1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.3K

Stars

TypeScript

Language

420.2K

Lines of Code

2.1K

Files

425

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 80 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.5/100 · LOW

Are imports declared and package/API names verified? 345 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 425 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 0MEDIUM 1LOW 420

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 425 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.

Fake / Example Data341 hits · 350 pts

Severity	File	Line	Snippet	Context
LOW	go/internal/discordlog/discord_test.go	12	err := ShareQRLink("go test -v", QRCodeRoom, "Lorem Ipsum", "https://berty.tech", "https://berty.tech")	CODE
LOW	go/pkg/banner/doc.go	4	// /\ / /\ ______ Lorem ipsum dolor sit amet, consectetur	COMMENT
LOW	go/pkg/banner/doc.go	4	// /\ / /\ ______ Lorem ipsum dolor sit amet, consectetur	COMMENT
LOW⚡	go/pkg/banner/banner_test.go	23	fmt.Println(Say(`Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	go/pkg/banner/banner_test.go	23	fmt.Println(Say(`Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	go/pkg/banner/banner_test.go	26	// /\ / /\ ______ Lorem ipsum dolor sit amet, consectetur	COMMENT
LOW⚡	go/pkg/banner/banner_test.go	26	// /\ / /\ ______ Lorem ipsum dolor sit amet, consectetur	COMMENT
LOW	berty-bridge-expo/mobile/src/navigation/stacks.tsx	599	title: t('settings.fake-data.title'),	CODE
LOW⚡	…expo/mobile/src/screens/settings/FakeData/FakeData.tsx	31	name={t('settings.fake-data.contacts-button')}	CODE
LOW⚡	…expo/mobile/src/screens/settings/FakeData/FakeData.tsx	39	name={t('settings.fake-data.multi-members-button')}	CODE
LOW⚡	…expo/mobile/src/screens/settings/FakeData/FakeData.tsx	47	name={t('settings.fake-data.messages-button')}	CODE
LOW⚡	…expo/mobile/src/screens/settings/FakeData/FakeData.tsx	55	name={t('settings.fake-data.delete-button')}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	28	placeholder={"placeholder"}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	44	placeholder={"placeholder"}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	60	placeholder={"placeholder"}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	76	placeholder={"placeholder"}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	91	placeholder={"placeholder"}	CODE
LOW	…ge-expo/mobile/src/components/inputs/Input.stories.tsx	106	placeholder={"placeholder"}	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/tr-TR/messages.json	87	"placeholder": "Takma adınızı seçin",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/tr-TR/messages.json	138	"placeholder": "Grup ismi",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/tr-TR/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/tr-TR/messages.json	378	"placeholder": "Tema adı...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/fr-FR/messages.json	87	"placeholder": "Choisissez votre pseudo",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/fr-FR/messages.json	138	"placeholder": "Nom du groupe",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/fr-FR/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/fr-FR/messages.json	378	"placeholder": "Nom du thème...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/de-DE/messages.json	87	"placeholder": "Wähle deinen Spitznamen",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/de-DE/messages.json	138	"placeholder": "Gruppenname",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/de-DE/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/de-DE/messages.json	378	"placeholder": "Theme-Name...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/pl-PL/messages.json	87	"placeholder": "Wybierz swój pseudonim",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/pl-PL/messages.json	138	"placeholder": "Nazwa grupy",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/pl-PL/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/pl-PL/messages.json	378	"placeholder": "Nazwa motywu...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/vi-VN/messages.json	87	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/vi-VN/messages.json	138	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/vi-VN/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/vi-VN/messages.json	378	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/da-DK/messages.json	87	"placeholder": "Vælg dit kaldenavn",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/da-DK/messages.json	138	"placeholder": "Gruppenavn",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/da-DK/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/da-DK/messages.json	378	"placeholder": "Temanavn...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/no-NO/messages.json	87	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/no-NO/messages.json	138	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/no-NO/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/no-NO/messages.json	378	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/el-GR/messages.json	87	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/el-GR/messages.json	138	"placeholder": "Όνομα ομάδας",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/el-GR/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/el-GR/messages.json	378	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/es-ES/messages.json	87	"placeholder": "Elige tu apodo",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/es-ES/messages.json	138	"placeholder": "Nombre del grupo",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/es-ES/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/es-ES/messages.json	378	"placeholder": "Nombre del tema...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ru-RU/messages.json	87	"placeholder": "Выбери себе никнейм",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ru-RU/messages.json	138	"placeholder": "Название группы",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ru-RU/messages.json	307	"fake-data": {	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ru-RU/messages.json	378	"placeholder": "Название темы...",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ca-ES/messages.json	87	"placeholder": "",	CODE
LOW	…bridge-expo/mobile/src/i18n/locale/ca-ES/messages.json	138	"placeholder": "",	CODE
281 more matches not shown…

Over-Commented Block69 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	go/cmd/berty/token.go	1	package main	COMMENT
LOW	go/cmd/welcomebot/main.go	541	// })	COMMENT
LOW	go/internal/tools/tools.go	1	//go:build tools	COMMENT
LOW	go/internal/tools/tools_untool.go	1	//go:build !tools	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	1	package messengerpayloads	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	21	// for _, o := range opts {	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	41	// s, serviceDispose = TestingService(ctx, t, &TestingServiceOpts{	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	61	// t.Skip("TODO")	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	81	// t.Skip("TODO")	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	101	// t.Skip("TODO")	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	121	// t.Skip("TODO")	COMMENT
LOW	go/internal/messengerpayloads/handlers_test.go	141	// t.Skip("TODO")	COMMENT
LOW	go/internal/initutil/manager.go	241	m.SetNetManager(netmanager.NewNoopNetManager())	COMMENT
LOW	go/internal/discordlog/doc.go	1	// discordlog is an unsafe package used during development to log info directly on the Berty's Discord server.	COMMENT
LOW	go/pkg/bertylinks/links.go	21	// MarshalLink returns shareable web and internal URLs.	COMMENT
LOW	go/pkg/bertylinks/links.go	501	DefaultChecksumSize = 1 // 1-byte length by default (should have ~1/256 false-positive in case of invalid password)	COMMENT
LOW	go/pkg/bertyreplication/testing.go	161	require.NoError(t, err)	COMMENT
LOW	go/pkg/messengertypes/messengertypes_grpc.pb.go	701	}	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	21	// Verify that runtime/protoimpl is sufficiently up-to-date.	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	41	// The gRPC framework will generate this error code in the above two	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	61	// not found.	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	81	// a per-user quota, or perhaps the entire file system is out of space.	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	101	// should be returned since the client should not retry unless	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	121	//	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	141	// commonly, you will see this error code when a method implementation	COMMENT
LOW	go/pkg/bertybridge/bertybridge.pb.go	161	// This error code will be generated by the gRPC framework during	COMMENT
LOW	go/pkg/bertyaccount/service_account.go	1121	// torFlag = defaultConfig.Tor	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	161	if err == io.EOF {	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	181	// state:"in progress" doing:"stop-buf-server" progress:0.1923077 completed:2 total:13 delay:228	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	201	// state:"in progress" doing:"close-ipfs-node" progress:0.8076923 completed:10 total:13 delay:561	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	281	break	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	301	// state:"in progress" doing:"stop-buf-server" progress:0.1923077 completed:2 total:13 delay:231	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	441	steps++	COMMENT
LOW	go/pkg/bertyaccount/blackbox_test.go	461	// state:"in progress" doing:"stop-buf-server" progress:0.1923077 completed:2 total:13 delay:237	COMMENT
LOW	go/pkg/banner/doc.go	1	// Package banner generates ASCII picture of the Berty logo with a message.	COMMENT
LOW	go/pkg/banner/banner_test.go	1	package banner	COMMENT
LOW	go/pkg/banner/banner_test.go	21		COMMENT
LOW	berty-bridge-expo/plugin/src/appGroup.ts	1	// The App Group container is where the Go bridge stores its "shared" root	COMMENT
LOW	berty-bridge-expo/ios/BertyBridgeExpo-Bridging-Header.h	1	//	COMMENT
LOW	berty-bridge-expo/mobile/src/utils/messenger/clients.ts	101	// const typeName = action?.payload?.type \|\| beapi.messenger.StreamEvent.Notified.Type.Unknown	COMMENT
LOW	…nents/chat/message/user-message/getUserMessageState.ts	81	// TODO: tmp comment to don't have user frustration when a message is not received	COMMENT
LOW	…ty-bridge-expo/mobile/src/hooks/faking/faking.hooks.ts	41	// export const useGenerateFakeMessages = () => {	COMMENT
LOW	…rty/bertybridgeexpo/gobridge/bledriver/PeerDevice.java	881		COMMENT
LOW	js/tsconfig.json	21	// "outDir": "./", /* Redirect output structure to the directory. */	COMMENT
LOW	js/ios/Berty/Berty-Bridging-Header.h	1	//	COMMENT
LOW	…ain/java/tech/berty/gobridge/bledriver/PeerDevice.java	881		COMMENT
LOW	…nents/chat/message/user-message/getUserMessageState.ts	81	// TODO: tmp comment to don't have user frustration when a message is not received	COMMENT
LOW	js/packages/hooks/faking/faking.hooks.ts	41	// export const useGenerateFakeMessages = () => {	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# queries: ./path/to/local/query, your-org/your-repo/queries@main	COMMENT
LOW	tool/game-utils/game-dev-app/tsconfig.json	21	// "removeComments": true, /* Do not emit comments to output. */	COMMENT
LOW	…ol/game-utils/game-dev-app/ios/miniGame/AppDelegate.mm	1	#import "AppDelegate.h"	COMMENT
LOW	…oid/app/src/main/jni/MainApplicationModuleProvider.cpp	1	#include "MainApplicationModuleProvider.h"	COMMENT
LOW	tool/tyber/go/parser/event.go	81	AppStep	COMMENT
LOW	tool/tyber/js/index.js	21	// registerRootComponent calls AppRegistry.registerComponent('main', () => App);	COMMENT
LOW	tool/metrics-compose/config/prometheus/prometheus.yml	1	# my global config	COMMENT
LOW	tool/mobile-logs/get-mobile-logs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tool/infra-testing-tool/go/todo.go	1	package main	COMMENT
LOW	tool/infra-testing-tool/go/todo.go	21	// certain ports for certain protocols, etc	COMMENT
LOW	tool/infra-testing-tool/go/config/node.go	161	panic(fmt.Sprintf("nodegroup %s has no connections", c.Name))	COMMENT
9 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	go/internal/initutil/ipfs.go	228	m.Node.Protocol.MDNS.DriverLocker.Lock()	CODE
CRITICAL	go/internal/initutil/ipfs.go	371	logger.Debug("local PeerID", logutil.PrivateString("PeerID", m.Node.Protocol.ipfsNode.Identity.String()))	CODE
CRITICAL	go/internal/initutil/ipfs.go	578	cfg.Addresses.Swarm = append(cfg.Addresses.Swarm, m.Node.Protocol.Nearby.Driver.DefaultAddr())	CODE
CRITICAL	go/internal/initutil/ipfs.go	734	m.Node.Protocol.MDNS.DriverLocker.Unlock()	CODE

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	berty-bridge-expo/plugin/src/withBlePermissions.ts	54	function addLocationPermissionToManifest(androidManifest: AndroidManifest) {	CODE
LOW	berty-bridge-expo/plugin/src/withBlePermissions.ts	98	function addScanPermissionToManifest(androidManifest: AndroidManifest) {	CODE
LOW	…bridge-expo/mobile/src/components/chat/MessageList.tsx	36	const CenteredActivityIndicator: React.FC<ActivityIndicatorProps> = React.memo(function CenteredActivityIndicator(props)	CODE
LOW	…ithub/workflows/utils/get-self-hosted-runner-status.js	5	async function getSelfHostedRunnersStatus() {	CODE
LOW	…ithub/workflows/utils/get-self-hosted-runner-status.js	43	async function getSelfHostedRunnersOnlineCount() {	CODE
LOW	…ithub/workflows/utils/get-self-hosted-runner-status.js	68	async function isSelfHostedRunnerAvailable() {	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…actions/self-hosted-runners/xcode-cookie/gen_cookie.sh	7	# Check if env it set correctly	COMMENT
LOW	…actions/self-hosted-runners/xcode-cookie/gen_cookie.sh	13	# Check if fastlane cookie is still valid	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tool/tyber/js/web/index.html	107	Feel free to customize this however you'd like.	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/go.yml	310	# TODO: consider adding various GOARCH check per OS.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tool/mobile-logs/get-mobile-logs.sh	11	# Usage:	COMMENT

berty/berty

Open-Source Code Quality, Security and Technical Debt Review