AI Slop Code Risk Monitor

obgnail/typora_plugin

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

Typora Plugin. Feature Enhancement Tool | Typora 插件,功能增强工具

2.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for obgnail/typora_plugin, a JavaScript project with 4,706 GitHub stars. SynthScan examined 81,197 lines of code across 286 source files, recording 85 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 2.2 (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.

2.2
Adjusted Signal
2.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.7K
Stars
JavaScript
Language
81.2K
Lines of Code
286
Files
85
Pattern Hits
2026-10-31
Scan Date
0.03
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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 62 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.3/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

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

PR Review Velocity Impact 10.1/100 · LOW

Which changes need focused human review? 85 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 8HIGH 0MEDIUM 8LOW 69

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 85 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.

Hallucination Indicators8 hits · 80 pts
SeverityFileLineSnippetContext
CRITICALdevelop/test/updater.test.js269 const copiedPaths = updater.fs.copy.mock.calls.map(c => c.arguments[0])CODE
CRITICALdevelop/test/updater.test.js282 const copiedPaths = updater.fs.copy.mock.calls.map(c => c.arguments[0])CODE
CRITICALdevelop/test/updater.test.js293 const copiedPaths = updater.fs.copy.mock.calls.map(c => c.arguments[0])CODE
CRITICALdevelop/test/updater.test.js304 const copiedPaths = updater.fs.copy.mock.calls.map(c => c.arguments[0])CODE
CRITICALdevelop/test/updater.test.js329 const copiedPaths = updater.fs.copy.mock.calls.map(c => c.arguments[0])CODE
CRITICALplugin/markdownlint/markdownlint.min.js11`};(0,Ce.addErrorContext)(e,t,i.trim(),void 0,void 0,void 0,o)}var Wr={names:["MD031","blanks-around-fences"],descriptioCODE
CRITICALplugin/html_editor/index.js751 count: this.entities.source.value.length.toLocaleString(),CODE
CRITICALplugin/global/core/lib/micromark.js3`)}function z(){let x=o[o.length-1],E=x[x.length-1],j=E?E.charCodeAt(E.length-1):null;j===10||j===13||j===null||v()}funcCODE
Over-Commented Block44 hits · 30 pts
SeverityFileLineSnippetContext
LOWplugin/bin/install.c1#include <stdio.h>COMMENT
LOWplugin/global/settings/settings.default.toml1# ---------------------------------------------------------------------COMMENT
LOWplugin/global/settings/settings.default.toml61COMMENT
LOWplugin/global/settings/settings.default.toml101# end : Rightmost of the tab barCOMMENT
LOWplugin/global/settings/settings.default.toml141COMMENT
LOWplugin/global/settings/settings.default.toml241HOTKEY = ""COMMENT
LOWplugin/global/settings/settings.default.toml261# Predefined command listCOMMENT
LOWplugin/global/settings/settings.default.toml381# detailAll : Show details for all errorsCOMMENT
LOWplugin/global/settings/settings.default.toml401COMMENT
LOWplugin/global/settings/settings.default.toml561# strong : BoldCOMMENT
LOWplugin/global/settings/settings.default.toml721FIX_SKIPPED_LEVEL_HEADERS = trueCOMMENT
LOWplugin/global/settings/settings.default.toml801 zoom = true,COMMENT
LOWplugin/global/settings/settings.default.toml961# Subscript rendering fontCOMMENT
LOWplugin/global/settings/settings.default.toml1001# Example: image = "Figure {i:cjk}" -> Figure 一, Figure 二COMMENT
LOWplugin/global/settings/settings.default.toml1021# lg : Lower Greek (α, β, γ...)COMMENT
LOWplugin/global/settings/settings.default.toml1261HINT_DURATION = 1000COMMENT
LOWplugin/global/settings/settings.default.toml1281# Alt-Left : goLineStartCOMMENT
LOWplugin/global/settings/settings.default.toml1461# =========== [ UI & Toolbar ] ===========COMMENT
LOWplugin/global/settings/settings.default.toml1521# Extra thumbnail preload countCOMMENT
LOWplugin/global/settings/settings.default.toml1541# location : Open image pathCOMMENT
LOWplugin/global/settings/settings.default.toml1561# decVSkew : Decrease vertical skewCOMMENT
LOWplugin/global/settings/settings.default.toml1741[text_stylize]COMMENT
LOWplugin/global/settings/settings.default.toml1761# blur : BlurCOMMENT
LOWplugin/global/settings/settings.default.toml1781# Default Format Brush defined via CSS expressions (e.g., "color:#FF0000; text-decoration:line-through;")COMMENT
LOWplugin/global/settings/settings.default.toml1921BUTTON_BOX_SHADOW_ON_HOVER = "0 2px 10px 3px rgba(0, 0, 0, .15)"COMMENT
LOWplugin/global/settings/settings.default.toml1961COMMENT
LOWplugin/global/settings/settings.default.toml1981# x1COMMENT
LOWplugin/global/settings/settings.default.toml2021# adaptive: Prioritizes 8-way recognition, but automatically falls back to 4-way for complex trajectories to improve aCOMMENT
LOWplugin/global/settings/settings.default.toml2061# Regex defining the trigger text (Must implement the named capture group 'kw')COMMENT
LOWplugin/global/settings/settings.default.toml2081# earliest_hit : Earliest match sortingCOMMENT
LOWplugin/global/settings/settings.default.toml2241# Add a ⌘ icon to action options to visually distinguish themCOMMENT
LOWplugin/global/settings/settings.default.toml2501[templater]COMMENT
LOWplugin/global/settings/settings.default.toml2521# {{ randomInt(min, max) }} Random integer within rangeCOMMENT
LOWplugin/global/settings/settings.default.toml2901HOTKEY = ""COMMENT
LOWplugin/global/settings/settings.default.toml3041# png: (Requires Canvas renderer)COMMENT
LOWplugin/global/settings/settings.default.toml3061DEFAULT_FENCE_HEIGHT = "300px"COMMENT
LOWplugin/global/settings/settings.default.toml3081// @resize falseCOMMENT
LOWplugin/global/settings/settings.default.toml3141DEFAULT_FENCE_BACKGROUND_COLOR = "transparent"COMMENT
LOWplugin/global/settings/settings.default.toml3301# rightCOMMENT
LOWplugin/global/settings/settings.default.toml3361# Default Fence Background ColorCOMMENT
LOWplugin/global/settings/settings.default.toml3421# =========== [ Template ] ===========COMMENT
LOWplugin/global/settings/settings.default.toml3481// ==BlockCodeConfig==COMMENT
LOWplugin/global/settings/settings.default.toml3501COMMENT
LOWplugin/global/settings/settings.default.toml3581COMMENT
Decorative Section Separators6 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUMdevelop/test/search_multi_qualifiers.test.js239// ─── VALIDATORS (via qualifier.validate) ─────────────────────────────────────COMMENT
MEDIUMdevelop/test/search_multi_qualifiers.test.js428// ─── CASTERS (via qualifier.cast) ────────────────────────────────────────────COMMENT
MEDIUMdevelop/test/search_multi_qualifiers.test.js606// ─── MATCHERS (via qualifier.match) ──────────────────────────────────────────COMMENT
MEDIUM⚡plugin/global/settings/settings.default.toml1# ---------------------------------------------------------------------COMMENT
MEDIUM⚡plugin/global/settings/settings.default.toml3# ---------------------------------------------------------------------COMMENT
MEDIUM⚡plugin/global/settings/settings.default.toml8# ---------------------------------------------------------------------COMMENT
Verbosity Indicators7 hits · 14 pts
SeverityFileLineSnippetContext
LOW⚡develop/test/fast-form.test.js1591 // Step 1: Modify the data when box is activeCOMMENT
LOW⚡develop/test/fast-form.test.js1596 // Step 2: Toggle the dependency to hide the boxCOMMENT
LOW⚡develop/test/fast-form.test.js1603 // Step 3: Toggle the dependency back to show the boxCOMMENT
LOWplugin/global/core/components/fast-form/watchers.js342 // Step 1: Build the dependency graph.COMMENT
LOW⚡plugin/global/core/components/fast-form/watchers.js359 // Step 2: Initialize a queue with all nodes that have an in-degree of 0 (no dependencies).COMMENT
LOW⚡plugin/global/core/components/fast-form/watchers.js363 // Step 3: Process the queue using Kahn's algorithm.COMMENT
LOWplugin/global/core/components/fast-form/watchers.js375 // Step 4: Execute watchers.COMMENT
Structural Annotation Overuse7 hits · 14 pts
SeverityFileLineSnippetContext
LOW⚡develop/test/fast-form.test.js1591 // Step 1: Modify the data when box is activeCOMMENT
LOW⚡develop/test/fast-form.test.js1596 // Step 2: Toggle the dependency to hide the boxCOMMENT
LOW⚡develop/test/fast-form.test.js1603 // Step 3: Toggle the dependency back to show the boxCOMMENT
LOWplugin/global/core/components/fast-form/watchers.js342 // Step 1: Build the dependency graph.COMMENT
LOW⚡plugin/global/core/components/fast-form/watchers.js359 // Step 2: Initialize a queue with all nodes that have an in-degree of 0 (no dependencies).COMMENT
LOW⚡plugin/global/core/components/fast-form/watchers.js363 // Step 3: Process the queue using Kahn's algorithm.COMMENT
LOWplugin/global/core/components/fast-form/watchers.js375 // Step 4: Execute watchers.COMMENT
Fake / Example Data9 hits · 9 pts
SeverityFileLineSnippetContext
LOWdevelop/test/schemas.test.js97 handleKey(field.placeholder, ctx("placeholder"))CODE
LOWdevelop/test/schemas.test.js501 if (["title", "label", "explain", "placeholder", "tooltip", "hintHeader", "hintDetail", "divider", "unit", "opCODE
LOWdevelop/test/fast-form.test.js1254 assert.strictEqual(ff.getData("fullName"), "John Doe")CODE
LOWdevelop/test/fast-form.test.js1260 assert.strictEqual(ff.getData("fullName"), "Jane Doe", "Computed value should reflect changes")CODE
LOWplugin/calendar/toastui-calendar.min.js4In order to be iterable, non-array objects must have a [Symbol.iterator]() method.`)}var A=Object.hasOwnProperty,s=ObjecCODE
LOWplugin/datatables/resource/js/dataTables.min.js57b.sFilterInput+'"/>',h=d.sSearch;h=h.match(/_INPUT_/)?h.replace("_INPUT_",g):h+g;b=k("<div/>",{id:f.f?null:c+"_filter","CODE
LOWplugin/global/core/components/fast-dropdown/index.js31 return ["value", "placeholder", "no-label", "icon"]CODE
LOWplugin/global/core/components/fast-dropdown/index.js40 } else if (name === "placeholder") {CODE
LOWplugin/markmap/resource/markmap.min.js141`,1;if(Ka>1e5&&Ka>V.index*3)throw new Error("potential infinite loop, way more iterations than matches");return he+=Q,Q.CODE
Self-Referential Comments1 hit · 4 pts
SeverityFileLineSnippetContext
MEDIUM⚡plugin/global/settings/settings.default.toml4# This file contains the default settings for Typora-PluginCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMdevelop/package-lock.json5006 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWplugin/global/core/components/fast-form/controls.js54function registerNumericalDefaultRules({ field, form }) {CODE
LOWplugin/global/core/components/fast-form/controls.js70function registerItemLengthLimitRule({ field, form }) {CODE