0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

28.7K

Stars

JavaScript

Language

163.4K

Lines of Code

589

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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 15 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 2.7/100 · LOW

Which changes need focused human review? 42 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 24LOW 18

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 42 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.

Decorative Section Separators23 hits · 69 pts

Severity	File	Line	Snippet	Context
MEDIUM	httpserver/koreader.go	30	// ── KOReader server state ─────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/koreader.go	91	// ── KOReader HTTP mux ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/koreader.go	132	// ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/koreader.go	169	// ── Handlers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	17	// ── OPDS configuration ────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	25	// ── Atom / OPDS XML types ─────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	95	// ── Book model from SQLite ────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	160	// ── Cover file detection ──────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	241	// ── XML helpers ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	261	// ── OPDS handlers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	502	// ── Entry builder ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/opds.go	547	// ── OPDS router ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/main.go	25	// ── Configuration ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/main.go	96	// ── Helpers ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/main.go	201	// ── Handlers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	httpserver/main.go	448	// ── Router ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/docker-publish.yml	30	# ── Pre-build React app on native runner (eliminates QEMU overhead) ──────	COMMENT
MEDIUM	src/pages/stats/component.tsx	96	// ── 1. Books read (has a recordLocation) ──────────────────────────────	COMMENT
MEDIUM	src/pages/stats/component.tsx	111	// ── 2. Total reading time from readingStats ────────────────────────────	COMMENT
MEDIUM	src/pages/stats/component.tsx	122	// ── 3. Longest streak (consecutive reading days up to today) ──────────	COMMENT
MEDIUM	src/pages/stats/component.tsx	141	// ── 4. Daily average ──────────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/stats/component.tsx	148	// ── 5. Last 30 days data ──────────────────────────────────────────────	COMMENT
MEDIUM	src/pages/stats/component.tsx	160	// ── 6. Heatmap: last 52 weeks ─────────────────────────────────────────	COMMENT

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	21	# volumes:	COMMENT
LOW	public/lib/sqljs-wasm/sql-wasm.js	21	// If we're here, we've never called this function before	COMMENT
LOW	public/lib/7z-wasm/7zz.umd.js	961	/**	COMMENT
LOW	public/lib/7z-wasm/7zz.umd.js	1101	if (codeUnit == 0) break;	COMMENT
LOW	public/lib/7z-wasm/7zz.umd.js	5261	// MEMORY_GROWTH_GEOMETRIC_STEP factor (default +20%),	COMMENT
LOW	public/lib/7z-wasm/7zz.umd.js	6181	} else	COMMENT
LOW	httpserver/koreader.go	1	package main	COMMENT
LOW	src/constants/settingList.tsx	221	// key: "apiKey",	COMMENT
LOW	src/utils/storage/databaseService.ts	141	let records = await this.getAllRecords(dbName);	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	public/lib/highlight-js/highlight.min.js	316	}),ae=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","code",	CODE
LOW	public/lib/highlight-js/languages/css.min.js	3	;const e=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","cod	CODE
LOW	public/lib/highlight-js/languages/scss.min.js	3	;const e=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","cod	CODE
LOW	public/lib/highlight-js/languages/less.min.js	3	;const e=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","cod	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/upload.sh	31	# Create a directory with the name of the tag	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/lib/7z-wasm/7zz.umd.js	1308	function updateGlobalBufferAndViews(buf) {	CODE
LOW	public/lib/7z-wasm/7zz.umd.js	1738	function receiveInstantiationResult(result) {	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/lib/7z-wasm/7zz.umd.js	17	// We need to check if Module already exists (e.g. case 3 above).	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/lib/onnxruntime-web/ort.min.js	536	// TODO: implement vectorized pow	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	public/lib/7z-wasm/7zz.umd.js	4633	function processData(byteArray) {	CODE

koodo-reader/koodo-reader

Open-Source Code Quality, Security and Technical Debt Review