2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

14.0K

Stars

Language

234.3K

Lines of Code

1.6K

Files

297

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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 273 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

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

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 24 finding(s).

PR Review Velocity Impact 8.0/100 · LOW

Which changes need focused human review? 297 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 26LOW 266

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 297 distinct pattern matches across 12 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 Block192 hits · 186 pts

Severity	File	Line	Snippet	Context
LOW	windows_kext/driver/src/connection_map.rs	121	/// It must not inherit the old verdict or the old owner's process id.	COMMENT
LOW	windows_kext/driver/src/device.rs	301	// "Packet cache: {} entries",	COMMENT
LOW	windows_kext/driver/src/lib.rs	41	#[panic_handler]	COMMENT
LOW	windows_kext/driver/src/packet_util.rs	61	/// Redirects an outbound packet to a specified remote address and port.	COMMENT
LOW	windows_kext/driver/src/packet_util.rs	141		COMMENT
LOW	windows_kext/driver/src/packet_util.rs	381	// Converts a given key into connection information.	COMMENT
LOW	windows_kext/driver/src/packet_util.rs	401	// process_id: u64,	COMMENT
LOW	windows_kext/driver/src/packet_util.rs	421	// payload,	COMMENT
LOW	windows_kext/driver/src/callouts.rs	61	// ale_callouts::ale_resource_monitor,	COMMENT
LOW	windows_kext/wdk/src/error.rs	1	// use anyhow::anyhow;	COMMENT
LOW	windows_kext/c_helper/helper.c	1		COMMENT
LOW	cmds/observation-hub/apprise.go	181		COMMENT
LOW	cmds/observation-hub/apprise.go	241	}	COMMENT
LOW	cmds/observation-hub/apprise.go	261		COMMENT
LOW	cmds/portmaster-core/main_windows.go	21	// Ensure the service ImagePath in the registry is properly quoted (CWE-428).	COMMENT
LOW	cmds/updatemgr/build.sh	1	#!/bin/bash	COMMENT
LOW	desktop/tauri/src-tauri/Cargo.toml	81	# this feature is used for production builds or when `devPath` points to the filesystem and the built-in dev server is d	COMMENT
LOW	desktop/tauri/src-tauri/Cargo.toml	101	# https://github.com/tauri-apps/tao/pull/1334	COMMENT
LOW	desktop/tauri/src-tauri/src/windows_tao_patch.rs	1	//! Windows-only: guard for the patched `tao` dependency, plus a debug-only	COMMENT
LOW	desktop/tauri/src-tauri/src/windows_tao_patch.rs	21	//! normal use needs hours or days to hit it.	COMMENT
LOW	desktop/tauri/src-tauri/src/windows_tao_patch.rs	41	//! `tao::PORTMASTER_PATCH_LEVEL`. Only the count becomes atomic; the runner	COMMENT
LOW	desktop/tauri/src-tauri/src/windows_tao_patch.rs	61	//! flag because the CLI parser in `cli.rs` skips unknown flags. The flag is	COMMENT
LOW	desktop/tauri/src-tauri/src/window.rs	161	///	COMMENT
LOW	desktop/tauri/src-tauri/src/window.rs	201	/// Opens a window for the tauri application.	COMMENT
LOW	…ktop/tauri/src-tauri/src/linux_graphics_workarounds.rs	1	//! Linux-only graphics workarounds, applied at the start of `main()` before	COMMENT
LOW	…ktop/tauri/src-tauri/src/linux_graphics_workarounds.rs	21	//! Reference: <https://v2.tauri.app/develop/debug/linux-graphics/>.	COMMENT
LOW	…ktop/tauri/src-tauri/src/linux_graphics_workarounds.rs	41	//! in `is_wayland_session()`.	COMMENT
LOW	desktop/tauri/src-tauri/src/main.rs	181	}	COMMENT
LOW	desktop/tauri/src-tauri/src/portmaster/mod.rs	1	/// This module contains a custom tauri plugin that handles all communication	COMMENT
LOW	…rojects/safing/portmaster-api/src/lib/network.types.ts	101	Port: number;	COMMENT
LOW	…rojects/safing/portmaster-api/src/lib/network.types.ts	261	// TunnelContext holds additional data about the SPN tunnel used for	COMMENT
LOW	…rojects/safing/portmaster-api/src/lib/network.types.ts	281	LocalIPScope: IPScope;	COMMENT
LOW	…rojects/safing/portmaster-api/src/lib/network.types.ts	301	// VerdictPermanent is set to true if the connection was marked and	COMMENT
LOW	…projects/safing/portmaster-api/src/lib/config.types.ts	221	Key: string;	COMMENT
LOW	desktop/angular/src/app/pages/app-view/app-view.ts	541	this.highlightSettingKey = queryMap.get('setting');	COMMENT
LOW	desktop/angular/src/app/services/notifications.types.ts	141		COMMENT
LOW	desktop/angular/src/app/services/notifications.types.ts	161	Invalid = "invalid",	COMMENT
LOW	desktop/angular/src/app/services/notifications.types.ts	181	// markdown.	COMMENT
LOW	desktop/angular/src/i18n/helptexts.yaml	201	# How to use? In App settings, search for "Default Action"	COMMENT
LOW	desktop/angular/src/i18n/helptexts.yaml	241		COMMENT
LOW	spn/ships/ship.go	41	// LoadSize returns the recommended data size that should be handed to Load().	COMMENT
LOW	spn/unit/doc.go	1	// Package unit provides a "work unit" scheduling system for handling data sets that traverse multiple workers / gorouti	COMMENT
LOW	spn/unit/scheduler.go	81	type SchedulerConfig struct {	COMMENT
LOW	spn/tools/install.sh	1	#!/bin/sh	COMMENT
LOW	spn/tools/install.v2.sh	1	#!/bin/sh	COMMENT
LOW	spn/terminal/terminal.go	41	// Should not be overridden by implementations.	COMMENT
LOW	spn/terminal/operation.go	41		COMMENT
LOW	spn/terminal/control_flow.go	161	// be ignored.	COMMENT
LOW	spn/terminal/testing.go	221	// Should not be overridden by implementations.	COMMENT
LOW	spn/navigator/optimize.go	41		COMMENT
LOW	spn/navigator/state.go	121	// OR:	COMMENT
LOW	spn/docks/crane.go	61	cancelCtx context.CancelFunc	COMMENT
LOW	spn/hub/intel.go	61		COMMENT
LOW	spn/hub/intel.go	81		COMMENT
LOW	spn/hub/hub.go	101	// "smtp:587",	COMMENT
LOW	service/intel/geoip/country_info_test.go	41	}	COMMENT
LOW	service/intel/filterlists/index.go	21	// Category is used to group different list sources by the type	COMMENT
LOW	service/broadcasts/testdata/notifications.yaml	1	notifications:	COMMENT
LOW	service/interop/ivpn/hook_linux.go	61	}	COMMENT
LOW	service/interop/ivpn/hook_linux.go	201	return 0, fmt.Errorf("no rule entry found in nft output")	COMMENT
132 more matches not shown…

Structural Annotation Overuse35 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	windows_kext/test/BUILD_DEBUG.md	22	## Step 1: Enable Test Signing (One-time Setup)	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	60	## Step 2: Enable Debug Logging in Driver	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	78	## Step 3: Build Driver in Release Mode	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	93	## Step 4: Link the Driver	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	111	## Step 5: Sign the Driver	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	113	## Step 5: Sign the Driver	COMMENT
LOW	windows_kext/test/BUILD_DEBUG.md	130	## Step 6: View Driver Logs	COMMENT
LOW	cmds/observation-hub/observe.go	119	// Step 1: Wait for SPN to connect, if needed.	COMMENT
LOW	cmds/observation-hub/observe.go	149	// Step 2: Get current state.	COMMENT
LOW	cmds/observation-hub/observe.go	185	// Step 3: Monitor for changes.	COMMENT
LOW	spn/access/token/pblind.go	352	// Step 1: Process issued tokens.	COMMENT
LOW	spn/access/token/pblind.go	394	// Step 2: Randomize received tokens	COMMENT
LOW	spn/access/token/pblind.go	407	// Step 3: Add tokens to storage.	COMMENT
LOW⚡	spn/navigator/state.go	237	// Step 1: Check if only one is active.	COMMENT
LOW⚡	spn/navigator/state.go	246	// Step 2: Check if only one is reachable.	COMMENT
LOW⚡	spn/navigator/state.go	255	// Step 3: Check which one has been seen first.	COMMENT
LOW⚡	spn/patrol/http.go	60	// Step 1: Check 1 domain, require 100%	COMMENT
LOW⚡	spn/patrol/http.go	65	// Step 2: Check 5 domains, require 80%	COMMENT
LOW⚡	spn/patrol/http.go	70	// Step 3: Check 20 domains, require 70%	COMMENT
LOW⚡	service/compat/selfcheck.go	50	// Step 0: Check if self-check makes sense.	COMMENT
LOW⚡	service/compat/selfcheck.go	55	// Step 1: Check if the system integration sees a packet.	COMMENT
LOW	service/compat/selfcheck.go	90	// Step 2: Check if a DNS request arrives at the nameserver	COMMENT
LOW	service/compat/selfcheck.go	159	// Step 3: Have the nameserver respond with random data in the answer section.	COMMENT
LOW⚡	service/network/clean.go	74	// Step 0: delete old incomplete connections	COMMENT
LOW⚡	service/network/clean.go	83	// Step 1: check if still active	COMMENT
LOW	service/network/clean.go	110	// Step 2: mark as ended	COMMENT
LOW	service/network/clean.go	127	// Step 3: delete	COMMENT
LOW	service/updates/index_scan.go	123	// Step 1: Extract information and check ignores.	COMMENT
LOW	service/updates/index_scan.go	163	// Step 2: Check and compare file version.	COMMENT
LOW	service/updates/index_scan.go	188	// Step 3: Create new Artifact.	COMMENT
LOW⚡	service/sync/util.go	148	// Step 1: Separate profile icon.	COMMENT
LOW⚡	service/sync/util.go	154	// Step 2: Serialize main export.	COMMENT
LOW⚡	service/sync/util.go	160	// Step 3: Serialize icon only.	COMMENT
LOW⚡	service/sync/util.go	166	// Step 4: Stitch data together and add copyright notice for icon.	COMMENT
LOW	service/sync/util.go	177	// Step 4: Add checksum.	COMMENT

Decorative Section Separators20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	desktop/tauri/src-tauri/Cargo.toml	89	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	desktop/tauri/src-tauri/Cargo.toml	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	service/splittun/proxy/cache.go	11	// ─── ConnContext ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/cache.go	101	// ─── Metrics ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/cache.go	115	// ─── Session cache ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/cache.go	262	// ─── Shared helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/udp_proxy.go	162	// ─── Inbound read loop ────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/udp_proxy.go	303	// ─── Upstream → client forwarder ─────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/udp_proxy.go	382	// ─── Idle cleanup loop ────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/udp_proxy.go	433	// ─── Error helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/common.go	11	// ─── Public API types ────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/common.go	73	// ─── Configuration ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/tcp_proxy.go	152	// ─── accept loop ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/tcp_proxy.go	189	// ─── per-connection handler ───────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/proxy_test.go	14	// ─── helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/proxy_test.go	86	// ─── TCP tests ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/proxy_test.go	275	// ─── UDP tests ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/proxy_test.go	476	// ─── Misc ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/bench_test.go	12	// ─── TCP benchmarks ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	service/splittun/proxy/bench_test.go	77	// ─── UDP benchmarks ───────────────────────────────────────────────────────────	COMMENT

Hallucination Indicators4 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	spn/unit/unit.go	72	u.scheduler.stats.progress.avgUnitLifeCnt.Add(1)	CODE
CRITICAL⚡	spn/unit/unit.go	73	if u.scheduler.stats.progress.avgUnitLifeSum.Add(timeTaken) < 0 {	CODE
CRITICAL⚡	spn/unit/unit.go	75	u.scheduler.stats.progress.avgUnitLifeCnt.Store(1)	CODE
CRITICAL⚡	spn/unit/unit.go	76	u.scheduler.stats.progress.avgUnitLifeSum.Store(timeTaken)	CODE

Verbosity Indicators28 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	cmds/observation-hub/observe.go	119	// Step 1: Wait for SPN to connect, if needed.	COMMENT
LOW	cmds/observation-hub/observe.go	149	// Step 2: Get current state.	COMMENT
LOW	cmds/observation-hub/observe.go	185	// Step 3: Monitor for changes.	COMMENT
LOW	spn/access/token/pblind.go	352	// Step 1: Process issued tokens.	COMMENT
LOW	spn/access/token/pblind.go	394	// Step 2: Randomize received tokens	COMMENT
LOW	spn/access/token/pblind.go	407	// Step 3: Add tokens to storage.	COMMENT
LOW⚡	spn/navigator/state.go	237	// Step 1: Check if only one is active.	COMMENT
LOW⚡	spn/navigator/state.go	246	// Step 2: Check if only one is reachable.	COMMENT
LOW⚡	spn/navigator/state.go	255	// Step 3: Check which one has been seen first.	COMMENT
LOW⚡	spn/patrol/http.go	60	// Step 1: Check 1 domain, require 100%	COMMENT
LOW⚡	spn/patrol/http.go	65	// Step 2: Check 5 domains, require 80%	COMMENT
LOW⚡	spn/patrol/http.go	70	// Step 3: Check 20 domains, require 70%	COMMENT
LOW⚡	service/compat/selfcheck.go	50	// Step 0: Check if self-check makes sense.	COMMENT
LOW⚡	service/compat/selfcheck.go	55	// Step 1: Check if the system integration sees a packet.	COMMENT
LOW	service/compat/selfcheck.go	90	// Step 2: Check if a DNS request arrives at the nameserver	COMMENT
LOW	service/compat/selfcheck.go	159	// Step 3: Have the nameserver respond with random data in the answer section.	COMMENT
LOW⚡	service/network/clean.go	74	// Step 0: delete old incomplete connections	COMMENT
LOW⚡	service/network/clean.go	83	// Step 1: check if still active	COMMENT
LOW	service/network/clean.go	110	// Step 2: mark as ended	COMMENT
LOW	service/network/clean.go	127	// Step 3: delete	COMMENT
LOW	service/updates/index_scan.go	123	// Step 1: Extract information and check ignores.	COMMENT
LOW	service/updates/index_scan.go	163	// Step 2: Check and compare file version.	COMMENT
LOW	service/updates/index_scan.go	188	// Step 3: Create new Artifact.	COMMENT
LOW⚡	service/sync/util.go	148	// Step 1: Separate profile icon.	COMMENT
LOW⚡	service/sync/util.go	154	// Step 2: Serialize main export.	COMMENT
LOW⚡	service/sync/util.go	160	// Step 3: Serialize icon only.	COMMENT
LOW⚡	service/sync/util.go	166	// Step 4: Stitch data together and add copyright notice for icon.	COMMENT
LOW	service/sync/util.go	177	// Step 4: Add checksum.	COMMENT

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	desktop/angular/README.md	72	### Code scaffolding	COMMENT
MEDIUM	desktop/angular/projects/safing/ui/README.md	5	## Code scaffolding	COMMENT
MEDIUM	…sktop/angular/projects/safing/portmaster-api/README.md	5	## Code scaffolding	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	service/resolver/ipinfo.go	35	// Domain is the domain as requested by the application.	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	service/netenv/environment_default.go	15	// TODO: implement using	COMMENT
LOW	service/netenv/online-status.go	414	// TODO: implement more methods	COMMENT
LOW	base/database/storage/fstree/fstree.go	269	// TODO: implement MaintainRecordStates	COMMENT
LOW	base/database/storage/badger/badger.go	224	// TODO: implement MaintainRecordStates	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	desktop/angular/package-lock.json	18780	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	service/firewall/packet_handler.go	396	// Fast-tracking keeps the UI connection seamless when resuming from paused state.	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	cmds/updatemgr/build.sh	62	# Check if UPX is installed and compress the binary	COMMENT
LOW	spn/tools/container-init.sh	10	# Check if data dir is mounted.	COMMENT
LOW	spn/testing/simple/run.sh	33	# Check if there is an old binary for testing.	COMMENT

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…gular/projects/safing/portmaster-api/src/lib/module.ts	26	export function HttpClientProviderFactory() {	CODE
LOW	desktop/angular/src/app/app.module.ts	75	function loadAndSetLocaleInitializer(configService: ConfigService) {	CODE
LOW	desktop/angular/src/app/integration/factory.ts	7	export function integrationServiceFactory(): IntegrationService {	CODE
LOW	desktop/angular/src/app/services/notifications.types.ts	138	export function getNotificationTypeString(val: NotificationType): string {	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	desktop/tauri/src-tauri/Cargo.toml	82	# If you use cargo directly instead of tauri's cli you can use this feature flag to switch between tauri's `dev` and `bu	COMMENT

safing/portmaster

Open-Source Code Quality, Security and Technical Debt Review