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AI Slop Code Risk Monitor

LiveContainer/LiveContainer

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

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2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for LiveContainer/LiveContainer, a Swift project with 13,634 GitHub stars. SynthScan examined 39,751 lines of code across 175 source files, recording 80 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.6 (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.

2.6
Adjusted Signal
2.6
Raw Pattern Score
100%
Time Factor
2026-10-17
Last Push
13.6K
Stars
Swift
Language
39.8K
Lines of Code
175
Files
80
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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 58 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 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 14.2/100 · LOW

Which changes need focused human review? 80 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 21LOW 59

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 80 distinct pattern matches across 3 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 Block54 hits · 54 pts
SeverityFileLineSnippetContext
LOWShareExtension/ShareExtension-Bridging-Header.h1#import "LCShareExtensionLauncher.h"COMMENT
LOW…ontainerSwiftUI/LiveContainerSwiftUI-Bridging-Header.h1//COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h61/* Older code relied on the __LA_INT64_T macro; after 4.0 we'll switch to the typedef exclusively. */COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h81# if ARCHIVE_VERSION_NUMBER < 4000000COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h101#include "android_lf.h"COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h121# endifCOMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h261 */COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h281#define ARCHIVE_FILTER_LZ4 13COMMENT
LOWLiveContainerSwiftUI/Utilities/archive.h321#define ARCHIVE_FORMAT_CPIO_AFIO_LARGE (ARCHIVE_FORMAT_CPIO | 6)COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h41 */COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h61#include <unistd.h>COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h81typedef __int64 la_ssize_t;COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h101/* Large file support for Android */COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h121# elseCOMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h181 * In libarchive 4.0, we can drop the casts here.COMMENT
LOWLiveContainerSwiftUI/Utilities/archive_entry.h421 * complete set of ACL support routines.COMMENT
LOWLiveProcess/main.m1//COMMENT
LOWLiveContainer/LCBootstrap.m1#import "FoundationPrivate.h"COMMENT
LOWLiveContainer/dyld_bypass_validation.m1// Based on: https://blog.xpnsec.com/restoring-dyld-memory-loadingCOMMENT
LOWLiveContainer/Tweaks/NSFileManager+GuestHooks.m1@import Foundation;COMMENT
LOWLiveContainer/Tweaks/NSUserDefaults.m1//COMMENT
LOWLiveContainer/Tweaks/Dead10ccFix.m1//COMMENT
LOWLiveContainer/Tweaks/mach_excServer.c21#if !defined(__MigTypeCheck) && defined(TypeCheck)COMMENT
LOWLiveContainer/Tweaks/mach_excServer.c41#if !defined(_WALIGNSZ_)COMMENT
LOWLiveContainer/Tweaks/mach_excServer.c61#ifndef __AfterRcvRpcCOMMENT
LOWLiveContainer/Tweaks/SecItem.m1//COMMENT
LOWLiveContainer/Tweaks/mach_excServer.h1#ifndef _mach_exc_server_COMMENT
LOWLiveContainer/Tweaks/mach_excServer.h21#ifndef USING_VOUCHERSCOMMENT
LOWLiveContainer/Tweaks/mach_excServer.h41/* END VOUCHER CODE */COMMENT
LOWLiveContainer/Tweaks/mach_excServer.h81COMMENT
LOWLiveContainer/Tweaks/Dyld.m1//COMMENT
LOWMultitaskSupport/ResizeHandleView.h1//COMMENT
LOWMultitaskSupport/AppSceneViewController.m1//COMMENT
LOWLaunchAppExtension/LaunchAppExtension-Bridging-Header.h1//COMMENT
LOWZSign/zsign.hpp1//COMMENT
LOWZSign/zsign.mm1#include "zsign.hpp"COMMENT
LOWZSign/Utils.hpp1//COMMENT
LOWZSign/common/common.h1#pragma onceCOMMENT
LOWZSign/common/common.h21COMMENT
LOWZSign/common/common.h41#include <memory>COMMENT
LOWZSign/common/mach-o.h21#define CPU_TYPE_I386 CPU_TYPE_X86 /* compatibility */COMMENT
LOWZSign/common/mach-o.h61#define CPU_SUBTYPE_BIG_ENDIAN 1COMMENT
LOWZSign/common/mach-o.h81#define CPU_SUBTYPE_PENTIUM_3_M CPU_SUBTYPE_INTEL(8, 1)COMMENT
LOWZSign/common/mach-o.h101#define CPU_SUBTYPE_X86_ALL 3COMMENT
LOWZSign/common/mach-o.h121#define CPU_SUBTYPE_ARM_V7M 15COMMENT
LOWZSign/common/mach-o.h141#define MH_OBJECT 0x1 /* relocatable object file */COMMENT
LOWZSign/common/mach-o.h161#define MH_TWOLEVEL 0x00000080COMMENT
LOWZSign/common/mach-o.h181COMMENT
LOWZSign/common/mach-o.h201#define LC_SUB_UMBRELLA 0x00000013COMMENT
LOWZSign/common/mach-o.h221#define LC_FUNCTION_STARTS 0x00000026COMMENT
LOWZSign/common/mach-o.h241 in it and nothing relocated to it, that isCOMMENT
LOWZSign/common/mach-o.h261#define S_MOD_INIT_FUNC_POINTERS 0x09COMMENT
LOWZSign/common/json.cpp1#include "json.h"COMMENT
LOWSideStoreSupport/SideStore-Bridging-Header.h1#ifndef SideStore_Bridging_Header_h_hCOMMENT
Excessive Try-Catch Wrapping22 hits · 44 pts
SeverityFileLineSnippetContext
MEDIUM…veContainerSwiftUI/Views/Settings/LCSettingsView.swift496 print("Error copying embedded.mobileprovision: \(error)")CODE
MEDIUM…veContainerSwiftUI/Views/Settings/LCSettingsView.swift509 print("Error writing certData to cert.p12: \(error)")CODE
MEDIUM…veContainerSwiftUI/Views/Settings/LCSettingsView.swift522 print("Error writing certPassword to pass.txt: \(error)")CODE
MEDIUM…veContainerSwiftUI/Views/Settings/LCSettingsView.swift538 print("Error copying main bundle \(error)")CODE
MEDIUM…veContainerSwiftUI/Views/Settings/LCSettingsView.swift698 print("Error copying dyld \(error)")CODE
MEDIUM⚡.github/update_json.py32 print(f"Error fetching releases: {e}")CODE
MEDIUM⚡.github/update_json.py41 print(f"Error getting file size: {e}")CODE
MEDIUM⚡.github/update_json.py48 print("Error getting latest release")CODE
MEDIUM⚡.github/update_json.py57 print(f"Error reading JSON file: {e}")CODE
MEDIUM.github/update_json.py85 print("Error: IPA file not found in release assets.")CODE
MEDIUM⚡.github/update_json.py136 print(f"Error writing to JSON file: {e}")CODE
MEDIUM⚡.github/update_json.py143 print("Error getting nightly release")CODE
MEDIUM⚡.github/update_json.py150 print(f"Error reading JSON file: {e}")CODE
MEDIUM.github/update_json.py186 print("Error: IPA file not found in release assets.")STRING
MEDIUM⚡.github/update_json.py219 print(f"Error writing to JSON file: {e}")STRING
MEDIUM⚡.github/update_json.py226 print("Error getting latest release")STRING
MEDIUM⚡.github/update_json.py235 print(f"Error reading JSON file: {e}")STRING
MEDIUM.github/update_json.py267 print("Error: IPA file not found in release assets.")STRING
MEDIUM.github/update_json.py330 print(f"Error writing to JSON file: {e}")STRING
LOW.github/update_json.py348 except Exception as e:STRING
MEDIUM.github/update_json.py349 print(f"An error occurred: {e}")STRING
MEDIUM.github/update_json.py35def get_file_size(url):CODE
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWLiveContainerSwiftUI/Utilities/Shared.swift109class DataManager {CODE
LOWResources/universal.js210function littleEndianHexStringToNumber(hexStr) {CODE
LOWResources/universal.js222function numberToLittleEndianHexString(num) {CODE
LOW⚡.github/update_json.py222def update_json_file_release_ss_lc(repo_url, json_file, latest_release, is_nightly: bool):STRING