AI Slop Code Risk Monitor

nguyenphutrong/quotio

Name: nguyenphutrong/quotio — Rust 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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0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nguyenphutrong/quotio, a Rust project with 4,903 GitHub stars. SynthScan examined 135,416 lines of code across 584 source files, recording 44 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.9K

Stars

Rust

Language

135.4K

Lines of Code

584

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 24 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 44 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 18LOW 26

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 44 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.

Decorative Section Separators18 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.github/workflows/macos-release.yml	29	# ===========================================	COMMENT
MEDIUM⚡	.github/workflows/macos-release.yml	31	# ===========================================	COMMENT
MEDIUM⚡	.github/workflows/macos-release.yml	38	# ===========================================	COMMENT
MEDIUM⚡	.github/workflows/macos-release.yml	40	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	52	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	54	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	99	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	101	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	242	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	244	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	258	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	260	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	330	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	332	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	394	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	396	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	413	# ===========================================	COMMENT
MEDIUM	.github/workflows/macos-release.yml	415	# ===========================================	COMMENT

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	…uotioPresentation/MenuBar/MenuBarSettingsManager.swift	1	//	COMMENT
LOW	…QuotioPresentation/MenuBar/StatusBarMenuRenderer.swift	1	//	COMMENT
LOW	…/QuotioPresentation/Components/SmallProgressView.swift	1	//	COMMENT
LOW	apps/cli/src/cli.rs	21	MigrationInspect {	COMMENT
LOW	apps/cli/src/cli.rs	161	/// Read CLIProxyAPI auth files from this absolute directory, without modifying them	COMMENT
LOW	apps/cli/src/cli.rs	261	#[derive(Debug, Subcommand)]	COMMENT
LOW	apps/cli/src/cli.rs	281	/// Read an API key from a pipe instead of the hidden terminal prompt	COMMENT
LOW	apps/cli/src/cli.rs	321	/// Read this TOML config instead of the platform default	COMMENT
LOW	apps/cli/src/cli.rs	341	pub adopt_vault_namespace: Option<crate::accounts::vault::VaultNamespace>,	COMMENT
LOW	apps/ios/Tests/QuotioMobileTests/MobileTests.swift	121	try storage.save(MobileState())	COMMENT
LOW	…ps/ios/Tests/QuotioMobileTests/PresentationTests.swift	41	let old = #"{"id":"w","name":"Weekly","state":"available","remainingPercent":40,"fetchedAt":0}"#	COMMENT
LOW	…ps/ios/Tests/QuotioMobileTests/PresentationTests.swift	61	}	COMMENT
LOW	…ps/ios/Tests/QuotioMobileTests/PresentationTests.swift	81	#expect(DisplayNames.metricLabel("Workspace bytrong credits") == "Workspace bytrong credits")	COMMENT
LOW	…ps/ios/Tests/QuotioMobileTests/PresentationTests.swift	121	#expect(pinned?.accounts.first?.id == "codex-work")	COMMENT

Hyper-Verbose Identifiers6 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	apps/cli/scripts/test-check-advisories.py	37	def test_clean_and_vulnerable_results(self):	STRING
LOW⚡	apps/cli/scripts/test-check-advisories.py	42	def test_incomplete_or_invalid_responses_fail_closed(self):	STRING
LOW⚡	apps/cli/scripts/test-check-advisories.py	47	def test_private_registry_metadata_is_not_sent(self):	STRING
LOW	apps/cli/scripts/test-third-party-notices.py	14	def test_uses_only_the_matching_versioned_supplement(self):	CODE
LOW	apps/cli/scripts/test-third-party-notices.py	37	def test_selects_build_and_normal_dependencies_and_requires_text(self):	CODE
LOW	apps/cli/scripts/test-package-release.py	22	def test_assemble_real_npm_tarball_and_formula(self):	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…tioPresentationTests/AccountsScreenSnapshotTests.swift	142	let cursorSecond = account("cursor", "cursor-second-long-account-name@example.org", sources: [	CODE
LOW	…QuotioPresentationTests/MonitorPresentationTests.swift	114	let row = AccountRowData.from(provider: provider, accountKey: "user@example.com")	CODE
LOW	…QuotioPresentationTests/MonitorPresentationTests.swift	119	let row = AccountRowData.from(provider: provider, accountKey: "user@example.com")	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	apps/cli/scripts/test-package-release.py	22		CODE
LOW	apps/cli/scripts/package-release.py	80		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/macos-release.yml	344	# Check if there are changes to commit	COMMENT