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AI Slop Code Risk Monitor

florisboard/florisboard

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

An open-source keyboard for Android which respects your privacy. Currently in beta.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for florisboard/florisboard, a Kotlin project with 8,739 GitHub stars. SynthScan examined 153,916 lines of code across 840 source files, recording 52 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
8.7K
Stars
Kotlin
Language
153.9K
Lines of Code
840
Files
52
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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 18 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 52 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 2HIGH 2MEDIUM 5LOW 43

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 52 distinct pattern matches across 9 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 Data31 hits · 33 pts
SeverityFileLineSnippetContext
LOW⚡…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt26 "Jane Doe" to ExtensionMaintainer(name = "Jane Doe"),CODE
LOW⚡…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt30 "Jane Doe <jane.doe@gmail.com>" to ExtensionMaintainer(name = "Jane Doe", email = "jane.doe@gmail.com"),CODE
LOW⚡…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt31 "Jane Doe (jane-doe.com)" to ExtensionMaintainer(name = "Jane Doe", url = "jane-doe.com"),CODE
LOW⚡…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt32 "Jane Doe <jane.doe@gmail.com> (jane-doe.com)" to ExtensionMaintainer(name = "Jane Doe", email = "jane.doe@gmailCODE
LOW…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt44 " Jane Doe " to ExtensionMaintainer(name = "Jane Doe"),CODE
LOW…patrickgold/florisboard/lib/ext/ExtensionAuthorTest.kt46 " Jane Doe <jane.doe@gmail.com> " to ExtensionMaintainer(name = "Jane Doe", email = "jane.doe@gmCODE
LOW…ickgold/florisboard/app/ext/ExtensionMaintainerChip.kt94 name = "Jane Doe",CODE
LOW…ickgold/florisboard/app/ext/ExtensionMaintainerChip.kt105 name = "Jane Doe",CODE
LOW…ickgold/florisboard/app/ext/ExtensionMaintainerChip.kt116 name = "Jane Doe",CODE
LOWapp/src/main/assets/ime/dict/data.json1{"the": 255, "of": 254, "to": 254, "and": 254, "a": 254, "in": 254, "i": 254, "is": 254, "for": 254, "that": 254, "you":CODE
LOW…d/org.florisboard.layouts/layouts/symbolsMod/neo2.json4 { "code": 0, "type": "placeholder" },CODE
LOW…g.florisboard.layouts/layouts/symbolsMod/armenian.json4 { "code": 0, "type": "placeholder" },CODE
LOW…rd/org.florisboard.layouts/layouts/symbolsMod/cjk.json4 { "code": 0, "type": "placeholder" },CODE
LOW…rg.florisboard.layouts/layouts/symbolsMod/default.json4 { "code": 0, "type": "placeholder" },CODE
LOW….florisboard.layouts/layouts/charactersMod/arabic.json3 { "code": 0, "type": "placeholder" },CODE
LOW…org.florisboard.layouts/layouts/charactersMod/jis.json3 { "code": 0, "type": "placeholder" },CODE
LOW…rg.florisboard.layouts/layouts/charactersMod/neo2.json4 { "code": 0, "type": "placeholder" },CODE
LOW…florisboard.layouts/layouts/charactersMod/persian.json3 { "code": 0, "type": "placeholder" },CODE
LOW…oard.layouts/layouts/charactersMod/bengali_unijoy.json4 { "code": 0, "type": "placeholder" },CODE
LOW…orisboard.layouts/layouts/charactersMod/dvorak_de.json4 { "code": 0, "type": "placeholder" },CODE
LOW…florisboard.layouts/layouts/charactersMod/kurdish.json3 { "code": 0, "type": "placeholder" },CODE
LOW…lorisboard.layouts/layouts/charactersMod/armenian.json4 { "code": 0, "type": "placeholder" },CODE
LOW….florisboard.layouts/layouts/charactersMod/dvorak.json4 { "code": 0, "type": "placeholder" },CODE
LOW…orisboard.layouts/layouts/charactersMod/dvorak_se.json4 { "code": 0, "type": "placeholder" },CODE
LOW….florisboard.layouts/layouts/charactersMod/diktor.json4 { "code": 0, "type": "placeholder" },CODE
LOW…lorisboard.layouts/layouts/charactersMod/persian2.json3 { "code": 0, "type": "placeholder" },CODE
LOW….florisboard.layouts/layouts/charactersMod/hebrew.json3 { "code": 0, "type": "placeholder" },CODE
LOW…florisboard.layouts/layouts/charactersMod/default.json4 { "code": 0, "type": "placeholder" },CODE
LOW…lorisboard.layouts/layouts/charactersMod/persian3.json3 { "code": 0, "type": "placeholder" },CODE
LOW…d/org.florisboard.layouts/layouts/symbols2Mod/cjk.json4 { "code": 0, "type": "placeholder" },CODE
LOW…g.florisboard.layouts/layouts/symbols2Mod/default.json4 { "code": 0, "type": "placeholder" },CODE
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICAL…kgold/florisboard/ime/extension/ExtensionValidation.kt162 org.florisboard.lib.snygg.value.SnyggStaticColorValue.deserialize(str).isFailure -> {CODE
CRITICAL…ain/kotlin/dev/patrickgold/florisboard/app/AppPrefs.kt748 dev.patrickgold.florisboard.ime.media.emoji.Emoji(it, "", emptyList())CODE
Self-Referential Comments4 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMfastlane/generate-screenshots.sh136 \( +clone +level-colors black -fill white -draw "roundrectangle 0,0,%[fx:w],%[fx:h],${BORDER_RADIUS},${BORDER_CODE
MEDIUMfastlane/generate-screenshots.sh162 \( +clone +level-colors black -fill white -draw "roundrectangle 0,0,%[fx:w],%[fx:h],${BORDER_RADIUS},${BORDER_CODE
MEDIUMfastlane/generate-screenshots.sh175 \( +clone +level-colors black -fill white -draw "roundrectangle 0,0,%[fx:w],%[fx:h],${BORDER_RADIUS},${BORCODE
MEDIUMfastlane/generate-screenshots.sh200 \( +clone +level-colors black -fill white -draw "roundrectangle 0,0,%[fx:w],%[fx:h],${BORDER_RADIUS},${BORDER_CODE
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOW…orisboard/ime/nlp/han/HanShapeBasedLanguageProvider.kt121 // Is kept in sync with the active keyboard subtype of the user, however a new preload does not necessary meanCOMMENT
LOW…orisboard/ime/nlp/han/HanShapeBasedLanguageProvider.kt221 if (languagePackItem == null || languagePackExtension == null) {COMMENT
LOW…orisboard/ime/nlp/han/HanShapeBasedLanguageProvider.kt241// add(word)COMMENT
LOW…patrickgold/florisboard/ime/keyboard3/ImeController.kt501 if (text.isEmpty() || state.editor.info.isRawInputEditor) return falseCOMMENT
LOW…dev/patrickgold/florisboard/ime/keyboard3/ImeEditor.kt41 val info: FlorisEditorInfo,COMMENT
LOW…app/settings/localization/LanguagePackManagerScreen.kt141// selected = activeLanguagePackId?.extensionId == extensionId &&COMMENT
LOW…rg/florisboard/lib/snygg/value/SnyggAppearanceValue.kt201 }COMMENT
AI Slop Vocabulary4 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMapp/src/main/config/licenses/icu4c.json5 "content": "UNICODE, INC. LICENSE AGREEMENT - DATA FILES AND SOFTWARE\n\nSee Terms of Use <https://www.unicode.org/copCODE
LOWutils/convert_fcitx5_sqlite.py110 # Prompt: just add to word list and KeyCode.COMMENT
LOWutils/convert_fcitx5_sqlite.py113 # Pinyin: just add to word list and KeyCode.COMMENT
LOWutils/convert_fcitx5_sqlite.py131 # Weight: just use order.COMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHAI_POLICY.md285. All code submitted must have been written by yourself. At no point in time should code have been generated by AI, eitCODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHutils/convert_fcitx5_sqlite.py75except ValueError:CODE
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…v/patrickgold/florisboard/FlorisSpellCheckerService.kt141 // TODO: implement custom solution here instead of calling the default implementationCOMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWutils/convert_fcitx5_sqlite.py50CODE