1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-16

Last Push

5.1K

Stars

Swift

Language

77.7K

Lines of Code

288

Files

100

Pattern Hits

2026-10-31

Scan Date

0.03

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 4.8/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 100 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 8MEDIUM 3LOW 89

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 100 distinct pattern matches across 8 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 Block43 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	Tests/SwiftSoupTests/XmlTreeBuilderTest.swift	161	// Document htmlDoc = Jsoup.connect(xmlUrl).parser(Parser.htmlParser()).get();	COMMENT
LOW	Tests/SwiftSoupTests/TextUtil.swift	21	range: NSRange(0..<text.count),	COMMENT
LOW	Tests/SwiftSoupTests/TextUtil.swift	41	// }	COMMENT
LOW	Tests/SwiftSoupTests/CleanerTest.swift	221	XCTAssertEqual("<p class=\"foo\">One</p>", clean)	COMMENT
LOW	Tests/SwiftSoupTests/AttributesTest.swift	41	// do{	COMMENT
LOW	Tests/SwiftSoupTests/ElementTest.swift	601	//todo:datase is a simple dictionary but in java it's different	COMMENT
LOW	Tests/SwiftSoupTests/ElementTest.swift	621	// XCTAssertEqual("java", try attributes.get(key: "data-language"));	COMMENT
LOW	Tests/SwiftSoupTests/FormElementTest.swift	21	}	COMMENT
LOW	Tests/SwiftSoupTests/FormElementTest.swift	41	// XCTAssertEqual("eight=on", data.get(5).toString()); // default	COMMENT
LOW	Tests/SwiftSoupTests/FormElementTest.swift	61	// Connection con2 = form.submit();	COMMENT
LOW	Tests/SwiftSoupTests/FormElementTest.swift	81	//	COMMENT
LOW	Tests/SwiftSoupTests/FormElementTest.swift	121	// let doc = try Jsoup.parse("<form><input type=checkbox checked name=foo></form>");	COMMENT
LOW	Tests/SwiftSoupTests/DocumentTest.swift	1	//	COMMENT
LOW	Tests/SwiftSoupTests/DocumentTest.swift	21	// "<head>" +	COMMENT
LOW	Tests/SwiftSoupTests/DocumentTest.swift	41	// for el in els{	COMMENT
LOW	Tests/SwiftSoupTests/DocumentTest.swift	141	// String location = doc.location();	COMMENT
LOW	Tests/SwiftSoupTests/DocumentTest.swift	441	}	COMMENT
LOW	Tests/SwiftSoupTests/StringUtilTest.swift	1	//	COMMENT
LOW	Tests/SwiftSoupTests/StringUtilTest.swift	21	//	COMMENT
LOW	Sources/FormElement.swift	81	// Connection.Method method = attr("method").toUpperCase().equals("POST") ?	COMMENT
LOW	Sources/FormElement.swift	101	// if (el.hasAttr("disabled")) continue; // skip disabled form inputs	COMMENT
LOW	Sources/SwiftSoup.h	1	//	COMMENT
LOW	Sources/ElementQuery.swift	1	//	COMMENT
LOW	Sources/ElementQuery.swift	21	/// ```	COMMENT
LOW	Sources/ElementQuery.swift	41	/// - parameter className: The class name to check for.	COMMENT
LOW	Sources/ElementQuery.swift	61	/// Get the inner HTML of the matched elements.	COMMENT
LOW	Sources/LRUCache.swift	1	//	COMMENT
LOW	Sources/LRUCache.swift	21	// all copies or substantial portions of the Software.	COMMENT
LOW	Sources/SwiftSoup.swift	261	guard let next = iterator.next() else { return true }	COMMENT
LOW	Sources/SwiftSoup.swift	281	//todo:	COMMENT
LOW	Sources/SwiftSoup.swift	301	// @param in file to load HTML from	COMMENT
LOW	Sources/SwiftSoup.swift	321	//	COMMENT
LOW	Sources/SwiftSoup.swift	361	- returns: sane HTML document	COMMENT
LOW	Sources/Elements.swift	1	//	COMMENT
LOW	Sources/BinarySearch.swift	1	//	COMMENT
LOW	Sources/BinarySearch.swift	21	///	COMMENT
LOW	Sources/BinarySearch.swift	41	low = index(after: mid)	COMMENT
LOW	Sources/StringUtil.swift	321	//	COMMENT
LOW	Sources/StringUtil.swift	1181	accum.write(contentsOf: basePtr.advanced(by: idx), count: runEnd - idx)	COMMENT
LOW	Sources/StringUtil.swift	1201	// } else if (lowerIndex > upperIndex) {	COMMENT
LOW	Sources/Node.swift	161	self.attributes = nil	COMMENT
LOW	Sources/QueryParserCache.swift	1	//	COMMENT
LOW	Sources/QueryParserCache.swift	21		COMMENT

Cross-File Repetition8 hits · 40 pts

Severity	File	Snippet	Context
HIGH	Tools/compare_tokenqueue_search.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_exclusion.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_ordered_insertion.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_independent_hotspots.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_child_reads.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_character_classification.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_cursor_moves.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING
HIGH	Tools/compare_blank_text.py	fresh-process release comparisons with full output verification and balanced order. requires python 3, numpy and scipy.	STRING

Hyper-Verbose Identifiers12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	Tools/tests/test_character_classification_runner.py	19	def test_valid_record_is_not_rewritten(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	23	def test_wrong_iteration_count_is_rejected_even_with_plausible_checksum(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	27	def test_zero_checksum_cannot_hide_wrong_iteration_count(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	32	def test_workload_must_match_the_requested_operation(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	36	def test_calibration_checks_the_checksum_too(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	40	def test_expected_value_cannot_drift(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	44	def test_duration_must_be_positive(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	49	def test_counts_must_be_integers_not_coercible_values(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	55	def test_schema_rejects_missing_extra_and_nonobject_values(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	62	def test_verifier_requires_complete_nonempty_record_array(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	70	def test_verifier_uses_exact_bytes_not_just_json_equality(self):	CODE
LOW⚡	Tools/tests/test_character_classification_runner.py	74	def test_workloads_are_known_nonempty_and_unique(self):	CODE

Fake / Example Data21 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	192	let textBlock = String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 20)	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	192	let textBlock = String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 20)	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	402	let paragraph = String(repeating: "Hyperion lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 6	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	402	let paragraph = String(repeating: "Hyperion lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 6	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	455	let paragraph = String(repeating: "Leviathan lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count:	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	455	let paragraph = String(repeating: "Leviathan lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count:	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	497	let paragraph = String(repeating: "Gargantua lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count:	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	497	let paragraph = String(repeating: "Gargantua lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count:	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	539	let paragraph = String(repeating: "Behemoth lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	539	let paragraph = String(repeating: "Behemoth lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	600	let paragraph = String(repeating: "Colossus lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	600	let paragraph = String(repeating: "Colossus lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	633	let paragraph = String(repeating: "Nebula lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 220	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	633	let paragraph = String(repeating: "Nebula lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 220	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	976	let sentence = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "	STRING
LOW	Tests/SwiftSoupTests/BenchmarkProfileTest.swift	976	let sentence = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "	STRING
LOW	Tests/SwiftSoupTests/CssTest.swift	127	XCTAssertEqual(value, "John Doe")	STRING
LOW	Tests-macOS/corpus/GitHub.html	1282	<span class="pl-k">let</span> html<span class="pl-k">:</span> <span class="pl-c1">String</span> <span class="pl-k">=	CODE
LOW	Tests-macOS/corpus/GitHub.html	1354	<span class="pl-c"></span> <span class="pl-k">try</span> div.<span class="pl-c1">html</span>(<span class="pl-s"><span	CODE
LOW	Tests-macOS/corpus/GitHub.html	1358	<span class="pl-c"><span class="pl-c">//</span> now div is: <div><p>First</p><p>lorem ipsum&	CODE
LOW	Tests-macOS/corpus/Amazon.html	87	autofocus:function(){return"autofocus"in h.createElement("input")},inputPlaceholder:function(){return"placeholder"in h.c	CODE

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	Tools/compare_tokenqueue_search.py	14	CODE
LOW	Tools/compare_exclusion.py	17	CODE
LOW	Tools/compare_child_reads.py	21	CODE
LOW	Tools/compare_ordered_insertion.py	17	CODE
LOW	Tools/compare_sibling_endpoints.py	8	CODE
LOW	Tools/compare_entity_benchmarks.py	24	CODE
LOW	Tools/compare_character_classification.py	51	CODE
LOW	Tools/compare_whitespace_runs.py	21	CODE
LOW	Tools/compare_cursor_moves.py	20	CODE
LOW	Tools/compare_pattern_reuse.py	20	CODE
LOW	Tools/compare_independent_hotspots.py	17	CODE
LOW	Tools/compare_blank_text.py	16	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	Tests-macOS/corpus/GitHub.html	1466	<p>SwiftSoup elements support a <a href="https://www.w3.org/TR/2009/PR-css3-selectors-20091215/" rel="nofollow">CSS</a>	CODE
MEDIUM	Tests-macOS/corpus/Wikipedia.html	341	<p><a href="/wiki/Mars_Base_Camp" title="Mars Base Camp">Mars Base Camp</a> (MBC), an American spacecraft concept that p	CODE

Excessive Try-Catch Wrapping1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	Tests/SwiftSoupTests/StringUtilTest.swift	17	// print("Error: \(myURLString) doesn't seem to be a valid URL")	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Tools/compare_entity_benchmarks.py	8		CODE

scinfu/SwiftSoup

Open-Source Code Quality, Security and Technical Debt Review