0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

21.4K

Stars

Language

102.3K

Lines of Code

648

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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 69 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 84 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 1LOW 83

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 84 distinct pattern matches across 5 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 Block59 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	tuples.go	1321		COMMENT
LOW	tuples.go	1361		COMMENT
LOW	retry_example_test.go	321	throttle("bar")	COMMENT
LOW	README.md	1861	// map[string]int{"bar": 2}	COMMENT
LOW	README.md	4881	// 10ms	COMMENT
LOW	map_test.go	1061	// func(k string, v any) (string, any) {	COMMENT
LOW	lo_example_test.go	3741	}	COMMENT
LOW	lo_example_test.go	3761	// {a 2 true}	COMMENT
LOW	lo_example_test.go	3781	}	COMMENT
LOW	lo_example_test.go	3801	func ExampleCrossJoin5() {	COMMENT
LOW	lo_example_test.go	3821	// {b 4 true {bar} 4.2}	COMMENT
LOW	lo_example_test.go	3841	// {b 2 true {bar} 4.2 plop}	COMMENT
LOW	lo_example_test.go	3861	// {a 4 true {bar} 4.2 plop false}	COMMENT
LOW	lo_example_test.go	3881	// {a 2 true {bar} 4.2 plop false 42}	COMMENT
LOW	lo_example_test.go	3901	}	COMMENT
LOW	lo_example_test.go	3941	return fmt.Sprintf("%v-%v-%v", a, b, c)	COMMENT
LOW	lo_example_test.go	3961	// b-4-true	COMMENT
LOW	lo_example_test.go	3981	// b-1-true-{bar}	COMMENT
LOW	lo_example_test.go	4001	// a-2-true-{bar}-4.2	COMMENT
LOW	lo_example_test.go	4021	for _, r := range result {	COMMENT
LOW	lo_example_test.go	4041	}	COMMENT
LOW	lo_example_test.go	4061	// b-2-true-{bar}-4.2-plop-false	COMMENT
LOW	lo_example_test.go	4081	// a-3-true-{bar}-4.2-plop-false-42	COMMENT
LOW	lo_example_test.go	4101	}	COMMENT
LOW	find_test.go	2481	// The sparse (map-based) and dense (index-slice-based) branches are two	COMMENT
LOW	it/find.go	161		COMMENT
LOW	it/find.go	301	// Returns zero value when the collection is empty.	COMMENT
LOW	it/find.go	481	// If `nth` is out of bounds, it returns the zero value (empty value) for that type.	COMMENT
LOW	it/tuples_example_test.go	61	fmt.Printf("%v\n", r)	COMMENT
LOW	it/tuples_example_test.go	81	// {a 1 false}	COMMENT
LOW	it/tuples_example_test.go	101	fmt.Printf("%v\n", r)	COMMENT
LOW	it/tuples_example_test.go	121		COMMENT
LOW	it/tuples_example_test.go	141	// {b 3 false {bar} 4.2}	COMMENT
LOW	it/tuples_example_test.go	161	// {b 1 false {bar} 4.2 plop}	COMMENT
LOW	it/tuples_example_test.go	181	// {a 3 false {bar} 4.2 plop false}	COMMENT
LOW	it/tuples_example_test.go	201	// {a 1 false {bar} 4.2 plop false 42}	COMMENT
LOW	it/tuples_example_test.go	221	fmt.Printf("%v\n", r)	COMMENT
LOW	it/tuples_example_test.go	261	result := CrossJoinBy3(values("a", "b"), values(1, 2, 3, 4), values(true, false), func(a string, b int, c bool) string	COMMENT
LOW	it/tuples_example_test.go	281	// b-3-false	COMMENT
LOW	it/tuples_example_test.go	301	// a-4-false-{bar}	COMMENT
LOW	it/tuples_example_test.go	321	// a-1-false-{bar}-4.2	COMMENT
LOW	it/tuples_example_test.go	341	})	COMMENT
LOW	it/tuples_example_test.go	361	// b-4-false-{bar}-4.2-plop	COMMENT
LOW	it/tuples_example_test.go	381	// b-1-false-{bar}-4.2-plop-false	COMMENT
LOW	it/tuples_example_test.go	401	// a-2-false-{bar}-4.2-plop-false-42	COMMENT
LOW	it/tuples_example_test.go	421	fmt.Printf("%v\n", r)	COMMENT
LOW	it/string_example_test.go	21	// [12 34 56]	COMMENT
LOW	it/seq.go	81	// Will allocate a map large enough to hold all distinct transformed elements.	COMMENT
LOW	it/seq.go	561	// SeqToMap returns a map containing key-value pairs provided by transform function applied to elements of the given seq	COMMENT
LOW	it/seq.go	581	// FilterSeqToMap returns a map containing key-value pairs provided by transform function applied to elements of the giv	COMMENT
LOW	it/seq.go	801	}	COMMENT
LOW	internal/constraints/constraints.go	1	// Copyright 2021 The Go Authors. All rights reserved.	COMMENT
LOW	internal/xtime/noCopy.go	1	package xtime	COMMENT
LOW	docs/data/it-chunkstring.md	41	// seq1 yields ""	COMMENT
LOW	.github/workflows/security.yml	21	# strategy:	COMMENT
LOW	.github/workflows/doc.yml	41		COMMENT
LOW	.github/workflows/doc.yml	61	# commit_message: 'docs: sync function signatures from source'	COMMENT
LOW	exp/simd/kernel.go	41	}	COMMENT
LOW	exp/simd/doc.go	1	// Package simd accelerates a subset of the samber/lo slice helpers (Sum, Mean, Min,	COMMENT

Fake / Example Data15 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	README.md	2492	str := lo.Ellipsis(" Lorem Ipsum ", 5)	CODE
LOW⚡	README.md	2495	str := lo.Ellipsis("Lorem Ipsum", 100)	CODE
LOW⚡	README.md	2496	// Lorem Ipsum	COMMENT
LOW⚡	README.md	2498	str := lo.Ellipsis("Lorem Ipsum", 3)	CODE
LOW	docs/data/it-containsby.md	65	emails := it.Slice([]string{"user@example.com", "invalid-email", "test@domain.org"})	CODE
LOW	docs/data/core-map.md	54	// fullNames: []string{"John Doe", "Jane Smith"}	COMMENT
LOW⚡	docs/data/core-ellipsis.md	23	lo.Ellipsis(" Lorem Ipsum ", 5)	CODE
LOW⚡	docs/data/core-ellipsis.md	26	str = lo.Ellipsis("Lorem Ipsum", 100)	CODE
LOW⚡	docs/data/core-ellipsis.md	27	// "Lorem Ipsum"	COMMENT
LOW⚡	docs/data/core-ellipsis.md	29	str = lo.Ellipsis("Lorem Ipsum", 3)	CODE
LOW	docs/data/it-someby.md	86	emails := it.Slice([]string{"user@example.com", "test@gmail.com", "admin@site.net"})	CODE
LOW	docs/data/it-noneby.md	86	emails := it.Slice([]string{"user@example.com", "test@domain.org", "admin@site.net"})	CODE
LOW	docs/data/it-noneby.md	92	emails = it.Slice([]string{"user@example.com", "invalid-email", "test@domain.org"})	CODE
LOW	docs/data/it-everyby.md	86	emails := it.Slice([]string{"user@example.com", "test@domain.org", "admin@site.net"})	CODE
LOW	docs/data/it-everyby.md	92	emails = it.Slice([]string{"user@example.com", "invalid-email", "test@domain.org"})	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/CLAUDE.md	221	#### Step 1: Write the Example Code	COMMENT
LOW	docs/CLAUDE.md	232	#### Step 2: Import Conventions	COMMENT
LOW	docs/CLAUDE.md	254	#### Step 3: Run and Share via Go Playground	COMMENT
LOW	docs/CLAUDE.md	268	#### Step 4: Add the URL to Source Code	COMMENT
LOW	docs/CLAUDE.md	278	#### Step 5: Add the URL to Documentation	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docs/plugins/helpers-pages/index.ts	38	function readAllHelperMarkdownFiles(dataDir: string): HelperDefinition[] {	CODE
LOW	…helpers-pages/components/highlightPrototypeGenerics.ts	1	function getGenericTypeNamesFromText(text: string): string[] {	CODE
LOW	…helpers-pages/components/highlightPrototypeGenerics.ts	25	export function highlightPrototypeGenerics(container: HTMLElement \| null): boolean {	CODE
LOW	…helpers-pages/components/highlightPrototypeGenerics.ts	60	export function ensurePrototypeGenericsHighlighted(container: HTMLElement \| null) {	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/package-lock.json	18621	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE

samber/lo

Open-Source Code Quality, Security and Technical Debt Review