AI Slop Code Risk Monitor

pinojs/pino

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

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2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pinojs/pino, a JavaScript project with 18,280 GitHub stars. SynthScan examined 23,902 lines of code across 135 source files, recording 45 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-06
Last Push
18.3K
Stars
JavaScript
Language
23.9K
Lines of Code
135
Files
45
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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 45 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 10.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 45 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 45

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 45 distinct pattern matches across 2 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 Identifiers44 hits · 55 pts
SeverityFileLineSnippetContext
LOWbrowser.js363function prependBindingsInArguments (bindings, logFunc) {CODE
LOWtest/transport/node-options.test.js10function buildTransportWithFakeThreadStream () {CODE
LOWbenchmarks/deep-object.bench.js74 function benchPinoMinLengthDeepObj (cb) {CODE
LOWbenchmarks/deep-object.bench.js80 function benchPinoNodeStreamDeepObj (cb) {CODE
LOWbenchmarks/child-child.bench.js38 function benchPinoMinLengthChildChild (cb) {CODE
LOWbenchmarks/child-child.bench.js44 function benchPinoNodeStreamChildChild (cb) {CODE
LOW⚡benchmarks/child-creation.bench.js50 function benchPinoMinLengthCreation (cb) {CODE
LOW⚡benchmarks/child-creation.bench.js57 function benchPinoNodeStreamCreation (cb) {CODE
LOW⚡benchmarks/child-creation.bench.js64 function benchPinoCreationWithOption (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js70 function benchPinoMinLengthInterpolate (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js76 function benchPinoNodeStreamInterpolate (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js82 function benchBunyanInterpolateAll (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js89 function benchWinstonInterpolateAll (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js107 function benchPinoMinLengthInterpolateAll (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js113 function benchPinoNodeStreamInterpolateAll (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js119 function benchBunyanInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js125 function benchWinstonInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js131 function benchBoleInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js137 function benchPinoInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js143 function benchPinoMinLengthInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js149 function benchPinoNodeStreamInterpolateExtra (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js155 function benchBunyanInterpolateDeep (cb) {CODE
LOW⚡benchmarks/multi-arg.bench.js161 function benchWinstonInterpolateDeep (cb) {CODE
LOWbenchmarks/multi-arg.bench.js179 function benchPinoMinLengthInterpolateDeep (cb) {CODE
LOWbenchmarks/multi-arg.bench.js185 function benchPinoNodeStreamInterpolateDeep (cb) {CODE
LOWbenchmarks/internal/redact.bench.js72 function benchPinoUnsafeAsyncNoRedact (cb) {CODE
LOWbenchmarks/internal/redact.bench.js78 function benchPinoUnsafeAsyncRedact (cb) {CODE
LOWbenchmarks/internal/custom-levels.js37 function benchPinoChildCustomLevel (cb) {CODE
LOWbenchmarks/internal/custom-levels.js43 function benchPinoChildInheritedCustomLevel (cb) {CODE
LOWbenchmarks/internal/custom-levels.js56 function benchPinoChildCreationCustomLevel (cb) {CODE
LOWbenchmarks/internal/parent-vs-child.bench.js43 function benchPinoChildChildChildChild (cb) {CODE
LOWbenchmarks/internal/parent-vs-child.bench.js61 function benchPinoBaseSerializersChild (cb) {CODE
LOWbenchmarks/internal/parent-vs-child.bench.js67 function benchPinoBaseSerializersChildSerializers (cb) {CODE
LOWbenchmarks/internal/just-pino-heavy.bench.js62 function benchPinoDestInterpolateDeep (cb) {CODE
LOWbenchmarks/internal/just-pino-heavy.bench.js68 function benchPinoAsyncInterpolateDeep (cb) {CODE
LOWbenchmarks/internal/just-pino.bench.js101 function benchPinoDestChildCreation (cb) {CODE
LOW⚡benchmarks/internal/just-pino.bench.js150 function benchPinoDestInterpolateAll (cb) {CODE
LOW⚡benchmarks/internal/just-pino.bench.js156 function benchPinoAsyncInterpolateAll (cb) {CODE
LOW⚡benchmarks/internal/just-pino.bench.js162 function benchPinoInterpolateExtra (cb) {CODE
LOW⚡benchmarks/internal/just-pino.bench.js168 function benchPinoDestInterpolateExtra (cb) {CODE
LOW⚡benchmarks/internal/just-pino.bench.js174 function benchPinoAsyncInterpolateExtra (cb) {CODE
LOWlib/tools.js404function normalizeDestFileDescriptor (destination) {CODE
LOWlib/transport-stream.js13async function loadTransportStreamBuilder (target) {CODE
LOWlib/proto.js202function defaultMixinMergeStrategy (mergeObject, mixinObject) {CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpino.d.ts1// Project: https://github.com/pinojs/pino.git, http://getpino.ioCOMMENT