AI Slop Code Risk Monitor

freeplane/freeplane

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

Application for Mind Mapping, Knowledge Management, Project Management. Develop, organize and communicate your ideas and knowledge in the most effective way.

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for freeplane/freeplane, a Java project with 4,445 GitHub stars. SynthScan examined 385,484 lines of code across 2773 source files, recording 77 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.5 (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.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
4.4K
Stars
Java
Language
385.5K
Lines of Code
2.8K
Files
77
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 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 15 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.6/100 · LOW

Are imports declared and package/API names verified? 54 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

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

PR Review Velocity Impact 6.3/100 · LOW

Which changes need focused human review? 77 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 45HIGH 0MEDIUM 12LOW 20

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 77 distinct pattern matches across 7 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 Indicators45 hits · 515 pts
SeverityFileLineSnippetContext
CRITICAL…org/freeplane/plugin/script/ScriptEditorPanelTest.java163 org.assertj.core.groups.Tuple.tuple(1, 1),CODE
CRITICAL…org/freeplane/plugin/script/ScriptEditorPanelTest.java164 org.assertj.core.groups.Tuple.tuple(2, 1));CODE
CRITICAL…org/freeplane/plugin/script/ScriptEditorPanelTest.java184 org.assertj.core.groups.Tuple.tuple(1, 1),CODE
CRITICAL…org/freeplane/plugin/script/ScriptEditorPanelTest.java185 org.assertj.core.groups.Tuple.tuple(2, 1));CODE
CRITICAL…a/org/freeplane/plugin/script/ScriptingEngineTest.java97 org.assertj.core.groups.Tuple.tuple(1, 1),CODE
CRITICAL…a/org/freeplane/plugin/script/ScriptingEngineTest.java98 org.assertj.core.groups.Tuple.tuple(2, 1));CODE
CRITICAL…/java/org/freeplane/plugin/script/ScriptingEngine.java115 org.freeplane.features.mode.Controller controller = org.freeplane.features.mode.Controller.getCurrentController(CODE
CRITICAL…ava/org/freeplane/plugin/script/proxy/Convertible.java233 * org.apache.commons.lang.time.DateFormatUtils.format(date, "yyyy-MM-dd'T'HH:mm:ss.SSSZ"), i.e. toCOMMENT
CRITICAL…/freeplane/plugin/script/addons/AddOnDetailsPanel.java205 return "<tr><" + td + ">" + org.apache.commons.lang.StringUtils.join(columns, separator) + "</" + td + "></tr>";CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java178 display = com.sun.jna.platform.unix.X11.INSTANCE.XOpenDisplay(null);CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java182 final com.sun.jna.platform.unix.X11.Window root = com.sun.jna.platform.unix.X11.INSTANCE.XDefaultRootWindow(display);CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java183 final com.sun.jna.platform.unix.X11.Window shellWindow = new com.sun.jna.platform.unix.X11.Window(shell);CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java187 final com.sun.jna.platform.unix.X11.WindowByReference child = new com.sun.jna.platform.unix.X11.WindowByReference();CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java188 final boolean translated = com.sun.jna.platform.unix.X11.INSTANCE.XTranslateCoordinates(CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java199 final com.sun.jna.platform.unix.X11.WindowByReference geometryRoot = new com.sun.jna.platform.unix.X11.WindowByRefereCODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java200 final int status = com.sun.jna.platform.unix.X11.INSTANCE.XGetGeometry(CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java201 display, new com.sun.jna.platform.unix.X11.Drawable(shell), geometryRoot,CODE
CRITICAL…/freeplane/core/ui/components/FrameResynchronizer.java236 com.sun.jna.platform.unix.X11.INSTANCE.XCloseDisplay(display);CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java253 final com.sun.jna.platform.unix.X11.Atom atom = com.sun.jna.platform.unix.X11.INSTANCE.XInternAtom(display,CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java255 final com.sun.jna.platform.unix.X11.AtomByReference actualType = new com.sun.jna.platform.unix.X11.AtomByReference();CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java260 final int status = com.sun.jna.platform.unix.X11.INSTANCE.XGetWindowProperty(display, window, atom,CODE
CRITICAL⚡…/freeplane/core/ui/components/FrameResynchronizer.java261 new com.sun.jna.NativeLong(0), new com.sun.jna.NativeLong(4), false, new com.sun.jna.platform.unix.X11.Atom(0),CODE
CRITICAL…/freeplane/core/ui/components/FrameResynchronizer.java275 com.sun.jna.platform.unix.X11.INSTANCE.XFree(property.getValue());CODE
CRITICAL…ore/ui/components/resizer/OneTouchCollapseResizer.java162 LogUtils.warn("Exception in org.freeplane.core.ui.components.OneTouchCollapseResizer.setExpanded(enabled): "+e);CODE
CRITICAL…a/org/freeplane/core/io/xml/XMLLocalParserFactory.java8 IXMLParser parser = org.freeplane.n3.nanoxml.XMLParserFactory.createDefaultXMLParser();CODE
CRITICAL…va/org/freeplane/plugin/formula/FormulaEditorTest.java34 org.assertj.core.groups.Tuple.tuple(1, 2),CODE
CRITICAL…va/org/freeplane/plugin/formula/FormulaEditorTest.java35 org.assertj.core.groups.Tuple.tuple(2, 1));CODE
CRITICAL…rg/freeplane/plugin/ai/tools/AIToolSetBuilderTest.java123 assertThat(aiCodeToolSet.readCode(new org.freeplane.plugin.ai.tools.code.ReadCodeToolRequest(CODE
CRITICAL…rg/freeplane/plugin/ai/tools/AIToolSetBuilderTest.java126 assertThat(aiCodeToolSet.readCode(new org.freeplane.plugin.ai.tools.code.ReadCodeToolRequest(CODE
CRITICAL…ane/plugin/ai/tools/formula/FormulaUpdateToolTest.java64 org.assertj.core.api.Assertions.assertThatThrownBy(() -> uut.previewFormulaUpdates(new FormulaUpdatePreviewRequeCODE
CRITICAL…ne/plugin/ai/chat/ui/AIChatPanelScriptRequestTest.java1751 return org.freeplane.plugin.ai.model.AIModelSelection.createSelectionValue(CODE
CRITICAL…sion/TranscriptMemoryMapperModelConfigurationTest.java30 ChatMemory memory = org.freeplane.plugin.ai.chat.memory.AssistantProfileChatMemory.withMaxTokens(500);CODE
CRITICAL…sion/TranscriptMemoryMapperModelConfigurationTest.java38 ChatMemory restored = org.freeplane.plugin.ai.chat.memory.AssistantProfileChatMemory.withMaxTokens(500);CODE
CRITICAL…/org/freeplane/plugin/ai/prompt/AiPromptStoreTest.java204 return org.assertj.core.groups.Tuple.tuple(values);CODE
CRITICAL…ane/plugin/ai/prompt/ui/AiPromptManagerDialogTest.java299 return org.assertj.core.groups.Tuple.tuple(values);CODE
CRITICAL…/freeplane/plugin/ai/model/AIChatModelFactoryTest.java165 org.assertj.core.api.Assertions.assertThatThrownBy(CODE
CRITICAL…va/org/freeplane/plugin/ai/tools/AIToolSetBuilder.java300 return new org.freeplane.plugin.ai.tools.availability.ToolAvailabilityLevelSettings().getToolAvailabilitCODE
CRITICAL…plane/plugin/ai/chat/history/ChatTranscriptRecord.java109 return org.freeplane.plugin.ai.model.AIModelSelection.createSelectionValue(CODE
CRITICAL…reeplane/plugin/ai/chat/request/AiRequestMappings.java18 return org.freeplane.plugin.ai.model.AIModelConfiguration.of(CODE
CRITICAL…rogress/009-fix-autosave-backups-across-filesystems.md75 bundled `org.apache.commons.io.FileUtils.moveFile(File, File)`CODE
CRITICAL…rogress/009-fix-autosave-backups-across-filesystems.md98 `org.apache.commons.io.FileUtils.moveFile(...)`.CODE
CRITICAL…rogress/009-fix-autosave-backups-across-filesystems.md115 `org.apache.commons.io.FileUtils.moveFile(...)`. Do not add aCODE
CRITICAL…/src/main/java/org/freeplane/plugin/svg/ExportPdf.java77 org.freeplane.core.util.LogUtils.warn(ex);CODE
CRITICAL…/src/main/java/org/freeplane/plugin/svg/ExportPdf.java99 org.freeplane.core.util.LogUtils.warn(e);CODE
CRITICAL…/src/main/java/org/freeplane/plugin/svg/ExportSvg.java63 org.freeplane.core.util.LogUtils.warn(ex);CODE
Decorative Section Separators8 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUMfreeplane/src/external/resources/linkDecoration.ini1# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUMfreeplane/src/external/resources/linkDecoration.ini3# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUMfreeplane/src/external/resources/linkDecoration.ini99# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUMfreeplane/src/external/resources/linkDecoration.ini101# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUM⚡freeplane/src/external/resources/linkDecoration.ini112# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUM⚡freeplane/src/external/resources/linkDecoration.ini114# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUM⚡freeplane/src/external/resources/linkDecoration.ini124# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
MEDIUM⚡freeplane/src/external/resources/linkDecoration.ini126# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━COMMENT
Fake / Example Data9 hits · 12 pts
SeverityFileLineSnippetContext
LOWfreeplane/src/editor/resources/preview/cssPreview.html7 h1: Lorem ipsum dolor,CODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm59<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm59<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm63<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm63<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm65<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOW⚡freeplane_framework/test_data/StructuredMapTest.mm65<node TEXT="This should be &quot;Body text&quot;. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonuCODE
LOWfreeplane_plugin_markdown/src/test/resources/example.md781. Lorem ipsum dolor sit ametCODE
LOWfreeplane_plugin_markdown/src/test/resources/example.md781. Lorem ipsum dolor sit ametCODE
Slop Phrases5 hits · 9 pts
SeverityFileLineSnippetContext
LOWfreeplane/doc/freeplaneUserGuide.mm4193 Ta add an internal hyperlink to another node, put #NodeId as address. To get the NodeID, right-click the node anCODE
MEDIUMfreeplane/doc/freeplaneUserGuide.mm5997 You can define a new style by selecting a node and choosing menu <i>Format&#160;&gt;&#160;Manage style &gt; New stCODE
MEDIUMfreeplane/doc/freeplaneUserGuide.mm7676 Besides entering text as an attribute value, you can add hyperlinks. Right-click on an attribute value to see the CODE
MEDIUMfreeplane/doc/Freeplane_LaTeX.mm295<node TEXT="Automaticaly adjusting the size of the brackets to the equation&#xa;is done by putting a \left and a \right CODE
MEDIUMfreeplane/doc/Freeplane_LaTeX.mm311<node TEXT="There are diffrent commands to build a fraction.The most common&#xa;is probably the \frac {numerator}{denomiCODE
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOW…/org/freeplane/plugin/script/ScriptingPermissions.java101// }COMMENT
LOW…/java/org/freeplane/core/util/RuleReferenceShould.java41 objectReference.resetCache();COMMENT
LOW…/java/org/freeplane/features/format/PatternFormat.java81 this.locale = locale;COMMENT
LOW…in/java/org/freeplane/main/addons/AddOnProperties.java401 // locale( name:loc ) {COMMENT
LOWfreeplane_framework/launch4j/freeplaneConsole.l4j.ini1# Launch4j runtime configCOMMENT
LOWfreeplane_framework/launch4j/freeplane.l4j.ini1# Launch4j runtime configCOMMENT
LOW…rg/freeplane/plugin/jsyntaxpane/NodeIdHighLighter.java141 deHighlight();COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWcodesign/sign-jars-on-mac.sh3# Check if JAR path pattern and Developer ID are providedCOMMENT
LOWcodesign/deploy-github-release.sh322 # Check if any uploads failedCOMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…src/main/java/org/freeplane/main/osgi/DataHandler.java8class DataHandler extends Handler implements ConnectionHandler{CODE