1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

40.8K

Stars

Language

102.7K

Lines of Code

378

Files

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 2.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 56 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 5.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 49 finding(s).

PR Review Velocity Impact 7.9/100 · LOW

Which changes need focused human review? 88 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 6MEDIUM 26LOW 56

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 88 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 Separators26 hits · 78 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/install/default.txt	27	#===============================================================================	COMMENT
MEDIUM⚡	src/install/default.txt	30	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/install/default.txt	32	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/install/default.txt	43	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/install/default.txt	45	#-------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/install/default.txt	53	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	2	#===============================================================================	COMMENT
MEDIUM	src/install/default.txt	77	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	102	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	135	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	164	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	188	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	212	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	241	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	274	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	325	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	386	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	428	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	455	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	485	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	551	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	577	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	841	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	843	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	857	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	src/install/default.txt	859	#-------------------------------------------------------------------------------	COMMENT

Over-Commented Block25 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	main.go	21	// for {	COMMENT
LOW	internal/tailcat/tailcat.go	1	// Copyright (c) Tailscale Inc & contributors	COMMENT
LOW	internal/tailcat/tailcat.go	81	)	COMMENT
LOW	internal/tailcat/tailcat.go	101	// Implementations just store bytes; the freshness policy lives in the	COMMENT
LOW	internal/tailcat/tailcat.go	141	// Region, if non-empty, lists the regions of a DERPMap.	COMMENT
LOW	internal/tailcat/tailcat.go	261	// defaults for anything unset.	COMMENT
LOW	internal/tailcat/tailcat.go	301	// OnTCP, if non-nil, specifies a func that returns a handler to handle	COMMENT
LOW	internal/tailcat/tailcat.go	321	OnTCPForward func(netip.AddrPort) (handler func(net.Conn))	COMMENT
LOW	internal/tailcat/tailcat.go	521	func (s *Server) Close() error {	COMMENT
LOW	internal/tailcat/tailcat.go	901	return nil	COMMENT
LOW	internal/tailcat/tailcat.go	1381	// picking defaults for any unset fields. [Client.Ping] does the same	COMMENT
LOW	internal/tailcat/wire.go	1	// Copyright (c) Tailscale Inc & contributors	COMMENT
LOW	internal/cli/command.go	21	// A longer explanation of how the command works	COMMENT
LOW	internal/cli/app.go	41	Commands []*Command	COMMENT
LOW	internal/cli/app.go	61	// It is run even if Action() panics	COMMENT
LOW	internal/cli/app.go	81	// is used as the default behavior.	COMMENT
LOW	internal/cli/cli.go	1	// Package cli provides a minimal framework for creating and organizing command line	COMMENT
LOW	internal/cli/funcs.go	21	// customized usage error messages. This function is able to replace the	COMMENT
LOW	internal/cli/help.go	41	}	COMMENT
LOW	src/install/default.txt	1	#!/bin/bash -	COMMENT
LOW	src/install/default.txt	21	#	COMMENT
LOW	src/install/default.txt	441		COMMENT
LOW	src/install/default.txt	541	#--- FUNCTION ----------------------------------------------------------------	COMMENT
LOW	src/install/default.txt	821	# *) autocomplete_install_rcode="1";;	COMMENT
LOW	src/croc/croc.go	2181		COMMENT

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/bundle_bench_common.py	55	except ProcessLookupError:	CODE
HIGH	scripts/bundle_bench_common.py	65	except ProcessLookupError:	CODE
HIGH	scripts/benchmark-bundles.py	69	except FileNotFoundError:	CODE
HIGH	scripts/benchmark-bundles.py	100	except FileNotFoundError:	CODE

Hyper-Verbose Identifiers19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	packaging/test_release.py	14	def test_exact_assets_and_corruption(self):	CODE
LOW	packaging/test_release.py	33	def test_unexpected_assets_block_publication(self):	CODE
LOW	packaging/test_release.py	42	def test_remote_release_must_be_draft_with_exact_assets(self):	CODE
LOW	packaging/test_release.py	59	def test_archive_must_contain_one_regular_binary(self):	CODE
LOW	packaging/test_release.py	71	def test_stable_versions_only(self):	CODE
LOW	packaging/test_verify.py	53	def test_invalid_entries_are_rejected_before_extraction(self):	CODE
LOW	packaging/test_verify.py	78	def test_duplicate_file_is_rejected(self):	CODE
LOW	packaging/test_verify.py	83	def test_missing_file_is_rejected(self):	CODE
LOW	web/e2e/transfers.spec.ts	251	async function expectCompletedTransferMetrics(panel: Locator) {	CODE
LOW	web/src/stored-ui.tsx	32	export function storedExpirationValueLimit(	CODE
LOW	web/src/App.tsx	1209	async function revokeCurrentStoredUpload() {	CODE
LOW	web/src/public-relay.ts	61	export function clearBestRelayOnConnectionError(	CODE
LOW	web/src/protocol/storage.ts	296	function waitForDownloadController() {	CODE
LOW	web/src/protocol/storage.ts	542	export function supportsDirectoryDestination() {	CODE
LOW	web/src/protocol/storage.ts	546	export function supportsStreamingDownloadDestination() {	CODE
LOW	web/src/protocol/storage.ts	597	export async function chooseStoredReceiveDestination(offer: TransferOffer) {	CODE
LOW	web/src/protocol/compression.ts	44	export function checkProtocolCapabilities() {	CODE
LOW	web/src/protocol/metadata.ts	96	export function normalizeOutgoingFileName(value: string) {	CODE
LOW	web/src/protocol/metadata.ts	133	function validateDestinationAncestors(destinations: Map<string, Destination>) {	CODE

Deep Nesting11 hits · 11 pts

Severity	File	Line	Context
LOW	packaging/release.py	184	CODE
LOW	packaging/release.py	249	CODE
LOW	packaging/release.py	295	CODE
LOW	packaging/verify.py	164	CODE
LOW	packaging/distributions/map-debian.py	15	CODE
LOW	scripts/benchmark-bundles-wan.py	50	CODE
LOW	scripts/benchmark-bundles-wan.py	307	CODE
LOW	scripts/test-bundle-compatibility.py	53	CODE
LOW	scripts/test-bundle-compatibility.py	135	CODE
LOW	scripts/benchmark-bundles.py	105	CODE
LOW	scripts/benchmark-bundles.py	275	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/utils/utils.go	436	// If the file size is not the same as requested, it returns an empty chunk list (all chunks).	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/benchmark-bundles-wan.py	223	ssh(config, "kill -TERM " + str(event["pid"]) + " 2>/dev/null \|\| true")	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/bundle_remote_runner.py	4		CODE

schollz/croc

Open-Source Code Quality, Security and Technical Debt Review