llms/generateOpensearchMarkdown.ts	9	export default function generateOpensearchMarkdown(instance: Instance) {	CODE
LOW	next/llms/generateAzureFamilyIndexes.ts	5	export default async function generateAzureFamilyIndexes(pathPrefix: string) {	CODE
LOW	next/llms/generateOpensearchFamilyIndexes.ts	9	export default async function generateOpensearchFamilyIndexes(	CODE
LOW	next/llms/generateOpensearchIndexes.ts	68	export async function generateOpensearchIndexes(	CODE

Overly Generic Function Names7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	next/app/azure/vm/[slug]/page.tsx	17	async function getData() {	CODE
LOW	next/app/gcp/[slug]/page.tsx	17	async function getData() {	CODE
LOW	next/app/aws/opensearch/[slug]/page.tsx	16	async function getData() {	CODE
LOW	next/app/aws/redshift/[slug]/page.tsx	16	async function getData() {	CODE
LOW	next/app/aws/elasticache/[slug]/page.tsx	17	async function getData() {	CODE
LOW	next/app/aws/rds/[slug]/page.tsx	16	async function getData() {	CODE
LOW	next/app/aws/ec2/[slug]/page.tsx	21	async function getData() {	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scraper/aws/bootstrapper.go	90	// Absolutely zero clue why this is being exposed by non-China, but	COMMENT

vantage-sh/ec2instances.info

Open-Source Code Quality, Security and Technical Debt Review