3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

7.7K

Stars

JavaScript

Language

39.1K

Lines of Code

240

Files

Pattern Hits

2026-10-31

Scan Date

0.05

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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.3/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 44 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 3HIGH 8MEDIUM 9LOW 24

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 44 distinct pattern matches across 14 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.

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	examples/telegram.js	29	if (ctx.update.message.chat.id.toString() === process.argv[3]) {	CODE
CRITICAL	examples/crossbower.js	36	const isEnchanted = bot.heldItem.nbt.value.Enchantments ? bot.heldItem.nbt.value.Enchantments.value.value.find(encha	CODE
CRITICAL	examples/book.js	59	book.nbt.value.pages.value.value.forEach((page, i) => bot.chat(`Page ${i + 1}: ${page.replace(/§[a-z0-9]/g, '')}`))	CODE

Cross-Language Confusion6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	examples/python/chatterbox.py	77	bot.chat(f"I am at {p.toString()}")	CODE
HIGH	examples/python/chatterbox.py	80	bot.chat(f"You are at {p.toString()}")	CODE
HIGH	examples/python/chatterbox.py	103	bot.chat(f"Spawn is at {bot.spawnPoint.toString()}")	CODE
HIGH	examples/python/chatterbox.py	149	bot.chat(f"I have been forced to move to {p.toString()}")	CODE
HIGH	examples/python/chatterbox.py	226	console.log(f"Look out! A {entity.displayName} spawned at {p.toString()}")	CODE
HIGH	examples/python/chatterbox.py	231	console.log(f"There's a {entity.displayName} at {p.toString()}")	CODE

Modern AI Meta-Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/zh/README_ZH_CN.md	227	* [scaffold](https://github.com/andrewrk/mineflayer-scaffold) - 到达目标目的地，即使您必须建造或破坏块才能这样做 [YouTube 演示](http://youtu.be/jk	COMMENT
MEDIUM	docs/br/README_BR.md	192	* [scaffold](https://github.com/andrewrk/mineflayer-scaffold) - ir para um destino específico mesmo que seja necessário	COMMENT
MEDIUM	docs/fr/README_FR.md	197	* [scaffold](https://github.com/PrismarineJS/mineflayer-scaffold) - trouver le meilleur chemin vers une destination pré	COMMENT
MEDIUM	docs/es/README_ES.md	191	* [scaffold](https://github.com/andrewrk/mineflayer-scaffold) - ir a un destino específico incluso si es necesario cons	COMMENT
MEDIUM	docs/tr/README_TR.md	193	* [scaffold](https://github.com/andrewrk/mineflayer-scaffold) - bir hedefe blok koyarak	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	examples/book.js	31	print()	CODE
HIGH	examples/book.js	54	print()	CODE

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	docs/update_to_1_21_5.md	261	### Step 2: Run Current Tests	COMMENT
LOW⚡	docs/update_to_1_21_5.md	267	### Step 3: Investigate Specific Issues	COMMENT
LOW⚡	docs/update_to_1_21_5.md	276	### Step 4: Implement Fixes	COMMENT
LOW⚡	docs/update_to_1_21_5.md	282	### Step 5: Validate Fixes	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/python/chatterbox.py	1	# ==========================================================================	COMMENT
MEDIUM	examples/python/chatterbox.py	14	# ===========================================================================	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	lib/plugins/game.js	21	function getBrandCustomChannelName () {	CODE
LOW	lib/plugins/entities.js	340	function handleEntityTeleportLegacy (packet) {	CODE
LOW	lib/plugins/entities.js	355	function handleEntityTeleportRelative (packet) {	CODE
LOW	lib/plugins/entities.js	464	function handleBotUsedFireworkRocket (fireworkEntityId, fireworkInfo) {	CODE
LOW	lib/plugins/inventory.js	823	function playerInventorySlotToWindow (slotId) {	CODE
LOW	lib/plugins/physics.js	141	function sendPacketPositionAndLook (position, yaw, pitch, onGround) {	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	docs/api.md	1361		COMMENT
LOW	docs/update_to_1_21_5.md	81	```javascript	COMMENT
LOW	docs/ru/api_ru.md	1341		COMMENT
LOW	docs/ru/api_ru.md	1361	#### "entityCrouch" (entity)	COMMENT
LOW	examples/python/chatterbox.py	1	# ==========================================================================	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/externalTests/book.js	8	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna	CODE
LOW	test/externalTests/book.js	8	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna	CODE
LOW	examples/book.js	16	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	examples/book.js	16	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/commands.yml	18	# NOTE: You must specify a Personal Access Token (PAT) with repo access here. While you can use the default GITH	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/ci.yml	88	# TRACE is cheap (<1% runtime) and only written by the harness bot,	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/chatterbox.py	15		CODE
LOW	examples/python/chatterbox.py	16		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/chatterbox.py	40		CODE
LOW	examples/python/chatterbox.py	223		CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/chatterbox.py	49	except Exception:	CODE

PrismarineJS/mineflayer

Open-Source Code Quality, Security and Technical Debt Review