AI Slop Code Risk Monitor

PipedreamHQ/pipedream

Name: PipedreamHQ/pipedream — JavaScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

Connect APIs, remarkably fast. Free for developers.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for PipedreamHQ/pipedream, a JavaScript project with 11,766 GitHub stars. SynthScan examined 162,727 lines of code across 6345 source files, recording 28 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

11.8K

Stars

JavaScript

Language

162.7K

Lines of Code

6.3K

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

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

PR Review Velocity Impact 1.5/100 · LOW

Which changes need focused human review? 28 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 20

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 28 distinct pattern matches across 6 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.

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	.coderabbit.yaml	16	# ── All component files ────────────────────────────────────────────────────	COMMENT
MEDIUM	.coderabbit.yaml	90	# ── Action components ──────────────────────────────────────────────────────	COMMENT
MEDIUM	.coderabbit.yaml	130	# ── Source (event) components ──────────────────────────────────────────────	COMMENT
MEDIUM	.coderabbit.yaml	152	# ── App definition files ───────────────────────────────────────────────────	COMMENT
MEDIUM	.coderabbit.yaml	174	# ── Shared utility files ───────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	platform/lib/file-stream.ts	387	function getDataUrlStreamAndMetadata(dataUrl: string): { stream: Readable; metadata: FileMetadata } {	CODE
LOW	platform/lib/file-stream.ts	422	async function getLocalFileStreamAndMetadata(	CODE
LOW	platform/lib/file-stream.ts	440	async function getRemoteFileStreamAndMetadata(url: string): Promise<{ stream: Readable; metadata: FileMetadata }> {	CODE
LOW	components/twitter/common/addObjIncludes.ts	30	export function getDirectMessageIncludeIds(obj: DirectMessage) {	CODE
LOW	scripts/generate-package-report.js	472	function validatePackageDependencies(packageJson, app) {	CODE
LOW	…ages/connect-react/src/hooks/customization-context.tsx	183	function createSelectCustomization(): Customization["select"] {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	141	function getNextPublishableVersion(inFileVersion, baseVersion) {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	164	async function getComponentsWithVersionDowngrade(filePaths = []) {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	302	function getComponentsDependencies({ filePaths, dependencyFilesDict }) {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	324	function getFilesToBeCheckByDependency(componentsDependencies) {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	363	function getComponentsThatNeedToBeModified({ filesToBeCheckedByDependency, otherFiles }) {	CODE
LOW	.github/actions/git-diff-on-components/src/index.js	381	function getComponentsPendingForGitDiff(componentsThatNeedToBeModified) {	CODE
LOW	…b/actions/create-package-validation-issue/src/index.js	241	function generateFailureCategoriesText(reportData) {	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	components/google_gemini/README.md	11	- Personalized Email Campaigns: Link Google Gemini with an email service like SendGrid on Pipedream. Design a workfl	CODE
HIGH	components/orshot/README.md	3	[Orshot](https://orshot.com) is an automated image generation API that allows you to generate dynamic images from pre-de	CODE

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/connect-react/src/theme.ts	21	// select.multiValueRemove:hover:color	COMMENT
LOW	packages/connect-react/src/theme.ts	41	// select.option:disabled:color	COMMENT
LOW	.github/workflows/component-registry-version-check.yaml	1	# Registry version-floor check.	COMMENT
LOW	.github/workflows/component-registry-version-check.yaml	21	# SECURITY (pull_request_target):	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	components/docugenerate/README.md	31	- Data: Provide JSON data matching your template merge tags (e.g., `{ "name": "John Doe" }`)	CODE
LOW	components/apitemplate_io/app/apitemplate_io.app.ts	138	description: "Array of objects with the property name and the replaced values on the template, as shown below:\n\n	CODE
LOW	…ns/create-package-validation-issue/test/test-action.js	24	'github-token': 'fake-token-for-testing',	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	components/guardrails/package.json	10	"homepage": "https://pipedream.com/apps/guardrails",	CODE