AI Slop Code Risk Monitor

anyproto/anytype-ts

Name: anyproto/anytype-ts — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

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0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for anyproto/anytype-ts, a TypeScript project with 9,027 GitHub stars. SynthScan examined 285,471 lines of code across 2451 source files, recording 40 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2

Adjusted Signal

0.2

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

9.0K

Stars

TypeScript

Language

285.5K

Lines of Code

2.5K

Files

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 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 40 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 0MEDIUM 3LOW 36

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 40 distinct pattern matches across 10 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 Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	extension/popup/create.tsx	462	<div id="placeholder" className="placeholder">Type...</div>	CODE
LOW	.storybook/helpers/mockData.ts	73	name: overrides.name \|\| 'John Doe',	CODE
LOW	scripts/README.md	228	"assignee": "John Doe",	CODE
LOW	src/ts/component/form/editable.tsx	81	const cnp = [ 'placeholder', classNamePlaceholder ];	CODE
LOW	src/ts/component/form/editable.tsx	407	id="placeholder"	CODE
LOW	src/ts/component/form/phrase.tsx	272	{placeholder ? <div ref={placeholderRef} id="placeholder" className="placeholder">{placeholder}</div> : ''}	CODE
LOW	src/ts/component/form/filter.tsx	189	node.setAttribute('placeholder', v);	CODE
LOW	src/ts/component/form/inputWithLabel.stories.tsx	24	value: 'user@example.com',	CODE
LOW	src/ts/component/util/object/name.stories.tsx	39	object: { name: 'John Doe' },	CODE
LOW	src/ts/component/cell/object.tsx	252	<div ref={placeholderRef} id="placeholder" className="placeholder">{placeholder}</div>	CODE
LOW	src/ts/component/cell/select.tsx	245	<div ref={placeholderRef} id="placeholder" className="placeholder">{placeholder}</div>	CODE
LOW	src/ts/component/block/dataview/filters/rule.tsx	230	return <Label className="placeholder" text={translate(key)} />;	CODE
LOW	src/ts/component/block/dataview/filters/rule.tsx	286	return <Label className="placeholder" text={translate('filterPlaceholderSelect')} />;	CODE

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docs/plans/visuals/chat-tool-activity.html	1	<div id="chat-tool-activity" aria-label="Chat tool activity">	COMMENT
LOW	docs/plans/visuals/chat-tool-activity.html	21	#chat-tool-activity .tool-item { border-top:1px solid var(--chat-line); padding:12px; }	COMMENT
LOW	scripts/proto-overrides/struct.ts	1	// Hand-optimized override of the ts-proto generated google/protobuf/struct.ts.	COMMENT
LOW	electron/ts/main.ts	181	// Full contentTracing instruments the network service. In dev, Vite serves the app	COMMENT
LOW	electron/ts/update.ts	141	autoUpdater.quitAndInstall(false, true);	COMMENT
LOW	src/scss/popup/aiOnboarding.scss	301	// transition: all 0.3s $smooth-curve;	COMMENT
LOW	…s/component/page/main/settings/space/deletionAudit.tsx	1	import React, { forwardRef, useState, useEffect, useRef, useImperativeHandle, MouseEvent } from 'react';	COMMENT
LOW	src/ts/component/popup/search.tsx	281	const [ dummy, setDummy ] = useState(0);	COMMENT
LOW	src/ts/component/popup/search.tsx	361	const recentSortRef = useRef(String((legacyGlobalSide ? storage.recentSortGlobal : storage.recentSort) \|\| 'edited'));	COMMENT
LOW	src/ts/component/block/chat.tsx	1761	// window, incoming messages are read in place, so unread aggregates (vault,	COMMENT
LOW	src/ts/component/block/chat.tsx	2001	// time this layout effect runs, so we can scroll straight to the target (last-read	COMMENT
LOW	src/ts/component/block/text.tsx	181	// When focused, the local editable DOM may be ahead of the store during	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/ts/lib/presence.test.ts	68	expect(store.Presence.setTyping.mock.calls.map(([ , entry ]) => entry.replyTo)).toEqual([ 'post1', '', '' ]);	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/generate-protos.sh	30	# Create a wrapper that protoc can execute as a plugin.	COMMENT
MEDIUM	scripts/generate-protos.sh	47	# Create a temp directory with the proto file structure that matches import paths	COMMENT

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	.claude/skills/release-notes/generate_docx.py	180	print(f"Error: {input_path} not found", file=sys.stderr)	CODE
LOW	.github/scripts/parse_all_latest_urls.py	85	except Exception as e:	CODE
LOW	.github/scripts/parse_all_latest_urls.py	110	except Exception as e:	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	electron/ts/main.ts	232	function waitForLibraryAndCreateWindows () {	CODE
LOW	src/ts/lib/util/sparkOnboardingWorker.ts	200	export function createWorkerMessageSender(worker: Worker) {	CODE
LOW	src/ts/lib/util/sparkOnboardingKeyboard.ts	69	export function createFormKeyboardHandler(	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/release-notes/generate_docx.py	44		CODE
LOW	.github/scripts/parse_all_latest_urls.py	5		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/release-notes/generate_docx.py	90		CODE
LOW	.github/scripts/parse_all_latest_urls.py	21		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate-protos.sh	4	# Usage:	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/whatsNew-legacy.ts	4052	text(`Don't forget to <span class="textColor textColor-red">save your seed phrase</span> to save access to all your p	CODE