AI Slop Code Risk Monitor

buefy/buefy

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

Lightweight UI components for Vue.js based on Bulma

2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for buefy/buefy, a Vue project with 9,508 GitHub stars. SynthScan examined 105,717 lines of code across 848 source files, recording 211 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 2.6 (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.

2.6
Adjusted Signal
2.6
Raw Pattern Score
100%
Time Factor
2026-09-08
Last Push
9.5K
Stars
Vue
Language
105.7K
Lines of Code
848
Files
211
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 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 7 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.6/100 · LOW

Are imports declared and package/API names verified? 202 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 211 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 2LOW 209

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 211 distinct pattern matches across 5 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.

Fake / Example Data202 hits · 260 pts
SeverityFileLineSnippetContext
LOWSKILL.md382 <b-input v-model="form.email" type="email" placeholder="user@example.com" />CODE
LOWSKILL.md1033 <b-input v-model="form.email" type="email" icon="email" placeholder="user@example.com" />CODE
LOWpackages/buefy/src/components/timepicker/Timepicker.vue24 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/timepicker/Timepicker.vue129 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/input/Input.spec.ts131 expect(target.element.getAttribute('placeholder')).toBe('Awesome!')CODE
LOW…kages/buefy/src/components/clockpicker/Clockpicker.vue24 :placeholder="placeholder"CODE
LOW…kages/buefy/src/components/clockpicker/Clockpicker.vue153 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/datepicker/Datepicker.vue27 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/datepicker/Datepicker.vue211 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/image/Image.vue27 name="placeholder"CODE
LOWpackages/buefy/src/components/image/Image.vue33 class="placeholder"CODE
LOWpackages/buefy/src/components/table/TableMobileSort.vue30 <template v-if="placeholder">CODE
LOW…buefy/src/components/datetimepicker/Datetimepicker.vue27 :placeholder="placeholder"CODE
LOW…buefy/src/components/datetimepicker/Datetimepicker.vue79 :placeholder="placeholder"CODE
LOW…kages/buefy/src/components/numberinput/Numberinput.vue57 :placeholder="placeholder"CODE
LOWpackages/buefy/src/components/select/Select.vue19 <template v-if="placeholder">CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue35 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue35 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue36 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue36 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue37 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue37 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue38 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue38 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue39 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue39 Lorem ipsum dolor sit amet. <br />CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue40 Lorem ipsum dolor sit amet.CODE
LOW⚡…docs/src/pages/components/tabs/examples/ExVertical.vue40 Lorem ipsum dolor sit amet.CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue55 content: "Pictures: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue55 content: "Pictures: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue61 content: "Music: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue61 content: "Music: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue67 content: "Videos: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue67 content: "Videos: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue73 content: "Games: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue73 content: "Games: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue79 content: "Comics: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue79 content: "Comics: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue85 content: "Movies: Lorem ipsum dolor sit amet.",CODE
LOW⚡…/docs/src/pages/components/tabs/examples/ExDynamic.vue85 content: "Movies: Lorem ipsum dolor sit amet.",CODE
LOW…/docs/src/pages/components/tabs/examples/ExDynamic.vue101 content: "Books: Lorem ipsum dolor sit amet.",CODE
LOW…/docs/src/pages/components/tabs/examples/ExDynamic.vue101 content: "Books: Lorem ipsum dolor sit amet.",CODE
LOW…s/docs/src/pages/components/tabs/examples/ExSimple.vue11 Lorem ipsum dolor sit amet.CODE
LOW…s/docs/src/pages/components/tabs/examples/ExSimple.vue11 Lorem ipsum dolor sit amet.CODE
LOW…ocs/src/pages/components/tooltip/examples/ExCustom.vue7 <b>Lorem ipsum dolor sit amet</b>, consectetur warning elit. <i>Fusce id fermentum quam</i>.CODE
LOW…ocs/src/pages/components/tooltip/examples/ExCustom.vue7 <b>Lorem ipsum dolor sit amet</b>, consectetur warning elit. <i>Fusce id fermentum quam</i>.CODE
LOW…ges/components/loading/examples/ExProgrammatically.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…ges/components/loading/examples/ExProgrammatically.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…/src/pages/components/loading/examples/ExTemplated.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…/src/pages/components/loading/examples/ExTemplated.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…ocs/src/pages/components/loading/examples/ExSimple.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…ocs/src/pages/components/loading/examples/ExSimple.vue17 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…s/notification/examples/ExAutoCloseWithProgressBar.vue14 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…s/notification/examples/ExAutoCloseWithProgressBar.vue14 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW⚡…src/pages/components/notification/examples/ExIcons.vue8 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW⚡…src/pages/components/notification/examples/ExIcons.vue8 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW⚡…src/pages/components/notification/examples/ExIcons.vue18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW⚡…src/pages/components/notification/examples/ExIcons.vue18 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…src/pages/components/notification/examples/ExIcons.vue29 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
LOW…src/pages/components/notification/examples/ExIcons.vue29 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce idCODE
142 more matches not shown…
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMpackages/docs/src/pages/installation/usage/start.ts108// ── Framework tutorial snippets ───────────────────────────────────────────────COMMENT
MEDIUMpackages/docs/src/pages/installation/usage/start.ts161// ── StackBlitz examples ───────────────────────────────────────────────────────COMMENT
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWpackages/buefy/src/scss/components/_steps.scss121 // &::before, &::after {COMMENT
LOWpackages/buefy/src/utils/helpers.ts441COMMENT
LOW…kages/buefy/src/components/table/tableStickyOffsets.ts1// Pure helpers for computing per-column `left` pixel offsets for stackedCOMMENT
LOWpackages/buefy/src/components/table/Table.vue861 this.$el.querySelector('table').focus()COMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpackages/buefy/src/utils/helpers.ts254export function removeDiacriticsFromString(value: string): string {CODE
LOW…kages/buefy/src/components/table/tableColumnHelpers.ts10export function computeIsHeaderUnselectable(column: ITableColumn): boolean {CODE
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/docs/src/pages/Extensions.vue11 Also, don't forget to add a Pull Request if you've made one :)CODE