AI Slop Code Risk Monitor

agenda/agenda

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

Lightweight job scheduling for Node.js

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for agenda/agenda, a HTML project with 9,712 GitHub stars. SynthScan examined 101,174 lines of code across 277 source files, recording 39 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5
Adjusted Signal
0.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
9.7K
Stars
HTML
Language
101.2K
Lines of Code
277
Files
39
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 2.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 2.0/100 · LOW

Which changes need focused human review? 39 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 38

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 39 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.

Structural Annotation Overuse10 hits · 17 pts
SeverityFileLineSnippetContext
LOWdocs/migration-guide-v6.md458### Step 1: Update Node.jsCOMMENT
LOWdocs/migration-guide-v6.md465### Step 2: Install PackagesCOMMENT
LOWdocs/migration-guide-v6.md476### Step 3: Update ImportsCOMMENT
LOWdocs/migration-guide-v6.md498### Step 4: Update Agenda InstantiationCOMMENT
LOWdocs/migration-guide-v6.md519### Step 5: Move Backend-Specific OptionsCOMMENT
LOWdocs/migration-guide-v6.md541### Step 6: Update Custom Repository UsageCOMMENT
LOWdocs/migration-guide-v6.md570### Step 7: Update TestsCOMMENT
LOW⚡packages/agenda/src/utils/dateConstraints.ts136 // Step 1: Apply date range constraints (start date)COMMENT
LOW⚡packages/agenda/src/utils/dateConstraints.ts142 // Step 2: Apply skip daysCOMMENT
LOW⚡packages/agenda/src/utils/dateConstraints.ts148 // Step 3: Check end date constraint again (skip days may have moved the date)COMMENT
Fake / Example Data12 hits · 12 pts
SeverityFileLineSnippetContext
LOWREADME.md154 await agenda.schedule('in 20 minutes', 'send email report', { to: 'admin@example.com' });CODE
LOWdocs/migration-guide-v6.md612 await agenda.every('1 hour', 'send-email', { to: 'user@example.com', subject: 'Hello' });CODE
LOWdocs/migration-guide-v6.md643 await agenda.every('1 hour', 'send-email', { to: 'user@example.com', subject: 'Hello' });CODE
LOWexamples/decorators.ts214 recipient: 'admin@example.com',CODE
LOWexamples/job-data-types.ts122 to: 'user@example.com',CODE
LOWexamples/job-data-types.ts137 street: '123 Main St',CODE
LOWexamples/job-data-types.ts160 to: 'admin@example.com',CODE
LOWpackages/redis-backend/README.md49await agenda.every('5 minutes', 'send-email', { to: 'user@example.com', subject: 'Hello', body: 'World' });CODE
LOWpackages/agenda/README.md78await agenda.every('1 hour', 'send email', { to: 'user@example.com', subject: 'Hello' });CODE
LOWpackages/agenda/README.md79await agenda.schedule('in 5 minutes', 'send email', { to: 'admin@example.com', subject: 'Report' });CODE
LOWpackages/mongo-backend/README.md52await agenda.every('1 hour', 'send-email', { to: 'user@example.com', subject: 'Hello' });CODE
LOWpackages/postgres-backend/README.md48await agenda.every('5 minutes', 'send-email', { to: 'user@example.com', subject: 'Hello', body: 'World' });CODE
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOW…ages/agenda/test/shared/removeoncomplete-test-suite.ts39export function removeOnCompleteTestSuite(config: RemoveOnCompleteTestConfig): void {CODE
LOW…/agenda/test/shared/notification-channel-test-suite.ts57function createTestStateNotification(CODE
LOW…/agenda/test/shared/notification-channel-test-suite.ts73export function notificationChannelTestSuite(config: NotificationChannelTestConfig): void {CODE
LOWpackages/agenda/src/decorators/metadata.ts52export function getOrCreateControllerMetadata(target: Constructor): ControllerMetadata {CODE
LOWpackages/agenda/src/decorators/metadata.ts52export function getOrCreateControllerMetadata(target: Constructor): ControllerMetadata {CODE
LOWpackages/agenda/src/utils/dateConstraints.ts96export function applyDateRangeConstraints(CODE
LOWpackages/agendash/client/src/App.vue134function handleConfirmRequeueMulti(jobIds: string[]) {CODE
LOWpackages/postgres-backend/src/schema.ts78export function getUpdateTimestampTriggerSQL(tableName: string): string {CODE
Verbosity Indicators3 hits · 7 pts
SeverityFileLineSnippetContext
LOW⚡packages/agenda/src/utils/dateConstraints.ts136 // Step 1: Apply date range constraints (start date)COMMENT
LOW⚡packages/agenda/src/utils/dateConstraints.ts142 // Step 2: Apply skip daysCOMMENT
LOW⚡packages/agenda/src/utils/dateConstraints.ts148 // Step 3: Check end date constraint again (skip days may have moved the date)COMMENT
Slop Phrases2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMeslint.config.js49 // Examples are allowed to use console for demonstration purposesCOMMENT
LOWdocs-legacy/4.x/index.html668<p><em>IMPORTANT:</em> To <a href="https://docs.mongodb.com/manual/reference/method/db.collection.update/#use-unique-indCODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWexamples/graceful-shutdown.ts81COMMENT
LOWexamples/graceful-shutdown.ts101 // ALTERNATIVE: Shutdown with timeoutCOMMENT
LOW.github/workflows/codeql-analysis.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql-analysis.yml61 # ℹ️ Command-line programs to run using the OS shell.COMMENT