AI Slop Code Risk Monitor

TypeStrong/typedoc

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

Documentation generator for TypeScript projects.

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for TypeStrong/typedoc, a TypeScript project with 8,453 GitHub stars. SynthScan examined 138,067 lines of code across 837 source files, recording 52 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-07-13
Last Push
8.5K
Stars
TypeScript
Language
138.1K
Lines of Code
837
Files
52
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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 52 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 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 47 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 52 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 0LOW 52

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 52 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.

Hyper-Verbose Identifiers47 hits · 47 pts
SeverityFileLineSnippetContext
LOWsrc/test/converter/function/function.ts47export function functionWithOptionalValue(CODE
LOWsrc/lib/converter/symbols.ts434function convertTypeAliasFromValueDeclaration(CODE
LOWsrc/lib/converter/symbols.ts504function convertTypeAliasAsInterface(CODE
LOWsrc/lib/converter/symbols.ts1177function convertVariableAsNamespace(CODE
LOWsrc/lib/converter/symbols.ts1196function convertVariableAsFunction(CODE
LOWsrc/lib/converter/symbols.ts1253function convertFunctionProperties(CODE
LOWsrc/lib/converter/symbols.ts1516function shouldAutomaticallyConvertAsFunction(node: ts.Declaration): boolean {CODE
LOWsrc/lib/converter/symbols.ts1545function isFunctionLikeInitializer(node: ts.Expression): boolean {CODE
LOWsrc/lib/converter/jsdoc.ts21function convertJsDocAliasAsInterface(CODE
LOWsrc/lib/converter/jsdoc.ts215function convertTemplateParameters(context: Context, node: ts.JSDoc) {CODE
LOW…lib/converter/comments/declarationReferenceResolver.ts14function resolveReferenceReflection(ref: Reflection): Reflection {CODE
LOW…lib/converter/comments/declarationReferenceResolver.ts21export function resolveDeclarationReference(CODE
LOW…lib/converter/comments/declarationReferenceResolver.ts218function resolveSymbolReferencePart(CODE
LOWsrc/lib/converter/comments/discovery.ts471function isTopmostModuleDeclaration(node: ts.ModuleDeclaration): boolean {CODE
LOWsrc/lib/converter/comments/discovery.ts498function declarationToCommentNodeIgnoringParents(CODE
LOWsrc/lib/converter/comments/discovery.ts556function declarationToCommentNodes(CODE
LOWsrc/lib/converter/comments/index.ts65function getCommentIgnoringCacheNoDiscoveryId(CODE
LOWsrc/lib/converter/comments/index.ts273function getConstructorParamPropertyComment(CODE
LOWsrc/lib/converter/comments/index.ts302function buildJsDocCommentFromParts(CODE
LOWsrc/lib/converter/plugins/InheritDocPlugin.ts228function extractInheritDocTagReference(CODE
LOWsrc/lib/converter/plugins/SourcePlugin.ts171function replaceSourcesWithParentSources(CODE
LOWsrc/lib/converter/plugins/ImplementsPlugin.ts569function getConstructorPackagePath(context: Context, clause: ts.ExpressionWithTypeArguments): string | undefined {CODE
LOWsrc/lib/converter/factories/signature.ts21export function convertConstructSignatures(context: Context, symbol: ts.Symbol) {CODE
LOWsrc/lib/converter/factories/signature.ts172export function createConstructSignatureWithType(CODE
LOWsrc/lib/converter/factories/signature.ts414function checkForDestructuredParameterDefaults(CODE
LOWsrc/lib/converter/factories/signature.ts484export function convertTypeParameterNodes(CODE
LOWsrc/lib/converter/factories/signature.ts491export function createTypeParamReflection(CODE
LOWsrc/lib/converter/factories/signature.ts537export function convertTemplateParameterNodes(CODE
LOWsrc/lib/output/themes/MarkedPlugin.tsx451function githubAlertMarkdownPlugin(md: MarkdownIt) {CODE
LOWsrc/lib/output/themes/lib.tsx95export function renderTypeParametersSignature(CODE
LOWsrc/lib/output/themes/default/DefaultTheme.tsx265 function filterMapWithNoneCollection(reflection: ReflectionGroup[] | ReflectionCategory[]) {CODE
LOWsrc/lib/output/themes/default/partials/hierarchy.tsx10function hasAnyLinkedReferenceType(h: DeclarationHierarchy | undefined): boolean {CODE
LOWsrc/lib/output/themes/default/partials/typeDetails.tsx15function renderingTypeDetailsIsUseful(CODE
LOWsrc/lib/output/themes/default/partials/typeDetails.tsx207function highlightedPropertyDetails(CODE
LOWsrc/lib/output/themes/default/partials/typeDetails.tsx229function highlightedDeclarationDetails(CODE
LOWsrc/lib/output/themes/default/partials/typeDetails.tsx432function renderingThisChildIsUseful(refl: DeclarationReflection, notRenderedTags: readonly TagString[]) {CODE
LOWsrc/lib/utils/entry-point.ts342export function getExpandedEntryPointsForPaths(CODE
LOWsrc/lib/utils/general.ts36export function hasBeenLoadedMultipleTimes() {CODE
LOWsrc/lib/utils/fs.ts259export function hasDeclarationFileExtension(path: string) {CODE
LOWsrc/lib/utils/fs.ts339export function inferPackageEntryPointPaths(CODE
LOWsrc/lib/utils/reflections.ts13export function discoverAllReferenceTypes(CODE
LOWsrc/lib/utils/paths.ts28export function splitGlobToPathAndSpecial(glob: string): { modifiers: string; path: string; glob: string } {CODE
LOWsrc/lib/utils/tsconfig.ts29export function getTypeDocOptionsFromTsConfig(file: string): any {CODE
LOWsrc/lib/utils/declaration-maps.ts55export function addInferredDeclarationMapPaths(CODE
LOWsrc/lib/utils-common/declarationReference.ts152function parseUnicodeEscapeSequence(CODE
LOWsrc/lib/utils-common/declarationReference.ts428export function parseDeclarationReference(CODE
LOWsrc/lib/validation/exports.ts6function makeIntentionallyExportedHelper(CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsite/options/validation.md101 "EnumMember",COMMENT
LOWsrc/lib/utils/html.ts41 if (isalnum(codePoints[i])) continue;COMMENT
Overly Generic Function Names2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/test/converter2/behavior/useDeclaredTypeTag.ts1function getData() {CODE
LOWsrc/test/converter2/issues/gh2401.d.ts6 export function doSomething(a: any): void;CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/lib/converter/context.ts327 // If we just registered a member of a class or interface, then we need to check ifCOMMENT