AI Slop Code Risk Monitor

Xed-Editor/Xed-Editor

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

Advanced Text Editor for Android

1.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Xed-Editor/Xed-Editor, a Kotlin project with 2,415 GitHub stars. SynthScan examined 274,142 lines of code across 1190 source files, recording 233 pattern matches distributed across 6 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
2.4K
Stars
Kotlin
Language
274.1K
Lines of Code
1.2K
Files
233
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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 223 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

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

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 233 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 8HIGH 0MEDIUM 3LOW 222

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 233 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 Block220 hits · 211 pts
SeverityFileLineSnippetContext
LOW…ava/com/rk/baselineprofile/BaselineProfileGenerator.kt61 // 1. Wait until the content is asynchronously loadedCOMMENT
LOW…in/java/com/termux/shared/shell/ArgumentTokenizer.java121// argList.add(currArg.toString());COMMENT
LOWcore/termux-shared/src/main/cpp/local-socket.cpp1#include <cstdio>COMMENT
LOWfeatures/terminal/proot/src/main/cpp/build.h1/* This file is auto-generated, edit at your own risk. */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h41# endifCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h61# define AT_SYMLINK_FOLLOW 0x400COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h81# ifndef PTRACE_GETFPREGSCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h101# endifCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h121# define PTRACE_O_TRACEVFORK 0x00000004COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h141# ifndef PTRACE_EVENT_VFORKCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h161# define PTRACE_EVENT_SECCOMP2 8COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h181# define PTRACE_ARCH_PRCTL 30COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h201# ifndef SYS_ACCEPT4COMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h221# endifCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/compat.h241# define MAP_PRIVATE 0x02COMMENT
LOWfeatures/terminal/proot/src/main/cpp/attribute.h21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h41# define ARCH_ARM_EABI 1COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h61COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h81 #define HAS_LOADER_32BIT trueCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h101 #define OFFSETOF_STAT_GID_32 0COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h121COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h141 #define HAS_POKEDATA_WORKAROUND trueCOMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h161 #define SECCOMP_ARCHS { { .value = AUDIT_ARCH_I386, .nb_abis = 1, .abis = { ABI_DEFAULT } } }COMMENT
LOWfeatures/terminal/proot/src/main/cpp/arch.h181 #define SECCOMP_ARCHS { }COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/shebang.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/auxv.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/enter.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/exit.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/aoxp.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/ldso.c21 */COMMENT
LOWfeatures/terminal/proot/src/main/cpp/execve/elf.c21 */COMMENT
LOW…main/cpp/extension/fix_symlink_size/fix_symlink_size.c1#include <dirent.h> /* DIR, struct dirent, opendir, closedir, readdir) */COMMENT
LOW…proot/src/main/cpp/extension/port_switch/port_switch.c1#include <sys/socket.h>COMMENT
LOW…/terminal/proot/src/main/cpp/extension/kompat/kompat.c21 */COMMENT
LOW…erminal/proot/src/main/cpp/extension/sysvipc/sysvipc.c1#include "extension/sysvipc/sysvipc.h"COMMENT
LOW…nal/proot/src/main/cpp/extension/sysvipc/sysvipc_msg.c1#include "sysvipc_internal.h"COMMENT
LOW…nal/proot/src/main/cpp/extension/sysvipc/sysvipc_shm.c1#include "sysvipc.h"COMMENT
LOW…oot/src/main/cpp/extension/link2symlink/link2symlink.c1#include <stdio.h> /* rename(2), */COMMENT
LOW…erminal/proot/src/main/cpp/extension/fake_id0/unlink.h1#ifndef FAKE_ID0_UNLINK_HCOMMENT
LOW…terminal/proot/src/main/cpp/extension/fake_id0/chown.h1#ifndef FAKE_ID0_CHOWN_HCOMMENT
LOW…rminal/proot/src/main/cpp/extension/fake_id0/symlink.h1#ifndef FAKE_ID0_SYMLINK_HCOMMENT
LOW…terminal/proot/src/main/cpp/extension/fake_id0/chmod.h1#ifndef FAKE_ID0_CHMOD_HCOMMENT
LOW…minal/proot/src/main/cpp/extension/fake_id0/fake_id0.c21 */COMMENT
LOW…minal/proot/src/main/cpp/extension/fake_id0/fake_id0.c41#include "syscall/syscall.h"COMMENT
LOW…minal/proot/src/main/cpp/extension/fake_id0/fake_id0.c61#include "extension/fake_id0/open.h"COMMENT
LOW…minal/proot/src/main/cpp/extension/fake_id0/fake_id0.c1401COMMENT
LOW…/terminal/proot/src/main/cpp/extension/fake_id0/stat.h1#ifndef FAKE_ID0_STAT_HCOMMENT
LOW…/terminal/proot/src/main/cpp/extension/fake_id0/open.h1#ifndef FAKE_ID0_OPEN_HCOMMENT
LOW…inal/proot/src/main/cpp/extension/fake_id0/utimensat.h1#ifndef FAKE_ID0_UTIMENSAT_HCOMMENT
LOW…oot/src/main/cpp/extension/fake_id0/helper_functions.c1#include <linux/limits.h>COMMENT
LOW…rminal/proot/src/main/cpp/extension/fake_id0/sendmsg.c1#include <unistd.h> /* get*id(2), */COMMENT
LOW…erminal/proot/src/main/cpp/extension/fake_id0/rename.h1#ifndef FAKE_ID0_RENAME_HCOMMENT
LOW…erminal/proot/src/main/cpp/extension/fake_id0/access.h1#ifndef FAKE_ID0_ACCESS_HCOMMENT
LOW…es/terminal/proot/src/main/cpp/extension/fake_id0/mk.h1#ifndef FAKE_ID0_MK_HCOMMENT
LOW…/terminal/proot/src/main/cpp/extension/fake_id0/exec.h1#ifndef FAKE_ID0_EXEC_HCOMMENT
LOW…/terminal/proot/src/main/cpp/extension/fake_id0/stat.c1#include <linux/limits.h>COMMENT
LOW…/terminal/proot/src/main/cpp/extension/fake_id0/link.h1#ifndef FAKE_ID0_LINK_HCOMMENT
LOW…oot/src/main/cpp/extension/ashmem_memfd/ashmem_memfd.c1#include <stdlib.h>COMMENT
160 more matches not shown…
Hallucination Indicators8 hits · 95 pts
SeverityFileLineSnippetContext
CRITICAL…ed/src/main/java/com/termux/shared/file/FileUtils.java1147 org.apache.commons.io.FileUtils.copyDirectory(srcFile, destFile, true);CODE
CRITICAL…ed/src/main/java/com/termux/shared/file/FileUtils.java1163 org.apache.commons.io.FileUtils.copyFile(srcFile, destFile, true);CODE
CRITICAL⚡…ed/src/main/java/com/termux/shared/file/FileUtils.java1339 com.google.common.io.MoreFiles.deleteRecursively(file.toPath(), RecursiveDeleteOption.ALLOW_INSECURE);CODE
CRITICAL⚡…ed/src/main/java/com/termux/shared/file/FileUtils.java1344 org.apache.commons.io.FileUtils.deleteDirectory(file);CODE
CRITICAL⚡…ed/src/main/java/com/termux/shared/file/FileUtils.java1347 org.apache.commons.io.FileUtils.forceDelete(file);CODE
CRITICAL…ed/src/main/java/com/termux/shared/file/FileUtils.java1413 com.google.common.io.MoreFiles.deleteDirectoryContents(file.toPath(), RecursiveDeleteOption.ALLOW_INCODE
CRITICAL…ed/src/main/java/com/termux/shared/file/FileUtils.java1416 org.apache.commons.io.FileUtils.cleanDirectory(new File(filePath));CODE
CRITICAL…ed/src/main/java/com/termux/shared/file/FileUtils.java1492 org.apache.commons.io.FileUtils.iterateFiles(file, new AgeFileFilter(calendar.getTime()), dirFilter);CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…/terminal/src/main/assets/terminal/universal_runner.sh196 # Create a temporary projectCOMMENT
Excessive Try-Catch Wrapping2 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/workflows/reproducible.yml123 except Exception as e:CODE
MEDIUM.github/workflows/reproducible.yml135 print(f"Error: One of the files does not exist. {apk1} or {apk2}")CODE
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM…/main/assets/textmate/css/syntaxes/css.tmLanguage.json1396 "match": "(?xi) (?<![\\w-])\n[-+]? # Sign indicator\n\n(?: CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWfeatures/terminal/proot/src/main/cpp/tracee/tracee.c163 /* Don't forget to write its register cache back. */COMMENT