AI Slop Code Risk Monitor

tt-a1i/archify

SlopCodeMonitor badge for tt-a1i/archify Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Turn any idea, plan, or codebase into a beautiful interactive diagram. An agent skill for Claude Code, Codex, and more.

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for tt-a1i/archify, a JavaScript project with 92,131 GitHub stars. SynthScan examined 936,272 lines of code across 455 source files, recording 629 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
92.1K
Stars
JavaScript
Language
936.3K
Lines of Code
455
Files
629
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 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 626 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 626 finding(s).

PR Review Velocity Impact 3.3/100 · LOW

Which changes need focused human review? 629 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 629

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 629 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 Identifiers626 hits · 626 pts
SeverityFileLineSnippetContext
LOWexperiments/mco-showcase/mco-runtime.html8487 function reachabilityRelationships() {CODE
LOWexperiments/mco-showcase/mco-runtime.html8584 function renderReachabilityControls(id) {CODE
LOWexperiments/mco-showcase/mco-runtime.html8911 function renderRelationshipCopyAction() {CODE
LOWexperiments/mco-showcase/mco-runtime.html8952 function relationshipPulseGeometry(shape) {CODE
LOWexperiments/mco-showcase/mco-runtime.html9021 function relationshipTokenGeometry(shape, kind, key, options) {CODE
LOWexperiments/mco-showcase/mco-runtime.html9179 function directRelationshipBlocked() {CODE
LOWexperiments/mco-showcase/mco-runtime.html9188 function scheduleDirectRelationshipPreview(target) {CODE
LOWexperiments/mco-showcase/mco-runtime.html9252 function installRelationshipHitTargets() {CODE
LOWexperiments/mco-showcase/mco-runtime.html9470 function manualLensPlacementAvailable() {CODE
LOWexperiments/mco-showcase/mco-runtime.html9976 function syncRelationshipMotionPreference(event) {CODE
LOWexperiments/mco-showcase/mco-runtime.html14105 function strongerLegendOwnerActive() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html8521 function reachabilityRelationships() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html8618 function renderReachabilityControls(id) {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html8945 function renderRelationshipCopyAction() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html8986 function relationshipPulseGeometry(shape) {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html9055 function relationshipTokenGeometry(shape, kind, key, options) {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html9213 function directRelationshipBlocked() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html9222 function scheduleDirectRelationshipPreview(target) {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html9286 function installRelationshipHitTargets() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html9504 function manualLensPlacementAvailable() {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html10011 function syncRelationshipMotionPreference(event) {CODE
LOWdocs/gallery/artifacts/release-delivery.workflow.html14144 function strongerLegendOwnerActive() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html8508 function reachabilityRelationships() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html8605 function renderReachabilityControls(id) {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html8932 function renderRelationshipCopyAction() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html8973 function relationshipPulseGeometry(shape) {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9042 function relationshipTokenGeometry(shape, kind, key, options) {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9200 function directRelationshipBlocked() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9209 function scheduleDirectRelationshipPreview(target) {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9273 function installRelationshipHitTargets() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9491 function manualLensPlacementAvailable() {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html9998 function syncRelationshipMotionPreference(event) {CODE
LOWdocs/gallery/artifacts/product-analytics.dataflow.html14131 function strongerLegendOwnerActive() {CODE
LOWdocs/gallery/artifacts/orders.erd.html8740 function reachabilityRelationships() {CODE
LOWdocs/gallery/artifacts/orders.erd.html8837 function renderReachabilityControls(id) {CODE
LOWdocs/gallery/artifacts/orders.erd.html9164 function renderRelationshipCopyAction() {CODE
LOWdocs/gallery/artifacts/orders.erd.html9205 function relationshipPulseGeometry(shape) {CODE
LOWdocs/gallery/artifacts/orders.erd.html9274 function relationshipTokenGeometry(shape, kind, key, options) {CODE
LOWdocs/gallery/artifacts/orders.erd.html9432 function directRelationshipBlocked() {CODE
LOWdocs/gallery/artifacts/orders.erd.html9441 function scheduleDirectRelationshipPreview(target) {CODE
LOWdocs/gallery/artifacts/orders.erd.html9505 function installRelationshipHitTargets() {CODE
LOWdocs/gallery/artifacts/orders.erd.html9723 function manualLensPlacementAvailable() {CODE
LOWdocs/gallery/artifacts/orders.erd.html10230 function syncRelationshipMotionPreference(event) {CODE
LOWdocs/gallery/artifacts/orders.erd.html14363 function strongerLegendOwnerActive() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html8520 function reachabilityRelationships() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html8617 function renderReachabilityControls(id) {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html8944 function renderRelationshipCopyAction() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html8985 function relationshipPulseGeometry(shape) {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html9054 function relationshipTokenGeometry(shape, kind, key, options) {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html9212 function directRelationshipBlocked() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html9221 function scheduleDirectRelationshipPreview(target) {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html9285 function installRelationshipHitTargets() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html9503 function manualLensPlacementAvailable() {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html10010 function syncRelationshipMotionPreference(event) {CODE
LOWdocs/gallery/artifacts/agent-run.lifecycle.html14143 function strongerLegendOwnerActive() {CODE
LOW…lery/artifacts/production-deployment.architecture.html8572 function reachabilityRelationships() {CODE
LOW…lery/artifacts/production-deployment.architecture.html8669 function renderReachabilityControls(id) {CODE
LOW…lery/artifacts/production-deployment.architecture.html8996 function renderRelationshipCopyAction() {CODE
LOW…lery/artifacts/production-deployment.architecture.html9037 function relationshipPulseGeometry(shape) {CODE
LOW…lery/artifacts/production-deployment.architecture.html9106 function relationshipTokenGeometry(shape, kind, key, options) {CODE
566 more matches not shown…
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWdocs/guide.html225 <textarea id="scenario" data-i18n-placeholder="placeholder" placeholder="Example: Show an API request with JWT autCODE
LOWscripts/guide-template.html225 <textarea id="scenario" data-i18n-placeholder="placeholder" placeholder="Example: Show an API request with JWT autCODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWintegrations/hermes-agent/__init__.py8CODE