AI Slop Code Risk Monitor

nitrojs/nitro

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

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0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nitrojs/nitro, a TypeScript project with 11,338 GitHub stars. SynthScan examined 93,222 lines of code across 1171 source files, recording 27 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
2026-10-31
Last Push
11.3K
Stars
TypeScript
Language
93.2K
Lines of Code
1.2K
Files
27
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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 27 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 1HIGH 0MEDIUM 0LOW 26

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 27 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 Identifiers18 hits · 18 pts
SeverityFileLineSnippetContext
LOWtest/presets/vercel.test.ts1126async function testVercelWebSocketUpgrade(CODE
LOWsrc/config/resolvers/export-conditions.ts3export async function resolveExportConditionsOptions(options: NitroOptions) {CODE
LOWsrc/config/resolvers/runtime-config.ts5export async function resolveRuntimeConfigOptions(options: NitroOptions) {CODE
LOWsrc/config/resolvers/runtime-config.ts39function checkSerializableRuntimeConfig(obj: any, path: string[] = []) {CODE
LOWsrc/config/resolvers/tracing.ts5export async function resolveTracingChannelOptions(options: NitroOptions) {CODE
LOWsrc/config/resolvers/compatibility.ts4export async function resolveCompatibilityOptions(options: NitroOptions) {CODE
LOWsrc/runtime/internal/app.ts107export function createRouteRulesMiddleware(): Middleware {CODE
LOWsrc/runtime/internal/app.ts126export function createCacheRuleMiddleware(): Middleware {CODE
LOWsrc/runtime/internal/app.ts166export function createMethodNotAllowedMatcher(CODE
LOWsrc/utils/database.ts24export async function resolveDatabaseConnections(CODE
LOWsrc/dev/_devtools-json.ts16export function createDevToolsJSONHandler(nitro: Nitro) {CODE
LOWsrc/dev/_proxy.ts84export function createWorkerWebSocketProxy(CODE
LOWsrc/presets/vercel/utils.ts706async function createFunctionDirWithCustomConfig(CODE
LOWsrc/presets/vercel/immutable.ts38export function setupImmutableStaticFiles(nitro: Nitro) {CODE
LOWsrc/presets/vercel/immutable.ts69export async function generateImmutableManifest(nitro: Nitro) {CODE
LOWsrc/presets/azure/_functions.ts77async function getInstalledFunctionsVersion(rootDir: string): Promise<number | undefined> {CODE
LOWsrc/presets/azure/runtime/_utils.ts4export function getAzureParsedCookiesFromHeaders(headers: Headers): Cookie[] {CODE
LOWsrc/presets/netlify/utils.ts102export function generateNetlifyEdgeFunction(nitro: Nitro) {CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/presets/azure/utils.ts94 for (const customRoute of nitro.options.azure.config.routes.reverse()) {CODE
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOWdocs/.docs/utils/definePageMeta.ts1// `definePageMeta` stand-in for the undocs theme layer (there are no auto-imports).COMMENT
LOWscripts/release.ts101 const localHead = run("git rev-parse HEAD", { silent: true }).trim();COMMENT
LOWscripts/release.ts121 // ) as CIRun[];COMMENT
LOWscripts/release.ts141 // console.log(` ${jobIcon} ${job.name}`);COMMENT
LOWsrc/dev/server.ts41}COMMENT
LOWsrc/presets/vercel/immutable.ts1import { glob } from "tinyglobby";COMMENT
LOWsrc/presets/cloudflare/output-plugins.ts1import type { Plugin } from "rollup";COMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtest/unit/telemetry-logger.test.ts38async function handleRequest(path: string, ops: Array<Parameters<typeof traced>>): Promise<void> {CODE