0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.0K

Stars

TypeScript

Language

336.3K

Lines of Code

623

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 42 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 1.4/100 · LOW

Which changes need focused human review? 70 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 2MEDIUM 6LOW 62

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 70 distinct pattern matches across 5 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 Identifiers31 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	test/javascript/node-package-inference.test.ts	15	function createProjectWithPackageJson(	CODE
LOW	test/docker-compose/docker-compose.test.ts	954	function assertDockerComposeFileValidates(dir: string) {	CODE
LOW	docusaurus/sidebars/api-sidebar.js	4	function sortGroupsInFrontOfTLTopics(a, b) {	CODE
LOW	src/inventory.ts	482	function isPrimitiveOrPrimitiveArray(type: JsiiPropertyType) {	CODE
LOW	src/ai-instructions.ts	255	function bestPracticesInstructions(project: Project): string {	CODE
LOW	src/runner-options.ts	57	export function filteredWorkflowRunsOnOptions(	CODE
LOW	src/util.ts	89	export function decamelizeKeysRecursively(	CODE
LOW	src/util.ts	455	export function assertExecutablePermissions(	CODE
LOW	src/awscdk/awscdk-deps.ts	242	function determineFrameworkVersion(options: AwsCdkDepsOptions) {	CODE
LOW	src/awscdk/internal.ts	59	export function toDeterministicSingletonUuid(	CODE
LOW	src/util/path.ts	19	export function ensureRelativePathStartsWithDot(path: string): string {	CODE
LOW	src/util/path.ts	67	export function realpathOfClosestExisting(p: string): string {	CODE
LOW	src/util/synth.ts	170	function isCommentArrayWithoutComments(obj: any): boolean {	CODE
LOW	src/cdktf/cdktf-construct.ts	39	function getDefaultConstructVersion() {	CODE
LOW	src/release/publisher.ts	1526	export function isAwsCodeArtifactRegistry(	CODE
LOW	src/release/publisher.ts	1548	function awsCodeArtifactInfoFromUrl(url?: string): AwsCodeArtifactInfo {	CODE
LOW	src/github/private/util.ts	47	export function projectPathRelativeToRepoRoot(project: Project): string {	CODE
LOW	src/javascript/util.ts	69	export function executeCommandPriorInstallation(	CODE
LOW	src/javascript/util.ts	128	export function extractCodeArtifactDetails(registryUrl: string) {	CODE
LOW	src/javascript/util.ts	173	export function tryResolveModuleManifestPath(	CODE
LOW	src/javascript/util.ts	190	export function tryResolveManifestPathFromDefaultExport(	CODE
LOW	src/javascript/util.ts	215	export function tryResolveManifestPathFromPath(	CODE
LOW	src/javascript/util.ts	235	export function tryResolveManifestPathFromSearch(	CODE
LOW	src/javascript/util.ts	292	export function tryResolveDependencyVersion(	CODE
LOW	src/javascript/util.ts	396	export function installedVersionProbablyMatches(	CODE
LOW	src/javascript/render-options.ts	288	function renderCommentedOptionsByModule(	CODE
LOW	src/javascript/render-options.ts	329	function renderCommentedOptionsInOrder(	CODE
LOW	src/javascript/node-package.ts	2578	function inferPackageManagerFromPkgJson(	CODE
LOW	src/javascript/node-package.ts	2623	function inferPackageManagerFromLockfile(	CODE
LOW	src/docker-compose/docker-compose-render.ts	193	function shouldDecamelizeDockerComposeKey(path: string[]) {	CODE
LOW	src/cdk8s/cdk8s-deps.ts	342	function determineFrameworkVersion(options: Cdk8sDepsOptions) {	CODE

Fake / Example Data26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	test/license.test.ts	30	copyrightOwner: "John Doe",	CODE
LOW	test/license.test.ts	41	copyrightOwner: "John Doe",	CODE
LOW	test/license.test.ts	64	copyrightOwner: "John Doe",	CODE
LOW	test/license.test.ts	75	copyrightOwner: "John Doe",	CODE
LOW	test/ai-instructions.test.ts	44	authorName: "John Doe",	CODE
LOW	test/toml.test.ts	51	authorName: "John Doe",	CODE
LOW	test/cli/macros.test.ts	63	jest.spyOn(git, "tryCapture").mockReturnValue("Jane Doe");	CODE
LOW	test/cli/macros.test.ts	64	expect(tryProcessMacro(cwd, "$GIT_USER_NAME")).toBe("Jane Doe");	CODE
LOW	test/github/pull-request-lint.test.ts	90	contributorStatement: "Lorem ipsum dolor sit amet",	CODE
LOW	test/github/pull-request-lint.test.ts	90	contributorStatement: "Lorem ipsum dolor sit amet",	CODE
LOW	test/github/pull-request-lint.test.ts	105	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/github/pull-request-lint.test.ts	105	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/github/pull-request-lint.test.ts	126	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/github/pull-request-lint.test.ts	126	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/github/pull-request-lint.test.ts	145	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/github/pull-request-lint.test.ts	145	const contributorStatement = "Lorem ipsum dolor sit amet";	CODE
LOW	test/javascript/license-checker.test.ts	115	copyrightOwner: "Jane Doe",	CODE
LOW	test/javascript/upgrade-dependencies.test.ts	738	email: "foo@bar.com",	CODE
LOW	test/javascript/upgrade-dependencies.test.ts	751	'git config user.email "foo@bar.com"',	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	13	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	32	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	53	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	72	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	100	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	122	authorAddress: "test@test.com",	CODE
LOW	test/cdk8s/cdk8s-construct.test.ts	145	authorAddress: "test@test.com",	CODE

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/integ-java.sh	33	# Create a Maven project structure	COMMENT
MEDIUM	scripts/integ-java.sh	83	# Create a simple projenrc.java	COMMENT
MEDIUM	scripts/integ-common.sh	68	# Create a temp directory and set up cleanup trap	COMMENT
MEDIUM	scripts/integ-go.sh	27	# Create a simple projenrc.go (Go doesn't recognize dotfiles as source)	COMMENT
MEDIUM	scripts/integ-eject.sh	14	# Create a new TypeScript project	COMMENT
MEDIUM	scripts/integ-node.sh	14	# Create a new TypeScript project	COMMENT

Magic Placeholder Names2 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	docs/introduction/getting-started.md	289	'API_KEY=your_api_key',	CODE
HIGH	docs/custom/custom-projects.md	595	//npm.pkg.github.com/:_authToken=YOUR_TOKEN_HERE	COMMENT

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	projenrc/integ-test.ts	121	// Create individual tasks for each language	COMMENT
LOW	src/util/exec.ts	1	import * as child_process from "child_process";	COMMENT
LOW	src/util/exec.ts	221	*/	COMMENT
LOW	src/typescript/typescript.ts	861	? undefined	COMMENT
LOW	src/github/auto-queue.ts	181	},	COMMENT

projen/projen

Open-Source Code Quality, Security and Technical Debt Review