AI Slop Code Risk Monitor

Waishnav/devspace

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

Minimal Coding Agent Harness on MCP for ChatGPT, Claude, Hermes, Grok Bot, OpenClaw

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Waishnav/devspace, a TypeScript project with 5,339 GitHub stars. SynthScan examined 82,075 lines of code across 304 source files, recording 165 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.0 (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.

2.0
Adjusted Signal
2.0
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.3K
Stars
TypeScript
Language
82.1K
Lines of Code
304
Files
165
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 9.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 165 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 9.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 163 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 165 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 164

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 165 distinct pattern matches across 3 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 Identifiers163 hits · 164 pts
SeverityFileLineSnippetContext
LOWtools/oxlint/anti-slop/shared/function-parameters.ts13export function functionParameterTypeAnnotation(CODE
LOWtools/oxlint/anti-slop/shared/function-parameters.ts29export function functionParameterBindingName(CODE
LOWtools/oxlint/anti-slop/shared/reflect-method.ts13export function isGlobalReflectMethodCall(CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts128function isEffectivelyEmptyTypeLiteral(type: ESTree.TSTypeLiteral): boolean {CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts132function isEffectivelyEmptyInterface(CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts144function resolvedSubstitutionArgument(CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts296export function classifyUnsafeDictionaryValue(CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts480export function isPopulatedObjectExpression(expression: ESTree.Expression): boolean {CODE
LOWtools/oxlint/anti-slop/shared/dictionary-types.ts493export function isKnownEvidenceExpression(expression: ESTree.Expression): boolean {CODE
LOWtools/oxlint/anti-slop/shared/type-alias-resolution.ts117export function createTypeAliasEnvironment(CODE
LOW…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts14function collectInferTypeParameterNames(CODE
LOW…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts35export function lexicalTypeParameterNames(CODE
LOWtools/oxlint/anti-slop/rules/no-widen-then-assert.ts18function unwrapExpressionParentheses(expression: ESTree.Expression): ESTree.Expression {CODE
LOWtools/oxlint/anti-slop/rules/no-widen-then-assert.ts143function isDefinitelyNarrowerRecordType(type: ESTree.TSType): boolean {CODE
LOWtools/oxlint/anti-slop/rules/no-widen-then-assert.ts171function resolvedVariableForIdentifier(CODE
LOW…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts6function isTypeAssertionExpression(node: ESTree.Node): node is TypeAssertionExpression {CODE
LOW…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts10function unwrapParenthesizedExpression(expression: ESTree.Expression): ESTree.Expression {CODE
LOW…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts27function isOutermostAssertionInChain(node: TypeAssertionExpression): boolean {CODE
LOW…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts39function isForbiddenAssertionChain(node: TypeAssertionExpression): boolean {CODE
LOWtools/oxlint/anti-slop/rules/no-known-value-widening.ts138function hasKnownCallArgumentEvidence(CODE
LOWtools/oxlint/anti-slop/rules/no-known-value-widening.ts192function typePredicateSubjectIndex(CODE
LOWtools/oxlint/anti-slop/rules/no-known-value-widening.ts253function isDictionaryAccumulatorTarget(destination: WideningTarget): boolean {CODE
LOW…/anti-slop/rules/no-conditional-empty-object-spread.ts16function isConditionalEmptyObjectSpread(node: ESTree.Expression): boolean {CODE
LOW…ls/oxlint/anti-slop/rules/no-unsafe-dictionary-type.ts61function isInsideTypeAliasDeclaration(node: ESTree.Node): boolean {CODE
LOW…ls/oxlint/anti-slop/rules/no-unsafe-dictionary-type.ts80function isInsideTypeParameterConstraint(node: ESTree.TSType): boolean {CODE
LOW…lop/rules/require-safety-comment-for-type-assertion.ts47function hasSafetyJustificationBefore(CODE
LOW…ols/oxlint/anti-slop/rules/no-shape-in-symbol-names.ts6function containsForbiddenSymbolName(name: string): boolean {CODE
LOWtest/package-install-smoke.test.ts16function testPackedPackageLaunchers(): void {CODE
LOWsrc/workspaces.ts739function unavailableWorkspaceError(workspaceId: string): Error {CODE
LOWsrc/workspaces.ts745export async function ensureCheckoutWorkspaceRoot(CODE
LOWsrc/local-agent-pi-sandbox.ts73export function createUserNamespaceDenialDetector() {CODE
LOWsrc/local-agent-pi-sandbox.ts349function createSandboxedBashOperations(workspace: string): BashOperations {CODE
LOWsrc/local-agent-pi-sandbox.ts545function createPiSandboxFilesystem(workspace: string): FilesystemConfig {CODE
LOWsrc/local-agent-grok.ts140export function parseGrokPromptCompletion(input: WireInput): GrokPromptCompletion | undefined {CODE
LOWsrc/roots.ts55export async function resolveCanonicalAllowedPath(CODE
LOWsrc/roots.ts79export async function resolvePathInsideCanonicalRoot(CODE
LOWsrc/local-agent-presentation.ts85export function presentAgentTargetCatalog(catalog: LocalAgentCatalog): AgentTargetCatalogOutput {CODE
LOWsrc/incoming-artifacts.ts21function hasAsciiControlCharacters(value: string): boolean {CODE
LOWsrc/incoming-artifacts.ts156export function createOpenAIIncomingArtifactAdapter(CODE
LOWsrc/incoming-artifacts.ts256export function describeIncomingArtifactValue(CODE
LOWsrc/incoming-artifacts.ts341function validateIncomingArtifactSource(source: IncomingArtifactSource): void {CODE
LOWsrc/incoming-artifacts.ts384function isOpenAIFileReferenceCandidate(value: WireInput): value is JsonObject {CODE
LOWsrc/incoming-artifacts.ts394function normalizeOpenAIFileReference(value: WireInput): OpenAIFileReference {CODE
LOWsrc/incoming-artifacts.ts490function normalizeSuppliedOpenAIFileName(value: string | undefined): string | undefined {CODE
LOWsrc/review-checkpoints.ts62export function createReviewCheckpointManager(): ReviewCheckpointManager {CODE
LOWsrc/review-checkpoints.ts320async function createWorkingTreeSnapshot(gitRoot: string, parent?: string): Promise<string> {CODE
LOWsrc/review-checkpoints.ts387async function resolveReviewCommitOrUndefined(CODE
LOWsrc/worktree-prune.ts14export async function pruneStaleManagedWorktrees(CODE
LOWsrc/local-agent-opencode.ts327function isOpenCodeTransportFailure(error: WireInput): boolean {CODE
LOWsrc/local-agent-opencode.ts404function assertOpenCodePromptSucceeded(value: WireInput): void {CODE
LOWsrc/local-agent-opencode.ts430export function extractOpenCodeFinalResponse(value: WireInput): string {CODE
LOWsrc/local-agent-opencode.ts439function extractLastOpenCodeAssistantMessageText(messages: WireInput[]): string {CODE
LOWsrc/local-agent-opencode.ts457function extractOpenCodeAssistantMessageText(value: WireInput): string {CODE
LOWsrc/local-agent-opencode.ts484function stringifyStructuredMessage(value: WireInput): string {CODE
LOWsrc/user-config.ts67export function devspaceLegacyConfigBackupPath(env: NodeJS.ProcessEnv = process.env): string {CODE
LOWsrc/local-agent-opencode-v2.ts409function isOpenCodeTransportFailure(error: WireInput): boolean {CODE
LOWsrc/local-agent-availability.ts25export function getLocalAgentProviderAvailabilitySnapshot(CODE
LOWsrc/local-agent-availability.ts45function checkLocalAgentProviderAvailability(CODE
LOWsrc/local-agent-availability.ts99export function localAgentProviderAvailability(CODE
LOWsrc/artifact-destination-windows.ts13export async function prepareWindowsArtifactDestinationDirectory(CODE
103 more matches not shown…
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMwebsite/package-lock.json10075 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWinstall/install.sh1#!/bin/shCOMMENT