0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.2K

Stars

Language

172.9K

Lines of Code

735

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 1.8/100 · LOW

Which changes need focused human review? 64 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 0LOW 64

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 64 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 Block43 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	cmd/users.go	281	// r := bufio.NewReader(os.Stdin)	COMMENT
LOW	cmd/users.go	301	// return def	COMMENT
LOW	cmd/users.go	321	// s = strings.TrimSpace(s)	COMMENT
LOW	server/mcp.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	server/oauth/providers.go	1	// Package oauth provides OAuth 2.0 authentication support for external providers.	COMMENT
LOW	server/oauth/providers.go	21	// provider, ok := oauth.NewProvider("github", oauth.ProviderConfig{})	COMMENT
LOW	server/crawler/validator.go	21	URLSkip	COMMENT
LOW	…/extractor/extractors/_extractor_template/extractor.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	…/extractor/extractors/_extractor_template/extractor.go	61		COMMENT
LOW	…/extractor/extractors/_extractor_template/extractor.go	81	// Optional features:	COMMENT
LOW	…/extractor/extractors/_extractor_template/extractor.go	121	d.Metadata["author"] = author	COMMENT
LOW	server/document/language.go	161	func NewLanguageDetector() LanguageDetector {	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.h	1	#ifndef SQLITE_VEC_H	COMMENT
LOW	server/vectorstore/sqlitevec/vec.go	1	// SPDX-License-Identifier: AGPL-3.0-or-later	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	81	#ifndef SQLITE_APICALL	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	461	#define SQLITE_IOERR 10 /* Some kind of disk I/O error occurred */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	501	#define SQLITE_ERROR_MISSING_COLLSEQ (SQLITE_ERROR \| (1<<8))	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	521	#define SQLITE_IOERR_LOCK (SQLITE_IOERR \| (15<<8))	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	541	#define SQLITE_IOERR_BADKEY (SQLITE_IOERR \| (35<<8))	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	561	#define SQLITE_READONLY_CANTINIT (SQLITE_READONLY \| (5<<8))	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	601	** [sqlite3_open_v2()] has historically been a no-op and might become an	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	1241	** options are used to enable it.	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	1261	#define SQLITE_FCNTL_TRACE 19	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	2201	** setting unchanged. After changes, if any, the integer is written with	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	2221	#define SQLITE_CONFIG_PCACHE 14 /* no-op */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	2661	** the integer to which the second argument points, depending on whether the	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	2681	#define SQLITE_DBCONFIG_WRITABLE_SCHEMA 1011 /* int int* */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	3481	#define SQLITE_CREATE_VIEW 8 /* View Name NULL */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	7801	#define SQLITE_INDEX_CONSTRAINT_GT 4	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	8481	#define SQLITE_MUTEX_STATIC_OPEN 4 /* sqlite3BtreeOpen() */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	8581	*/	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	8601	#define SQLITE_TESTCTRL_EXPLAIN_STMT 19 /* NOT USED */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	9081	#define SQLITE_DBSTATUS_SCHEMA_USED 2	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	11201	#define CARRAY_DOUBLE 2 /* Data is doubles */	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite3.h	13961		COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	1	#include "sqlite-vec.h"	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	21	#else	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	41	#define INT16_TYPE int16_t	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	81	typedef uint32_t u32;	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	101	#define SQLITE_RESULT_SUBTYPE 0x001000000	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	2901	// Clean up with sqlite3_free() once complete	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	3421	#define VEC0_SHADOW_AUXILIARY_NAME "\"%w\".\"%w_auxiliary\""	COMMENT
LOW	…i/website/src/content/posts/data-indexing-in-golang.md	281	```go	COMMENT

Hyper-Verbose Identifiers12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	webui/app/src/lib/preview.svelte.ts	51	export function getStoredPreviewDetailsOpen(): boolean {	CODE
LOW	webui/app/src/lib/preview.svelte.ts	56	export function setStoredPreviewDetailsOpen(open: boolean): void {	CODE
LOW	webui/app/src/lib/query-suggestions.ts	150	function contextualValueSuggestions(	CODE
LOW	webui/app/src/lib/components/PreviewPanel.svelte	141	function formatDocumentDetailValue(entry: DetailEntry): string {	CODE
LOW	webui/app/src/routes/history/+page.svelte	112	function replaceHistoryPageHistory(filterValue: string) {	CODE
LOW	webui/app/src/routes/rules/+page.svelte	364	async function confirmMatchingDocumentDeletion() {	CODE
LOW	webui/app/src/routes/rules/+page.svelte	382	function cancelMatchingDocumentDeletion() {	CODE
LOW	webui/ext/src/background/background.ts	41	function setPreviouslyIndexedBadge(tabId: number) {	CODE
LOW	webui/ext/src/background/background.ts	293	function getDocumentSubmissionHeaders(data): CustomHeader[] {	CODE
LOW	webui/ext/src/background/background.ts	686	async function disableIndexingForCurrentTab(type: SkipRuleType): Promise<void> {	CODE
LOW	webui/ext/src/options/Options.svelte	116	function toggleSubmitPublicDocuments() {	CODE
LOW	webui/ext/src/popup/Popup.svelte	237	function toggleSubmitPublicDocuments() {	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	server/vectorstore/sqlitevec/README.md	3	## WARNING: This is required to be able to build sqlite-vec cross platform without dependencies	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4413	// Step 1: Insert a new row in _chunks, capture that new rowid	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4472	// Step 2: Create new vector chunks for each vector column, with	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4508	// Step 3: Create new metadata chunks for each metadata column	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4413	// Step 1: Insert a new row in _chunks, capture that new rowid	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4472	// Step 2: Create new vector chunks for each vector column, with	COMMENT
LOW	server/vectorstore/sqlitevec/sqlite-vec.c	4508	// Step 3: Create new metadata chunks for each metadata column	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/vectorstore/sqlitevec/update.sh	3	# Usage:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	server/session_test.go	972	{"ál ice@example.org", "12345678", false},	CODE

asciimoo/hister

Open-Source Code Quality, Security and Technical Debt Review