AI Slop Code Risk Monitor

ryoppippi/ccusage

Name: ryoppippi/ccusage — 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).

npx ccusage

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ryoppippi/ccusage, a Rust project with 19,276 GitHub stars. SynthScan examined 147,260 lines of code across 385 source files, recording 40 pattern matches distributed across 4 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

19.3K

Stars

Rust

Language

147.3K

Lines of Code

385

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

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

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 2.4/100 · 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 3HIGH 1MEDIUM 0LOW 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 4 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 Indicators3 hits · 45 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	rust/adapters/pi/src/parser.rs	737	&entry.data.message.usage.input_tokens.to_string(),	CODE
CRITICAL⚡	rust/adapters/pi/src/parser.rs	738	&entry.data.message.usage.output_tokens.to_string(),	CODE
CRITICAL⚡	rust/adapters/pi/src/parser.rs	745	&entry.data.message.usage.cache_read_input_tokens.to_string(),	CODE

Over-Commented Block26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	rust/crates/ccusage-config/src/config_schema.rs	481	#[derive(Debug, Default, Deserialize, JsonSchema)]	COMMENT
LOW	rust/crates/ccusage-pricing-snapshots/src/lib.rs	1	//! The pricing snapshots embedded in the ccusage binary.	COMMENT
LOW	rust/crates/ccusage-terminal/src/width.rs	81		COMMENT
LOW	rust/crates/ccusage-core/src/fast.rs	21	/// `memmem` path instead of allocating a fresh searcher per `str::contains`	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	21		COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	41		COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	461	/// the user after any timestamp-based schedule has been selected.	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	481	/// event through it would otherwise spend most of a report there. Keys	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	621	/// models.dev sets this to the catalog's directory name, which is also the	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	641	struct ModelsDevCatalogRules {	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	741	})	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	1721	/// Whether `model` names an entry that only an exact request may use, which	COMMENT
LOW	rust/crates/ccusage-core/src/pricing.rs	2081	fn models_dev_fallback_enabled(&self) -> bool {	COMMENT
LOW	rust/adapters/gemini/src/parser.rs	21	/// Token counts are intentionally kept as raw [`Value`] trees (`tokens`,	COMMENT
LOW	rust/adapters/gemini/src/parser.rs	41	created_at: Option<String>,	COMMENT
LOW	rust/adapters/openclaw/src/parser.rs	81	#[serde(default, deserialize_with = "jsonl::non_empty_string")]	COMMENT
LOW	rust/adapters/claude/src/paths.rs	81	/// Margin subtracted from the `--since` lower bound before comparing it with	COMMENT
LOW	rust/adapters/claude/src/paths.rs	101	/// files (subagent and workflow transcripts, legacy flat `agent-*.jsonl`	COMMENT
LOW	rust/adapters/codex/src/parser.rs	121	///	COMMENT
LOW	rust/adapters/common/src/jsonl.rs	1	//! Shared JSONL parsing helpers for agent adapters.	COMMENT
LOW	rust/adapters/common/src/jsonl.rs	21	/// Iterate over deserialized JSONL records contained in `content`.	COMMENT
LOW	rust/adapters/common/src/jsonl.rs	61	})	COMMENT
LOW	rust/adapters/common/src/jsonl.rs	141	}	COMMENT
LOW	rust/adapters/kimi/src/parser.rs	21	/// Kimi `config.json` document, used to read the configured display model.	COMMENT
LOW	.github/workflows/pullfrog.yml	61	# VERTEX_LOCATION: global	COMMENT
LOW	.github/actions/setup-nix-cache/action.yaml	101	max-jobs = auto	COMMENT

Hyper-Verbose Identifiers10 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	nix/tools/models-dev-gen/compact.ts	118	export function buildModelsDevCatalogIndex(	CODE
LOW	nix/tools/models-dev-gen/compact.ts	246	export function isTierVariantOfAuthoredModel(	CODE
LOW	nix/tools/models-dev-gen/compact.ts	273	export function modelsDevCatalogRulesArtifact(index: ModelsDevCatalogIndex): {	CODE
LOW⚡	nix/tools/models-dev-gen/compact.ts	382	export function selectModelsDevPricingKey(modelId: string, catalogId: string \| undefined): string {	CODE
LOW⚡	nix/tools/models-dev-gen/compact.ts	386	export function shouldReplaceModelsDevPricingCandidate(	CODE
LOW⚡	nix/tools/models-dev-gen/compact.ts	393	export function formatDuplicateModelsDevPricingKeyWarning({	CODE
LOW⚡	nix/tools/models-dev-gen/compact.ts	403	function compareModelsDevPricingCandidates(	CODE
LOW	nix/tools/models-dev-gen/compact.ts	428	function compareStringPreferSmaller(left: string, right: string): number {	CODE
LOW	nix/tools/models-dev-gen/gen.ts	222	function generateCodexAutoReviewFallbacks(	CODE
LOW	apps/ccusage/src/cli.js	134	function ensureNativeBinaryExecutable({	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	85	### Is AI-generated code banned?	COMMENT