AI Slop Code Risk Monitor

pelletier/go-toml

Name: pelletier/go-toml — Go 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).

Go library for the TOML file format

1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pelletier/go-toml, a Go project with 2,000 GitHub stars. SynthScan examined 37,152 lines of code across 97 source files, recording 52 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-08-03

Last Push

2.0K

Stars

Language

37.2K

Lines of Code

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 7.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 8.0/100 · LOW

Which changes need focused human review? 52 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 5LOW 47

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 52 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.

Over-Commented Block40 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	marshaler.go	121	// SetOmitEmptySuperTables removes the header of tables that do not directly	COMMENT
LOW	marshaler.go	141	return enc	COMMENT
LOW	marshaler.go	161	// a position where only a value is valid (an array element, an inline table,	COMMENT
LOW	marshaler.go	181	//	COMMENT
LOW	marshaler.go	201	// solution is a custom type that implements encoding.TextMarshaler.	COMMENT
LOW	marshaler.go	221	// The encoding of each public struct field can be customized by the format	COMMENT
LOW	marshaler_test.go	2301	expected := `# Int = 42	COMMENT
LOW	marshaler_test.go	2521	//	COMMENT
LOW	marshaler_test.go	2541	// # max points per metric when internal-aggregation=true	COMMENT
LOW	unmarshaler.go	101	// description of the missing fields.	COMMENT
LOW	unmarshaler.go	121	//	COMMENT
LOW	unmarshaler.go	141	// map[string]interface{}.	COMMENT
LOW	unmarshaler.go	241		COMMENT
LOW	unmarshaler.go	261		COMMENT
LOW	unmarshaler.go	621	}	COMMENT
LOW	marshaler_raw_test.go	821	// [plugin]	COMMENT
LOW	benchmark/benchmark.toml	21	[table.subtable]	COMMENT
LOW	cmd/tomljson/main.go	1	// Package tomljson is a program that converts TOML to JSON.	COMMENT
LOW	cmd/tomll/main.go	1	// Package tomll is a linter program for TOML.	COMMENT
LOW	cmd/jsontoml/main.go	1	// Package jsontoml is a program that converts JSON to TOML.	COMMENT
LOW	internal/tracker/seen.go	61	//	COMMENT
LOW	internal/parserbridge/parserbridge.go	1	// Package parserbridge exposes the unstable parser's non-AST scanners to the	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	41	- name: Initialize CodeQL	COMMENT
LOW	unstable/parser_test.go	761		COMMENT
LOW	unstable/parser_test.go	841	// 1:1->1:31 (0->30) \| Comment [# Top of the document comment.]	COMMENT
LOW	unstable/parser_test.go	861	// ---	COMMENT
LOW	unstable/parser_test.go	881	// 19:1->19:20 (386->405) \| KeyValue []	COMMENT
LOW	unstable/parser_test.go	901	// 28:3->28:4 (638->639) \| Integer [2]	COMMENT
LOW	unstable/marshaler.go	1	package unstable	COMMENT
LOW	unstable/ast.go	1	package unstable	COMMENT
LOW	unstable/ast.go	41	// Node returns a pointer to the node pointed at by the iterator.	COMMENT
LOW	unstable/parser.go	41	//	COMMENT
LOW	unstable/parser.go	61	// unbounded mutual recursion, which would otherwise let a deeply nested	COMMENT
LOW	unstable/unmarshaler.go	1	package unstable	COMMENT
LOW	unstable/unmarshaler.go	21	//	COMMENT
LOW	unstable/edit/edit.go	1	// Package edit provides comment- and layout-preserving editing of TOML	COMMENT
LOW	unstable/edit/edit.go	21	// unambiguous. For Set, an index equal to the array's length appends a new	COMMENT
LOW	unstable/edit/edit.go	41	// Comments travel with the expression they annotate: the contiguous	COMMENT
LOW	unstable/edit/mutate.go	21	// Set sets the value at the given key path, creating the tables leading to	COMMENT

Slop Phrases5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	toml_testgen_test.go	1629	input := "[fruit]\napple.color = \"red\"\napple.taste.sweet = true\n\n[fruit.apple] # INVALID\n# [fruit.apple.taste]	CODE
MEDIUM	toml_testgen_test.go	1634	input := "[fruit]\napple.color = \"red\"\napple.taste.sweet = true\n\n# [fruit.apple] # INVALID\n[fruit.apple.taste]	CODE
MEDIUM	toml_testgen_test.go	3173	input := "[fruit]\napple.color = \"red\"\napple.taste.sweet = true\n\n# [fruit.apple] # INVALID\n# [fruit.apple.taste]	CODE
MEDIUM	toml_testgen_test.go	3233	input := "# This makes the key \"fruit\" into a table.\nfruit.apple.smooth = true\n\n# So then you can add to the table	CODE
LOW	unstable/parser.go	42	// Don't forget to check Error() after you're done parsing.	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	test-go-versions.sh	146	# Check if Docker is available	COMMENT
LOW	test-go-versions.sh	152	# Check if Docker daemon is running	COMMENT
LOW	test-go-versions.sh	395	# Check if this version and all subsequent versions pass	COMMENT
LOW	test-go-versions.sh	424	# Check if the two most recent versions failed	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test-go-versions.sh	170	# Create a temporary Dockerfile for this version	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	caps.sh	5	# Usage:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/realworld_bench_test.go	399	authors = [{ name = "Jane Doe", email = "jane@example.com" }]	CODE