Home / dedicatedcode / reitti
AI Slop Code Risk Monitor

dedicatedcode/reitti

SlopCodeMonitor badge for dedicatedcode/reitti Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Reitti is a comprehensive personal location tracking and analysis application that helps you understand your movement patterns and significant places. The name "Reitti" comes from Finnish, meaning "route" or "path".

1.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for dedicatedcode/reitti, a Java project with 2,694 GitHub stars. SynthScan examined 154,786 lines of code across 890 source files, recording 53 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 1.2 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.2
Adjusted Signal
1.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
2.7K
Stars
Java
Language
154.8K
Lines of Code
890
Files
53
Pattern Hits
2026-10-31
Scan Date
0.01
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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 35 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.5/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 16 finding(s).

PR Review Velocity Impact 5.1/100 · LOW

Which changes need focused human review? 53 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 12HIGH 0MEDIUM 1LOW 40

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 53 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.

Hallucination Indicators12 hits · 135 pts
SeverityFileLineSnippetContext
CRITICAL…/repository/TimelineOverviewStatisticsServiceTest.java422 Instant start = com.dedicatedcode.reitti.service.TimeUtil.startOfDay(rangeStart, tz, dayStart);CODE
CRITICAL…/repository/TimelineOverviewStatisticsServiceTest.java423 Instant end = com.dedicatedcode.reitti.service.TimeUtil.endOfDay(rangeEnd, tz, dayStart);CODE
CRITICAL…i/controller/settings/PlacesEditorIntegrationTest.java137 org.assertj.core.api.Assertions.assertThat(body).contains("Show more");CODE
CRITICAL…i/controller/settings/PlacesEditorIntegrationTest.java138 org.assertj.core.api.Assertions.assertThat(body).contains("page=1");CODE
CRITICAL…oller/settings/IntegrationsSettingsControllerTest.java103 org.assertj.core.api.Assertions.assertThat(integration.getAlbumId()).isEqualTo("album-1");CODE
CRITICAL…oller/settings/IntegrationsSettingsControllerTest.java104 org.assertj.core.api.Assertions.assertThat(integration.getAlbumName()).isEqualTo("My Album");CODE
CRITICAL⚡…oller/settings/IntegrationsSettingsControllerTest.java150 org.assertj.core.api.Assertions.assertThat(integration.getApiKey()).isEqualTo("test-api-key");CODE
CRITICAL⚡…oller/settings/IntegrationsSettingsControllerTest.java151 org.assertj.core.api.Assertions.assertThat(integration.getReittiDeviceId()).isEqualTo(device.id());CODE
CRITICAL⚡…oller/settings/IntegrationsSettingsControllerTest.java152 org.assertj.core.api.Assertions.assertThat(integration.isEnabled()).isTrue();CODE
CRITICAL…oller/settings/IntegrationsSettingsControllerTest.java169 org.assertj.core.api.Assertions.assertThat(intervalsIcuIntegrationJdbcService.findByUser(user)).isEmpty();CODE
CRITICAL…eitti/controller/api/ImmichPhotoApiControllerTest.java126 com.dedicatedcode.reitti.dto.ImmichAsset.ExifInfo exifInfo = new com.dedicatedcode.reitti.dto.ImmichAsset.ExifInCODE
CRITICAL…/service/jobs/JobSchedulingServiceIntegrationTest.java136 org.quartz.impl.matchers.GroupMatcher.triggerGroupEquals(JobSchedulingService.TASK_TRIGGER_GROUP));CODE
Hyper-Verbose Identifiers16 hits · 16 pts
SeverityFileLineSnippetContext
LOWsrc/main/resources/static/js/gps-data-manager.js1class GpsDataManager {CODE
LOWsrc/main/resources/static/js/workbench.js111function mergeSourceCacheFromGeoJSON(streamId, featureCollection) {CODE
LOWsrc/main/resources/static/js/workbench.js124function mergeMainJourneyFromGeoJSON(featureCollection) {CODE
LOWsrc/main/resources/templates/index.html453 function calculateTimelineMultiplier() {CODE
LOWsrc/main/resources/templates/index.html782 function enableDeviceGpsDataManager(userId, deviceId, displayName, color, avatarUrl, avatarFallback, showAvatar, metCODE
LOWsrc/main/resources/templates/index.html988 function handleAutoTodaySelectionTimer(autoUpdateMode) {CODE
LOWsrc/main/resources/templates/index.html1251 function applyDatePickerModeLayout() {CODE
LOWsrc/main/resources/templates/index.html1687 function closeTransportModeOverlay() {CODE
LOW…main/resources/templates/settings/user-management.html220 function initializeHomeLocationMap() {CODE
LOWsrc/main/resources/templates/settings/devices.html138 function updateCustomColorFromText(color) {CODE
LOW…resources/templates/settings/transportation-modes.html145 function updateCustomColorFromText(color) {CODE
LOW…sources/templates/settings/fragments/integrations.html902 function generateGpsLoggerPropertiesUrl(token, serverUrl) {CODE
LOW…ain/resources/templates/fragments/user-management.html431 function updateCustomColorFromText(color) {CODE
LOWsrc/main/resources/templates/memories/list.html101 function startMemoryProcessingAnimation() {CODE
LOWsrc/main/resources/templates/memories/fragments.html379 function navigateToMemoryWithTimezone(event, memoryId) {CODE
LOWsrc/main/resources/templates/memories/view.html691 function startMemoryProcessingAnimation() {CODE
Verbosity Indicators6 hits · 13 pts
SeverityFileLineSnippetContext
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js194 // Step 1: Compute luminance (perceptual grayscale)COMMENT
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js197 // Step 2: Blend between grayscale and original based on saturationCOMMENT
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js203 // Step 3: Apply brightnessCOMMENT
LOW…dcode/reitti/service/MemoryBlockGenerationService.java81 // Step 1: Data Pre-processing & FilteringCOMMENT
LOW⚡…dcode/reitti/service/MemoryBlockGenerationService.java100 // Step 3: Scoring & Identifying "Interesting" VisitsCOMMENT
LOW⚡…dcode/reitti/service/MemoryBlockGenerationService.java109 // Step 4: Clustering & Creating a NarrativeCOMMENT
Structural Annotation Overuse6 hits · 13 pts
SeverityFileLineSnippetContext
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js194 // Step 1: Compute luminance (perceptual grayscale)COMMENT
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js197 // Step 2: Blend between grayscale and original based on saturationCOMMENT
LOW⚡docs/tools/map-styles/maplibre-to-grayscale.js203 // Step 3: Apply brightnessCOMMENT
LOW…dcode/reitti/service/MemoryBlockGenerationService.java81 // Step 1: Data Pre-processing & FilteringCOMMENT
LOW⚡…dcode/reitti/service/MemoryBlockGenerationService.java100 // Step 3: Scoring & Identifying "Interesting" VisitsCOMMENT
LOW⚡…dcode/reitti/service/MemoryBlockGenerationService.java109 // Step 4: Clustering & Creating a NarrativeCOMMENT
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOW…epository/SignificantPlaceOverrideJdbcServiceTest.java37 SignificantPlace place = new SignificantPlace(1L, "Home Override", "123 Main St", "New York", "US", 40.7128, -74CODE
LOW…catedcode/reitti/service/HomeDetectionServiceTest.java26 SignificantPlace place = new SignificantPlace(1L, "Home", "123 Main St", "City", "US", 40.0, -74.0, null, HOME, CODE
LOW…catedcode/reitti/service/HomeDetectionServiceTest.java45 SignificantPlace place1 = new SignificantPlace(1L, "Home1", "123 Main St", "City", "US", 40.0, -74.0, null, HOMECODE
LOW…catedcode/reitti/service/HomeDetectionServiceTest.java71 SignificantPlace place1 = new SignificantPlace(1L, "Home1", "123 Main St", "City", "US", 40.0, -74.0, null, HOMECODE
LOW…catedcode/reitti/service/HomeDetectionServiceTest.java105 SignificantPlace place = new SignificantPlace(1L, "Home", "123 Main St", "City", "US", 40.0, -74.0, null, HOME, CODE
LOW…dcode/reitti/service/AvatarServiceIntegrationTest.java157 assertEquals("JD", avatarService.generateInitials("John Doe"));CODE
Redundant / Tautological Comments3 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/dead-message-keys.sh14 # Check if the key is a frontend JS keyCOMMENT
LOWscripts/generate-acknowledgments.sh107 # Check if jq is availableCOMMENT
LOWscripts/generate-acknowledgments.sh113 # Check if curl is availableCOMMENT
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/main/resources/static/js/date-picker-combined.js521class DatePicker {COMMENT
LOWsrc/main/resources/static/js/date-picker-combined.js561 };COMMENT
LOWsrc/main/resources/static/js/gps-data-manager.js641 // of lagging behind it.COMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM…sources/templates/settings/fragments/integrations.html38 <span th:text="#{integrations.mobile.help.description}">For detailed setup instructions and tips, visit our CODE