AI Slop Code Risk Monitor

ron-rs/ron

Name: ron-rs/ron — 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).

Rusty Object Notation

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ron-rs/ron, a Rust project with 4,056 GitHub stars. SynthScan examined 25,818 lines of code across 119 source files, recording 42 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 2.0 (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.

2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.1K

Stars

Rust

Language

25.8K

Lines of Code

119

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 9.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 42 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 42 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 3LOW 39

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 42 distinct pattern matches across 2 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 Block39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	tests/quadratic_struct_type_lookahead.rs	1	//! Regression test: the struct type lookahead must stay linear on malformed strings.	COMMENT
LOW	fuzz/fuzz_targets/from_str.rs	1	#![deny(clippy::correctness)]	COMMENT
LOW	src/lib.rs	1	#![deny(clippy::correctness)]	COMMENT
LOW	src/options.rs	21	};	COMMENT
LOW	src/options.rs	41	pub struct Options {	COMMENT
LOW	src/parse.rs	1101	};	COMMENT
LOW	src/value/number.rs	1	use core::{	COMMENT
LOW	src/value/number.rs	21	/// match on the hidden `Number::__NonExhaustive(x)` variant by using the	COMMENT
LOW	src/value/number.rs	81	/// Number::I64(v) => println!("i64: {}", v),	COMMENT
LOW	src/value/number.rs	101	/// Number::I64(v) => println!("i64: {}", v),	COMMENT
LOW	src/value/number.rs	281		COMMENT
LOW	src/ser/mod.rs	21		COMMENT
LOW	src/ser/mod.rs	81	/// .depth_limit(4)	COMMENT
LOW	src/ser/mod.rs	101	pub separate_tuple_members: bool,	COMMENT
LOW	src/ser/mod.rs	121	/// Additional path-based field metadata to serialize	COMMENT
LOW	src/ser/mod.rs	201		COMMENT
LOW	src/ser/mod.rs	221	/// ]	COMMENT
LOW	src/ser/mod.rs	241	#[must_use]	COMMENT
LOW	src/ser/mod.rs	261	/// ```	COMMENT
LOW	src/ser/mod.rs	281	/// ```	COMMENT
LOW	src/ser/mod.rs	301	/// {	COMMENT
LOW	src/ser/mod.rs	321		COMMENT
LOW	src/ser/mod.rs	341	/// ```ignore	COMMENT
LOW	src/ser/mod.rs	361	/// When `false`, `0..5` will serialize to	COMMENT
LOW	src/ser/path_meta.rs	1	//! Path-based metadata to serialize with a value.	COMMENT
LOW	src/ser/path_meta.rs	21	//! .path_meta	COMMENT
LOW	src/ser/path_meta.rs	41	//! });	COMMENT
LOW	src/ser/path_meta.rs	61	//! linked: None,	COMMENT
LOW	src/ser/path_meta.rs	81	//! ```	COMMENT
LOW	src/ser/path_meta.rs	141	}	COMMENT
LOW	src/ser/path_meta.rs	181	/// ```	COMMENT
LOW	src/ser/path_meta.rs	201	///	COMMENT
LOW	src/ser/path_meta.rs	221	/// ```	COMMENT
LOW	src/ser/path_meta.rs	241	#[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize, Default)]	COMMENT
LOW	src/ser/path_meta.rs	261	///	COMMENT
LOW	src/ser/path_meta.rs	281	pub fn contains(&self, name: impl AsRef<str>) -> bool {	COMMENT
LOW	src/ser/path_meta.rs	301	/// ```	COMMENT
LOW	src/ser/path_meta.rs	321	/// assert!(fields.insert("field", Field::empty()).is_some());	COMMENT
LOW	src/ser/path_meta.rs	341	/// Get a mutable reference to the field with the provided `name`,	COMMENT

AI Slop Vocabulary3 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/parse.rs	675	// Definitely a struct with named fields	COMMENT
MEDIUM⚡	src/parse.rs	677	// Definitely a tuple-like struct with fields	COMMENT
MEDIUM⚡	src/parse.rs	685	// Definitely a tuple struct with more than one field	COMMENT