AI Slop Code Risk Monitor

Kunzisoft/KeePassDX

Name: Kunzisoft/KeePassDX — Kotlin Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

Lightweight vault and password manager for Android, KeePassDX allows editing encrypted data in a single file in KeePass format and fill in the forms in a secure way.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Kunzisoft/KeePassDX, a Kotlin project with 7,580 GitHub stars. SynthScan examined 158,459 lines of code across 1376 source files, recording 88 pattern matches distributed across 2 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

7.6K

Stars

Kotlin

Language

158.5K

Lines of Code

1.4K

Files

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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 88 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 2.7/100 · LOW

Which changes need focused human review? 88 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 0HIGH 0MEDIUM 0LOW 88

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 88 distinct pattern matches across 2 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 Block86 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	crypto/src/main/jni/argon2/include/argon2.h	21	#include <stdint.h>	COMMENT
LOW	crypto/src/main/jni/argon2/src/core.c	21	#include <winbase.h> /* For SecureZeroMemory */	COMMENT
LOW	crypto/src/main/jni/argon2/src/core.c	41		COMMENT
LOW	crypto/src/main/jni/aes/aes_jni.c	21	#include <inttypes.h>	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2b.c	81		COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2b.c	101		COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2b.c	141	#if defined(SWAP_BYTES)	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2b.c	461		COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2.c	81		COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2.c	101		COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2.c	141	#if defined(SWAP_BYTES)	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2.c	441	#else	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha1.c	41	#if defined(__cplusplus)	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha1.c	61		COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	41		COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	61	# define BRG_UI16	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	81	# endif	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	101	typedef unsigned int uint_64t;	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	121	# endif	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_types.h	141	# if defined( _MSC_VER ) \|\| defined ( __INTEL_COMPILER )	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha2.h	41	#define SHA_2 /* for dynamic hash length */	COMMENT
LOW	crypto/src/main/jni/aes/sha/hmac.h	41	extern "C"	COMMENT
LOW	crypto/src/main/jni/aes/sha/hmac.h	61		COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_endian.h	41	# include <sys/endian.h>	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_endian.h	61	# elif defined( BYTE_ORDER ) && BYTE_ORDER == LITTLE_ENDIAN	COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_endian.h	81		COMMENT
LOW	crypto/src/main/jni/aes/sha/brg_endian.h	121	defined( sparc ) \|\| defined( __sparc) \|\| defined( SYMANTEC_C ) \|\| \	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha1b.c	41	#if defined(__cplusplus)	COMMENT
LOW	crypto/src/main/jni/aes/sha/sha1b.c	61		COMMENT
LOW	crypto/src/main/jni/aes/aes/aeskey.c	61	# define inv_mcol im_sub	COMMENT
LOW	crypto/src/main/jni/aes/aes/aeskey.c	241	#define v(n,i) (i)	COMMENT
LOW	crypto/src/main/jni/aes/aes/aestab.h	81	/* make tables far data to avoid using too much DGROUP space (PG) */	COMMENT
LOW	crypto/src/main/jni/aes/aes/aestab.h	101		COMMENT
LOW	crypto/src/main/jni/aes/aes/aestab.h	121	#if defined( ISB_SET )	COMMENT
LOW	crypto/src/main/jni/aes/aes/aestab.h	141	#endif	COMMENT
LOW	crypto/src/main/jni/aes/aes/aestab.h	161	#if defined( LS4_SET )	COMMENT
LOW	crypto/src/main/jni/aes/aes/aescrypt.c	41	#else	COMMENT
LOW	crypto/src/main/jni/aes/aes/aescrypt.c	81	#define fwd_rnd(y,x,k,c) (s(y,c) = (k)[c] ^ four_tables(x,t_use(f,n),fwd_var,rf1,c))	COMMENT
LOW	crypto/src/main/jni/aes/aes/aescrypt.c	201	#define inv_rnd(y,x,k,c) (s(y,c) = (k)[c] ^ one_table(x,upr,t_use(i,n),inv_var,rf1,c))	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	161	#if 1	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	221		COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	261	long sequence of instructions, the latter producing a larger program but	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	281	# define DEC_UNROLL NONE	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	381	# define ENC_ROUND NO_TABLES	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	401	# define LAST_DEC_ROUND FOUR_TABLES	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	421		COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	461	# define s(x,c) x[c]	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	481	#endif	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	501		COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	521	#endif	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	541	bval(x,n): extracts a byte from a word	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	561	(((uint_32t)(b0) << 24) \| ((uint_32t)(b1) << 16) \| ((uint_32t)(b2) << 8) \| (b3))	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	601	# undef ENC_ROUND	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	621		COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	641	# define IT1_SET	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	661	# endif	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	701	#define vf1(x,r,c) (x)	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	721	#elif defined( IM1_SET )	COMMENT
LOW	crypto/src/main/jni/aes/aes/aesopt.h	741	#endif	COMMENT
LOW	crypto/src/main/jni/aes/aes/aes_via_ace.h	21	This software is provided 'as is' with no explicit or implied warranties	COMMENT
26 more matches not shown…

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crypto/src/main/jni/argon2/src/opt.c	118	/* Don't forget to generate the first block of addresses: */	COMMENT
LOW	crypto/src/main/jni/argon2/src/ref.c	117	/* Don't forget to generate the first block of addresses: */	COMMENT