3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

15.2K

Stars

TypeScript

Language

75.2K

Lines of Code

303

Files

157

Pattern Hits

2026-10-31

Scan Date

0.02

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 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 123 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.1/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 12.3/100 · LOW

Which changes need focused human review? 157 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 4HIGH 1MEDIUM 0LOW 152

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 157 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.

Verbosity Indicators77 hits · 91 pts

Severity	File	Line	Snippet	Context
LOW	test/macro.test.ts	261	// Step 0:	COMMENT
LOW	test/macro.test.ts	276	// Step 0:	COMMENT
LOW	test/macro.test.ts	283	// Step 1:	COMMENT
LOW	test/macro.test.ts	298	// Step 0:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	59	// Step 1: Again we press the keys '<space>w' that remaps to 'w' and waits for timeout and we assert	COMMENT
LOW⚡	test/configuration/remaps.test.ts	67	// Step 2: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	135	// Step 1: Again we press the keys '<space>w' and we assert that nothing has changed since the	COMMENT
LOW⚡	test/configuration/remaps.test.ts	143	// Step 2: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	152	// Step 3: Press keys '<space>b' that remap to '0' but since there is the '<space>bb' potential	COMMENT
LOW⚡	test/configuration/remaps.test.ts	162	// Step 4: Again we press the keys '<space>b' and we assert that nothing has changed since the	COMMENT
LOW⚡	test/configuration/remaps.test.ts	170	// Step 5: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	179	// Step 6: '<space>ee' should be handled by the RecursiveRemapper after timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	187	// Step 7: '<space>eee' should be handled by the NonRecursiveRemapper without timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	194	// Step 8: '<space>ll' should be handled by the NonRecursiveRemapper after timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	202	// Step 9: '<space>lll' should be handled by the RecursiveRemapper without timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	319	// Step 1:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	329	// Step 2:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	339	// Step 3:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	371	// Step 0:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	381	// Step 1:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	390	// Step 2:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	450	// Step 3:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	460	// Step 4:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	470	// Step 5:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	480	// Step 6:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	490	// Step 7:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	500	// Step 8:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	560	// Step 3:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	570	// Step 4:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	580	// Step 5:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	590	// Step 6:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	600	// Step 7:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	610	// Step 8:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	921	// Step 0: there is no timeout because 'b' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	930	// Step 1: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	952	// Step 3: No timeout because 'x' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	961	// Step 4: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1008	// Step 0: there is no timeout because 'b' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1017	// Step 1: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1039	// Step 3: No timeout because 'x' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1048	// Step 4: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1147	// Step 0:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1157	// Step 1:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1166	// Step 2:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1175	// Step 3:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1184	// Step 4:	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1193	// Step 5:	COMMENT
LOW	test/configuration/remaps.test.ts	48	// Step 0: Press keys '<space>w' that remap to 'w' but since 'w' is an ambiguous remap it waits	COMMENT
LOW	test/configuration/remaps.test.ts	121	// Step 0: Press keys '<space>w' that remap to '$' but since there is the '<space>ww' potential	COMMENT
LOW	test/configuration/remaps.test.ts	240	// Step 0: 'xxx' has no remapping and not actions so it does nothing but should still	COMMENT
LOW	test/configuration/remaps.test.ts	250	// Step 1: 'lll' has no remapping and not actions so it does nothing but should still	COMMENT
LOW	test/configuration/remaps.test.ts	268	// Step 0:	COMMENT
LOW	test/configuration/remaps.test.ts	284	// Step 0:	COMMENT
LOW	test/configuration/remaps.test.ts	308	// Step 0:	COMMENT
LOW	test/configuration/remaps.test.ts	351	// Step 4:	COMMENT
LOW	test/configuration/remaps.test.ts	415	// Step 0:	COMMENT
LOW	test/configuration/remaps.test.ts	427	// Step 1:	COMMENT
LOW	test/configuration/remaps.test.ts	438	// Step 2:	COMMENT
LOW	test/configuration/remaps.test.ts	525	// Step 0:	COMMENT
LOW	test/configuration/remaps.test.ts	537	// Step 1:	COMMENT
17 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	extensionBase.ts	549	vscode.window.activeTextEditor.document.uri.toString() === 'debug:input'	CODE
CRITICAL	test/testUtils.ts	151	!vscode.window.activeTextEditor.document.fileName.endsWith(args.fileExtension)) \|\|	CODE
CRITICAL	src/cmd_line/commands/bufferDelete.ts	37	vscode.window.tabGroups.activeTabGroup.tabs.findIndex((t) => t.isActive) + 1;	CODE
CRITICAL	src/cmd_line/commands/write.ts	173	const matchingTab = vscode.window.tabGroups.activeTabGroup.tabs.find((tab: vscode.Tab) =>	CODE

Fake / Example Data30 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/sentenceMotion.test.ts	12	start: ['lorem ipsum. lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	14	end: ['lorem ipsum. \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	19	start: ['lorem ipsum. lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	21	end: ['lorem ipsum. \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	26	start: ['lorem ipsum. lorem ipsum. lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	28	end: ['lorem ipsum. \|lorem ipsum. lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	33	start: ['lorem ipsum. \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	35	end: ['\|lorem ipsum. lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	40	start: ['lorem ipsum.lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	42	end: ['\|lorem ipsum.lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	47	start: ['lorem ipsum.\|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	49	end: ['\|lorem ipsum.lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	54	start: ['"lorem ipsum." lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	56	end: ['"lorem ipsum." \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	61	start: ["'lorem ipsum.' lorem ipsum\|"],	CODE
LOW⚡	test/sentenceMotion.test.ts	63	end: ["'lorem ipsum.' \|lorem ipsum"],	CODE
LOW⚡	test/sentenceMotion.test.ts	68	start: ['(lorem ipsum.) lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	70	end: ['(lorem ipsum.) \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	75	start: ['[lorem ipsum.] lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	77	end: ['[lorem ipsum.] \|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	82	start: ['lorem ipsum', 'lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	84	end: ['\|lorem ipsum', 'lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	89	start: ['lorem ipsum.', 'lorem ipsum\|'],	CODE
LOW⚡	test/sentenceMotion.test.ts	91	end: ['lorem ipsum.', '\|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	96	start: ['lorem ipsum', '\|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	98	end: ['\|lorem ipsum', 'lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	103	start: ['lorem ipsum.', '\|lorem ipsum'],	CODE
LOW⚡	test/sentenceMotion.test.ts	105	end: ['\|lorem ipsum.', 'lorem ipsum'],	CODE
LOW	test/configuration/remapper.test.ts	226	const expectedDocumentContent = 'lorem ipsum';	CODE
LOW	test/configuration/remapper.test.ts	291	const expectedDocumentContent = 'lorem ipsum';	CODE

Structural Annotation Overuse23 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/configuration/remaps.test.ts	59	// Step 1: Again we press the keys '<space>w' that remaps to 'w' and waits for timeout and we assert	COMMENT
LOW⚡	test/configuration/remaps.test.ts	67	// Step 2: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	135	// Step 1: Again we press the keys '<space>w' and we assert that nothing has changed since the	COMMENT
LOW⚡	test/configuration/remaps.test.ts	143	// Step 2: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	152	// Step 3: Press keys '<space>b' that remap to '0' but since there is the '<space>bb' potential	COMMENT
LOW⚡	test/configuration/remaps.test.ts	162	// Step 4: Again we press the keys '<space>b' and we assert that nothing has changed since the	COMMENT
LOW⚡	test/configuration/remaps.test.ts	170	// Step 5: Since we didn't wait for timeout on the previous step it is still waiting for timeout to	COMMENT
LOW⚡	test/configuration/remaps.test.ts	921	// Step 0: there is no timeout because 'b' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	930	// Step 1: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	952	// Step 3: No timeout because 'x' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	961	// Step 4: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1008	// Step 0: there is no timeout because 'b' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1017	// Step 1: there will be timeout	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1039	// Step 3: No timeout because 'x' breaks ambiguity	COMMENT
LOW⚡	test/configuration/remaps.test.ts	1048	// Step 4: there will be timeout	COMMENT
LOW	test/configuration/remaps.test.ts	48	// Step 0: Press keys '<space>w' that remap to 'w' but since 'w' is an ambiguous remap it waits	COMMENT
LOW	test/configuration/remaps.test.ts	121	// Step 0: Press keys '<space>w' that remap to '$' but since there is the '<space>ww' potential	COMMENT
LOW	test/configuration/remaps.test.ts	941	// Step 2: there will be timeout	COMMENT
LOW	test/configuration/remaps.test.ts	972	// Step 5: there will be timeout	COMMENT
LOW	test/configuration/remaps.test.ts	983	// Step 6: there will be no timeout because "x" breaks ambiguity	COMMENT
LOW	test/configuration/remaps.test.ts	1028	// Step 2: there will be timeout	COMMENT
LOW	test/configuration/remaps.test.ts	1059	// Step 5: there will be timeout	COMMENT
LOW	test/configuration/remaps.test.ts	1070	// Step 6: there will be no timeout because "x" breaks ambiguity	COMMENT

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	test/index.ts	1	//	COMMENT
LOW	test/testSimplifier.ts	421	setTimeout(async () => {	COMMENT
LOW	test/mode/normalModeTests/motions.test.ts	501	// test('Remembers a forward search from another editor', async function() {	COMMENT
LOW	test/mode/normalModeTests/motions.test.ts	521	// });	COMMENT
LOW	test/mode/normalModeTests/motions.test.ts	581		COMMENT
LOW	test/mode/normalModeTests/motions.test.ts	601	// end: ['three four \|two one'],	COMMENT
LOW	test/actions/insertLine.test.ts	61	await modeHandler.handleMultipleKeyEvents(['<Esc>']);	COMMENT
LOW	src/textobject/textobject.ts	741	return configuration.argumentObjectSeparators;	COMMENT
LOW	src/textobject/textobject.ts	761	//	COMMENT
LOW	src/configuration/remapper.ts	161	if (this.hasAmbiguousRemap) {	COMMENT
LOW	src/configuration/remapper.ts	181	// remap the 'a' should be handled.	COMMENT
LOW	src/common/number/numericString.ts	101	const prefix = input.slice(0, coreBegin);	COMMENT
LOW	src/actions/commands/actions.ts	81	// number so we need to multiply them.	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	extensionBase.ts	30	export async function getAndUpdateModeHandler(	CODE
LOW	src/textobject/paragraph.ts	28	export function getCurrentParagraphBeginning(pos: Position, trimWhite: boolean = false): Position {	CODE
LOW	src/textobject/sentence.ts	73	function getFirstNonWhitespaceInParagraph(	CODE
LOW	src/transformations/transformations.ts	261	export function overlappingTransformations(	CODE
LOW	src/mode/mode.ts	84	export function visualBlockGetTopLeftPosition(start: Position, stop: Position): Position {	CODE
LOW	src/mode/mode.ts	88	export function visualBlockGetBottomRightPosition(start: Position, stop: Position): Position {	CODE
LOW	src/util/decorationUtils.ts	63	export function getDecorationsForSearchMatchRanges(	CODE
LOW	src/actions/commands/search.ts	89	async function createSearchStateAndMoveToMatch(args: {	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	test/plugins/surround.test.ts	510	// I've added the '0' key press at the end because the test was behaving weirdly, if I ran	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/cmd_line/normal.test.ts	74	// TODO: implement to stop when operation fails	COMMENT

VSCodeVim/Vim

Open-Source Code Quality, Security and Technical Debt Review