AI Slop Code RIsk Monitor

XayahSuSuSu/Android-DataBackup

DataBackup for Android 7.0+

6.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for XayahSuSuSu/Android-DataBackup, a Kotlin project with 7,449 GitHub stars. SynthScan examined 333,051 lines of code across 1292 source files, recording 2417 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 6.3 (Moderate 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.

6.3
Adjusted Signal
6.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
7.4K
Stars
Kotlin
Language
333.1K
Lines of Code
1.3K
Files
2.4K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 26.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 2409 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 31.0/100 · MEDIUM

Which changes need focused human review? 2417 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 5HIGH 0MEDIUM 4LOW 2408

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 2417 distinct pattern matches across 6 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 Block2402 hits · 2037 pts
SeverityFileLineSnippetContext
LOW…/main/kotlin/com/xayah/core/ui/component/ModalPopup.kt201// override fun internalOnMeasure(widthMeasureSpec: Int, heightMeasureSpec: Int) {COMMENT
LOW…kotlin/com/xayah/core/ui/material3/util/MathHelpers.kt141 //COMMENT
LOW…kotlin/com/xayah/core/ui/material3/util/MathHelpers.kt161 // Where:COMMENT
LOW…kotlin/com/xayah/core/ui/material3/util/MathHelpers.kt181 //COMMENT
LOW…kotlin/com/xayah/core/ui/material3/util/MathHelpers.kt201 //COMMENT
LOW…kotlin/com/xayah/core/ui/material3/util/MathHelpers.kt221 // more rounds don't improve the results significantly given our use cases.COMMENT
LOW…ain/kotlin/com/xayah/core/ui/material3/window/Popup.kt421 override fun Content() {COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2021# if defined __GNUC_GNU_INLINE__ && __GNUC_GNU_INLINE__COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2041# if defined __GNUC_STDC_INLINE__ && __GNUC_STDC_INLINE__COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2321/* #undef UNLINK_PARENT_BUG */COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2361# define _OPENBSD_SOURCE 1COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2381# define __STDC_WANT_IEC_60559_BFP_EXT__ 1COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2401# define __STDC_WANT_LIB_EXT2__ 1COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2581 : 5 <= __clang_major__)))COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2601# define _GL_ATTR_may_alias _GL_GNUC_PREREQ (3, 3)COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2641/* Applies to: function, pointer to function, function types. */COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2681# define _GL_ATTRIBUTE_COLD __attribute__ ((__cold__))COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2741# ifndef _GL_BRACKET_BEFORE_ATTRIBUTECOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2761#if !(defined _GL_ATTRIBUTE_ERROR && defined _GL_ATTRIBUTE_WARNING)COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2781# define _GL_ATTRIBUTE_EXTERNALLY_VISIBLECOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2841# define _GL_ATTRIBUTE_MALLOC __attribute__ ((__malloc__))COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2881# if __has_c_attribute (__maybe_unused__)COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2901# ifndef _GL_BRACKET_BEFORE_ATTRIBUTECOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2941#ifndef _GL_ATTRIBUTE_NONNULLCOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h2981# if _GL_HAS_ATTRIBUTE (packed)COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3021# define _GL_ATTRIBUTE_SENTINEL(pos) __attribute__ ((__sentinel__ pos))COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3041/* Note that g++ < 4.5 does not support the '__attribute__ ((__unused__)) ;'COMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3281# undef/**/_AlignofCOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3341# endifCOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3361# elseCOMMENT
LOW…e/native/src/main/jni/external/tar/tar-config/config.h3381 #undef/**/__ASSERT_H__COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h141 # elseCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h501 _GL_WARN_ON_USE (rpl_environ, "environ is not always properly declared");COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h521 __attribute__ ((__warning__ (message)))COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h561 __attribute__ ((__diagnose_if__ (1, msg, "warning")))COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h581#endifCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h641# if GNULIB_PORTCHECKCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h701# elseCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h721_GL_CXXALIAS_RPL (tzset, void, (void));COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h741_GL_CXXALIAS_MDA (tzset, void, (void));COMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h821# define localtime rpl_localtimeCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h981# endifCOMMENT
LOW…tive/src/main/jni/external/tar/tar-gnu-embedded/time.h1001# endifCOMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/error.h81 #if @GNULIB_FOO@COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/error.h121 _GL_CXXALIAS_RPL (foo, ...);COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/error.h461 return error (__status, __errnum, __format, __builtin_va_arg_pack ());COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/utime.h121COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/utime.h541# if 4 < __GNUC__ || (__GNUC__ == 4 && 3 <= __GNUC_MINOR__)COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/utime.h581COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/utime.h601_GL_CXXALIAS_SYS (utime, int, (const char *filename, const struct utimbuf *ts));COMMENT
LOW…ive/src/main/jni/external/tar/tar-gnu-embedded/utime.h621# endifCOMMENT
LOW…e/src/main/jni/external/tar/tar-gnu-embedded/unicase.h21#include "unitypes.h"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h41# include_next <inttypes.h>COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h581#ifndef _GL_WARN_EXTERN_CCOMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h601# define PRId8 "d"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h621# define PRIx8 "x"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h641# define PRIo16 "o"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h661# define PRId32 "d"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h681# define PRIx32 "x"COMMENT
LOW…/src/main/jni/external/tar/tar-gnu-embedded/inttypes.h701# define PRIi64 _PRI64_PREFIX "i"COMMENT
2342 more matches not shown…
Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICAL…/src/main/kotlin/com/xayah/core/ui/component/Common.kt171 com.xayah.core.ui.material3.Surface(onClick = onClick) {CODE
CRITICAL…/src/main/kotlin/com/xayah/core/ui/component/Common.kt261 com.xayah.core.ui.material3.Surface(onClick = onClick) {CODE
CRITICAL…ui/src/main/kotlin/com/xayah/core/ui/component/Chip.kt432 com.xayah.core.ui.material3.Surface(CODE
CRITICAL…otlin/com/xayah/core/ui/component/ProgressIndicator.kt149 com.xayah.core.ui.component.LinearProgressIndicator(CODE
CRITICAL…otlin/com/xayah/core/ui/component/ProgressIndicator.kt157 com.xayah.core.ui.component.LinearProgressIndicator(CODE
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM…material3/pullrefresh/PullRefreshIndicatorTransform.kt49 // Essentially we only want to clip the at the top, so the indicator will not appear whenCOMMENT
MEDIUM…n/com/xayah/core/ui/theme/ThemedDynamicTonalPalette.kt186 // SDKs 31-33 return Chroma4 values for neutral palette, we instead leverage neutralCOMMENT
MEDIUM…n/com/xayah/core/ui/theme/ThemedDynamicTonalPalette.kt208 // SDKs 31-33 return Chroma4 values for neutral palette, we instead leverage neutralCOMMENT
Verbosity Indicators3 hits · 4 pts
SeverityFileLineSnippetContext
LOW…/main/kotlin/com/xayah/core/ui/component/ModalPopup.kt567 // e.g. the soft keyboard changes visibility. For that reason, we need to check if we've movedCOMMENT
LOW…ain/kotlin/com/xayah/core/ui/material3/window/Popup.kt250 // e.g. the soft keyboard changes visibility. For that reason, we need to check if we've movedCOMMENT
LOW…n/java/com/xayah/databackup/ui/material3/ModalPopup.kt371 // e.g. the soft keyboard changes visibility. For that reason, we need to check if we've movedCOMMENT
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOW…n/src/main/kotlin/ApplicationCommonConventionPlugin.kt17 storeFile = file(System.getenv("STORE_FILE") ?: "placeholder")CODE
LOW…eature/main/settings/src/main/res/raw/translators.json454 "full_name": "John Doe",CODE
LOW…yah/databackup/ui/material3/placeholder/Placeholder.kt118 name = "placeholder"CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…tive/src/main/jni/external/tar/generate_tar_headers.sh171 # Create a fresh ZIP so removed headers cannot remain in the archiveCOMMENT