AI Slop Code RIsk Monitor

nyblnet/bento

Bento, the office suite that fits in a file

5.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for nyblnet/bento, a TypeScript project with 5,430 GitHub stars. SynthScan examined 410,140 lines of code across 898 source files, recording 1639 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 5.3 (Moderate 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.

5.3
Adjusted Signal
5.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
5.4K
Stars
TypeScript
Language
410.1K
Lines of Code
898
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 14.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1342 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 9.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 267 finding(s).

PR Review Velocity Impact 23.7/100 · LOW

Which changes need focused human review? 1639 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 1HIGH 6MEDIUM 268LOW 1364

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 1639 distinct pattern matches across 9 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.

Over-Commented Block1333 hits · 1294 pts
SeverityFileLineSnippetContext
LOWhome/bridge.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/bridge.js21// ONE FILE, EVERY HOST. This used to live in home/ios/Resources/ and iOS wasCOMMENT
LOWhome/bridge.js81COMMENT
LOWhome/bridge.js101 const begin = (want, launch) => {COMMENT
LOWhome/bridge.js121 // document — already handed out, or (Android) a read-only grant — must answerCOMMENT
LOWhome/webext/src/route.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/assistant.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/assistant.js21// otherwise spend the key and read the replies. So the first request fromCOMMENT
LOWhome/webext/src/filegrant-window.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/page-bridge.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/page-bridge.js221 // name against the sender's own file at that point.COMMENT
LOWhome/webext/src/filegrant.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/background.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/background.js21// machine. So every message re-resolves from the grant; nothing is cached.COMMENT
LOWhome/webext/src/background.js161 // The candidate shares the sender's FILE NAME. That is not the same as beingCOMMENT
LOWhome/webext/src/saveas.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/saveas.js21// page showSaveFilePicker({id:'bento-copy', suggestedName})COMMENT
LOWhome/webext/src/web.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/db.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/db.js21// cache derived, disposable: one entry per document, holding what was readCOMMENT
LOWhome/webext/src/place.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/place.js21//COMMENT
LOWhome/webext/src/store.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/store.js21// names, delete(name). The names are exactly NAMES; values are opaque —COMMENT
LOWhome/webext/src/store.js41// · the old path is GONE, as seen through the extension's own folder grantCOMMENT
LOWhome/webext/src/update.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/theme.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/library.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/library.js181 if (hit) return hitCOMMENT
LOWhome/webext/src/library.js461 // EQUAL is not a downgrade. Re-fetching the version already seen is theCOMMENT
LOWhome/webext/src/library.js481 // This was the bug, and it is worth naming because it was invisible. The codeCOMMENT
LOWhome/webext/src/library.js501 // NO DOWNGRADES. Everything above passes for a replayed OLD release: it isCOMMENT
LOWhome/webext/src/home.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/home.js941 if (upd?.version) {COMMENT
LOWhome/webext/src/release.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/release.js21// party that serves the bytes.COMMENT
LOWhome/webext/src/release.js61// The 359-byte difference is a Cloudflare Web Analytics beacon the edge injectsCOMMENT
LOWhome/webext/src/prompt.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/prompt.js21// of its deck and passes through its own gate. The deck is read whole andCOMMENT
LOWhome/webext/src/consent.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/relay.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/grantflow.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/providers.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/providers.js441 yield dec.decode(value, { stream: true })COMMENT
LOWhome/webext/src/i18n.js1// SPDX-License-Identifier: MITCOMMENT
LOWhome/webext/src/i18n.js21//COMMENT
LOWhome/ios/SearchViewController.swift1// SPDX-License-Identifier: MITCOMMENT
LOWhome/ios/BentoDocument.swift1// SPDX-License-Identifier: MITCOMMENT
LOWhome/ios/Releases.swift1// SPDX-License-Identifier: MITCOMMENT
LOWhome/ios/Releases.swift21/// THIS IS THE ONE THING THE HOST FETCHES. The app makes no other networkCOMMENT
LOWhome/ios/Releases.swift101 guard let url = payload["url"] as? String, !url.isEmpty else {COMMENT
LOWhome/ios/Releases.swift161 ///COMMENT
LOWhome/ios/Releases.swift241 /// The signature covers the EXACT payload string bytes — no canonicalisation,COMMENT
LOWhome/ios/Releases.swift301 timeoutInterval: limit)COMMENT
LOWhome/ios/FolderGrants.swift1// SPDX-License-Identifier: MITCOMMENT
LOWhome/ios/project.yml21 buildPhase: resourcesCOMMENT
LOWhome/ios/project.yml41 # committed. Unset, it expands to empty and simulator builds areCOMMENT
LOWhome/ios/ExportSessions.swift1// SPDX-License-Identifier: MITCOMMENT
LOWhome/ios/ExportSessions.swift21/// is visibly for another file.COMMENT
LOWhome/ios/BentoIndex.swift1// SPDX-License-Identifier: MITCOMMENT
1273 more matches not shown…
Decorative Section Separators263 hits · 794 pts
SeverityFileLineSnippetContext
MEDIUMspaces/src/gantt.ts6// comes after inherits it ──────────────────────────────────────────────COMMENT
MEDIUMspaces/src/gantt.ts43// ── WHAT IS DELIBERATELY NOT HERE ────────────────────────────────────────COMMENT
MEDIUMspaces/src/gantt.ts58// ── DATES ────────────────────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts360 // ── 1 · TITLE ──────────────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts452 // ── 2 · ONE FILE ───────────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts497 // ── 3 · NO MOVING PARTS (staggers + count-ups, arriving by morph) ─────COMMENT
MEDIUMslides/src/starterdeck.ts540 // ── 4 · MORPH MANIFESTO ────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts774 // ── 6 · CHARTS ALIVE (+ hidden pie state) ──────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts885 // ── 7 · TABLES (real HTML table) ───────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts971 // ── 8 · MOMENTUM (line-chart hero) ─────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts998 // ── 9 · MOTION & LINES ─────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts1043 // ── 10 · CHOREOGRAPHY (base + two hidden states) ──────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts1133 // ── 11 · HOVER FOCUS ───────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts1183 // ── 12 · MARKDOWN ──────────────────────────────────────────────────────COMMENT
MEDIUMslides/src/starterdeck.ts1216 // ── 13 · CLOSE ─────────────────────────────────────────────────────────COMMENT
MEDIUMtype/src/inline.ts307// ─────────────────────────────────────────────────────────── model → HTMLCOMMENT
MEDIUMtype/src/inline.ts484// ─────────────────────────────────────────────────────────── HTML → modelCOMMENT
MEDIUMtype/src/comments.ts12// ─────────────────────────────────────────────────────────── the four choicesCOMMENT
MEDIUMtype/src/comments.ts40// ─────────────────────────────────────────────── how comments stay out of printCOMMENT
MEDIUMtype/src/comments.ts54// ───────────────────────────────────────────────────────── NEEDS FROM THE CORECOMMENT
MEDIUMtype/src/comments.ts145// ───────────────────────────────────────────────────────────────── the shapeCOMMENT
MEDIUMtype/src/comments.ts222// ─────────────────────────────────────────────────── reading and writing themCOMMENT
MEDIUMtype/src/comments.ts297// ───────────────────────────────────────────────────────── anchor maintenanceCOMMENT
MEDIUMtype/src/comments.ts436// ───────────────────────────────────────────────────────────── thread logicCOMMENT
MEDIUMtype/src/comments.ts526// ────────────────────────────────────── the hooks the core calls (see (B))COMMENT
MEDIUMtype/src/comments.ts561// ═══════════════════════════════════════════════════════════════════════ UICOMMENT
MEDIUMtype/src/comments.ts931// ─────────────────────────────────────────────────────────────── the featureCOMMENT
MEDIUMtype/src/comments.ts1072// ─────────────────────────────────────────────────────── showing and hidingCOMMENT
MEDIUMtype/src/docstyles.ts52// ═══════════════════════════════════════════════════════════ resolution (pure)COMMENT
MEDIUMtype/src/docstyles.ts298// ═══════════════════════════════════════════════════════════════════ the UICOMMENT
MEDIUMtype/src/main.ts46// ───────────────────────────────────────────────────────────── the documentCOMMENT
MEDIUMtype/src/main.ts96// ───────────────────────────────────────────────────────────────── chromeCOMMENT
MEDIUMtype/src/main.ts181// ───────────────────────────────────────────────────── chrome: labels & iconsCOMMENT
MEDIUMtype/src/main.ts295// ─────────────────────────────────────────────── the feature registry, renderedCOMMENT
MEDIUMtype/src/main.ts695// ────────────────────────────────────────────────────────── sidebarCOMMENT
MEDIUMtype/src/main.ts778// ───────────────────────────────────────────── revisions and redliningCOMMENT
MEDIUMtype/src/main.ts789// ─────────────────────────────────────────────────────────── signaturesCOMMENT
MEDIUMtype/src/main.ts888// ─────────────────────────────────────────────────────────── a small toastCOMMENT
MEDIUMtype/src/main.ts904// ─────────────────────────────────────────────────────────────── savingCOMMENT
MEDIUMtype/src/main.ts956// ─────────────────────────────────────────────────────────────── printingCOMMENT
MEDIUMtype/src/main.ts1038// ─────────────────────────────────────────────────────────────────── readyCOMMENT
MEDIUMtype/src/editor.ts60 // ───────────────────────────────────────────────────────── caret ↔ modelCOMMENT
MEDIUMtype/src/editor.ts145 // ─────────────────────────────────────────────────────────── inputCOMMENT
MEDIUMtype/src/editor.ts288 // ────────────────────────────────────────────────────────── formattingCOMMENT
MEDIUMtype/src/editor.ts495 // ───────────────────────────────────────────────────────────── keysCOMMENT
MEDIUMtype/src/props.ts38// ─────────────────────────────────────────────────────────────── small partsCOMMENT
MEDIUMtype/src/props.ts109// ────────────────────────────────────────────────────────────────── sectionsCOMMENT
MEDIUMtype/src/props.ts477// ──────────────────────────────────────────────────────────────── the panelCOMMENT
MEDIUM⚡type/src/math.ts4// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡type/src/math.ts6// ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡type/src/math.ts15// ═══ WHAT IS SUPPORTED ══════════════════════════════════════════════════════COMMENT
MEDIUMtype/src/math.ts42// ═══ WHAT IS NOT ════════════════════════════════════════════════════════════COMMENT
MEDIUMtype/src/math.ts65// ═══ HOW MATH FITS THE MODEL, AND WHY ═══════════════════════════════════════COMMENT
MEDIUMtype/src/math.ts126// ═══ NEEDS FROM THE CORE ════════════════════════════════════════════════════COMMENT
MEDIUMtype/src/math.ts239// ───────────────────────────────────────────────────────────── the renderersCOMMENT
MEDIUMtype/src/math.ts277// ───────────────────────────────────────────────────────────── editingCOMMENT
MEDIUMtype/src/math.ts365// ───────────────────────────────────────────────────────────── the chromeCOMMENT
MEDIUMtype/src/find.ts53// ───────────────────────────────────────────────────────────── the searchCOMMENT
MEDIUMtype/src/find.ts178// ─────────────────────────────────────────────────────────── decorationCOMMENT
MEDIUMtype/src/find.ts224// ────────────────────────────────────────────────────────────── the panelCOMMENT
203 more matches not shown…
Cross-Language Confusion (JS/TS)6 hits · 40 pts
SeverityFileLineSnippetContext
HIGHspaces/src/editor.ts6254 print()CODE
HIGHscripts/test-spaces-model.ts1561 ['py', 'def f():\n return None', 'def', 'k'],CODE
HIGH⚡scripts/test-home-bridge.ts206 print("ok " + b64(out) + " " + (inside ? "1" : "0"))CODE
HIGH⚡scripts/test-home-bridge.ts209 print("ok " + b64(exportName(arg(2))))CODE
HIGH⚡scripts/test-home-bridge.ts213 print("ok " + b64(targetsOpenDocument(arg(2)) ? "1" : "0"))CODE
HIGH⚡scripts/test-home-bridge.ts215 print("ok " + b64(jsString(arg(1))))CODE
Fake / Example Data27 hits · 30 pts
SeverityFileLineSnippetContext
LOWhome/android/app/src/main/res/values-night/colors.xml19 <color name="placeholder">#24313F</color>CODE
LOWhome/android/app/src/main/res/values/colors.xml19 <color name="placeholder">#E4E9EF</color>CODE
LOWslides/src/modelkeys.generated.ts17 "text": ["align", "backdropFilter", "blend", "blur", "color", "colorGradient", "fontFamily", "fontSize", "fontWeigCODE
LOWschema/slides-1.2.1.json367 "placeholder": {CODE
LOWschema/slides-1.2.0.json367 "placeholder": {CODE
LOWschema/slides-1.2.7.json367 "placeholder": {CODE
LOWschema/slides.json367 "placeholder": {CODE
LOWschema/slides-1.2.6.json367 "placeholder": {CODE
LOWschema/slides-1.1.0.json367 "placeholder": {CODE
LOWschema/slides-1.2.5.json367 "placeholder": {CODE
LOWschema/slides-1.2.4.json367 "placeholder": {CODE
LOWschema/slides-1.2.3.json367 "placeholder": {CODE
LOWschema/slides-1.2.2.json367 "placeholder": {CODE
LOWscripts/test-spaces-undo.ts64 html: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod 'CODE
LOWscripts/test-spaces-undo.ts64 html: 'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod 'CODE
LOWscripts/test-type-link.ts253 const long = 'lorem ipsum dolor sit amet '.repeat(4000) + 'x';CODE
LOWscripts/test-type-link.ts253 const long = 'lorem ipsum dolor sit amet '.repeat(4000) + 'x';CODE
LOW⚡scripts/test-dash-find.ts82 ok(matchText('Acme Ltd', q({})), 'a lowercase query matches mixed-case text by default')CODE
LOW⚡scripts/test-dash-find.ts83 ok(!matchText('Acme Ltd', q({ caseSensitive: true })), '…and does not when case matters')CODE
LOW⚡scripts/test-dash-find.ts84 ok(matchText('Acme Ltd', q({ query: 'Ac', caseSensitive: true })), 'case-sensitive matches the right case')CODE
LOW⚡scripts/test-dash-find.ts85 ok(!matchText('Acme Ltd', q({ query: 'acme', wholeCell: true })), 'whole-cell refuses a prefix')CODE
LOW⚡scripts/test-dash-find.ts86 ok(matchText('Acme Ltd', q({ query: 'acme ltd', wholeCell: true })), 'whole-cell matches the whole cell, case-folded')CODE
LOW⚡scripts/test-dash-find.ts87 ok(matchText(' Acme Ltd ', q({ query: 'Acme Ltd', wholeCell: true })),CODE
LOW⚡scripts/test-dash-find.ts89 ok(!matchText('Acme Ltd', q({ query: 'me L' })) === false,CODE
LOWscripts/test-dash-find.ts143const NAMES = ['Acme Ltd', 'Beta Co', 'acme holdings', 'Delta']CODE
LOWscripts/test-convert/pptx.ts144 reportIs(r, ['text-needs-refit', 'font-substituted'], 'placeholder')CODE
LOWscripts/test-convert/_fixtures.ts398 { name: 'placeholder', build: fxPlaceholder },CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALscripts/test-webext-assistant.ts822 ok(picked.ok === true && picked.store.providers.gemini.pinned.join() === 'gemini-1.5-pro,gemini-2.5-pro,gemini-3-pro',CODE
Modern AI Meta-Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMdocs/agents.md397## Layout guardrailsCOMMENT
MEDIUMscripts/test-autosave.ts18// writing into bento/slides' database since its scaffold landed.COMMENT
MEDIUMscripts/test-spaces-model.ts12// space" for a document it could not read. The scaffold did — it returnedCOMMENT
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWdash/src/panels.ts594 function buildCondFmtColumnSection(sheet: TableSheet): void {CODE
LOWdash/src/panels.ts622 function buildDatasetValidationSection(sheet: TableSheet): void {CODE
LOWdash/src/panels.ts655 function buildCanvasValidationSection(sheet: CanvasSheet): void {CODE
LOWdash/src/cellfmt.ts295export function describeOverrideSelection(keys: readonly string[], cursor: string): string {CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMscripts/loader-csp-server.py21# header, including harness.html, so the sandboxed iframes it hosts inheritCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/ci.yml783 # Creating a document downloads an app shell and writes it to the user'sCOMMENT