AI Slop Code RIsk Monitor

CocoaLumberjack/CocoaLumberjack

A fast & simple, yet powerful & flexible logging framework for macOS, iOS, tvOS, watchOS and visionOS

5.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for CocoaLumberjack/CocoaLumberjack, a Objective-C project with 13,322 GitHub stars. SynthScan examined 44,409 lines of code across 321 source files, recording 232 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 5.7 (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.

5.7
Adjusted Signal
5.7
Raw Pattern Score
100%
Time Factor
2026-09-21
Last Push
13.3K
Stars
Objective-C
Language
44.4K
Lines of Code
321
Files
232
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 23.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 229 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 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 24.3/100 · LOW

Which changes need focused human review? 232 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 1MEDIUM 5LOW 226

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 232 distinct pattern matches across 7 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 · 220 pts
SeverityFileLineSnippetContext
LOWuncrustify.cfg1#COMMENT
LOWDocumentation/CustomLogLevels.md41// InfoCOMMENT
LOWDocumentation/CustomLogLevels.md61#define LOG_FLAG_INFO (1 << 4) // 0...010000COMMENT
LOWDocumentation/CustomLogLevels.md81```objcCOMMENT
LOWDocumentation/CustomLogLevels.md101#undef LOG_FLAG_DEBUGCOMMENT
LOWDocumentation/CustomLogLevels.md121COMMENT
LOWDocumentation/CustomLogLevels.md141#define LOG_LEVEL_INFO (LOG_FLAG_INFO | LOG_LEVEL_NOTICE) // 0...011111COMMENT
LOWDocumentation/CustomLogLevels.md161#define DDLogCNotice(frmt, ...) ASYNC_LOG_C_MAYBE(ddLogLevel, LOG_FLAG_NOTICE, 0, frmt, ##__VA_ARGS__)COMMENT
LOWDocumentation/PerUserLogLevels.md41# E.g. "Robbie Hanson"COMMENT
LOW…OSSwiftIntegration Extension/InterfaceController.swift1// Software License Agreement (BSD License)COMMENT
LOW…wiftIntegration Extension/NotificationController.swift1// Software License Agreement (BSD License)COMMENT
LOW…chOSSwiftIntegration Extension/ExtensionDelegate.swift1// Software License Agreement (BSD License)COMMENT
LOWIntegration/macOSSwiftIntegration/main.swift1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/ViewController.swift1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/AppDelegate.h1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/ViewController.m1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/main.m1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/Formatter.swift1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/AppDelegate.m1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/AppDelegate.swift1// Software License Agreement (BSD License)COMMENT
LOWIntegration/Sources/ViewController.h1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDSampleFileManager.h1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDOSLoggingTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDLogFileManagerTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDBasicLoggingTests.m1// Software License Agreement (BSD License)COMMENT
LOW…ts/CocoaLumberjackTests/DDFileLoggerPerformanceTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDSMocking.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDAtomicCounterTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDFileLoggerTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDSampleFileManager.m1// Software License Agreement (BSD License)COMMENT
LOW…ackTests/DDContextFilterLogFormatter+DeprecatedTests.m1// Software License Agreement (BSD License)COMMENT
LOW…ocoaLumberjackTests/DDContextFilterLogFormatterTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDLogTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDLogMessageTests.m1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackTests/DDSMocking.h1// Software License Agreement (BSD License)COMMENT
LOW…LumberjackSwiftLogBackendTests/DDLogHandlerTests.swift1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackSwiftTests/DDLogCombineTests.swift1// Software License Agreement (BSD License)COMMENT
LOWTests/CocoaLumberjackSwiftTests/DDLogCombineTests.swift181#endifCOMMENT
LOW…ocoaLumberjackSwiftTests/DDLogMessageFormatTests.swift1// Software License Agreement (BSD License)COMMENT
LOW…rt/include/CocoaLumberjackSwiftSupport/SwiftLogLevel.h1// Software License Agreement (BSD License)COMMENT
LOW…rt/include/CocoaLumberjackSwiftSupport/SwiftLogLevel.h21#ifndef DD_LOG_LEVELCOMMENT
LOWSources/CocoaLumberjack/DDFileLogger+Internal.h1// Software License Agreement (BSD License)COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m1// Software License Agreement (BSD License)COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m21COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m41// Xcode does NOT natively support colors in the Xcode debugging console.COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m61//COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m281 // These are actually configurable, and thus we ignore them for the purposes of mapping,COMMENT
LOWSources/CocoaLumberjack/DDTTYLogger.m601 // These are the colors xterm shells use in xterm-256color mode.COMMENT
LOWSources/CocoaLumberjack/DDOSLogger.m1// Software License Agreement (BSD License)COMMENT
LOWSources/CocoaLumberjack/DDASLLogger.m1// Software License Agreement (BSD License)COMMENT
LOWSources/CocoaLumberjack/DDLog.m1// Software License Agreement (BSD License)COMMENT
LOWSources/CocoaLumberjack/DDLog.m21#import <objc/runtime.h>COMMENT
LOWSources/CocoaLumberjack/DDLog.m41//COMMENT
LOWSources/CocoaLumberjack/DDLog.m301 // we want to simply enqueue the logMessage. And we want to do this as fast as possible,COMMENT
LOWSources/CocoaLumberjack/DDLog.m521 __auto_type setter = class_getClassMethod(class, setterSel);COMMENT
LOWSources/CocoaLumberjack/DDLog.m1141 if ((self = [super init])) {COMMENT
LOWSources/CocoaLumberjack/DDLog.m1181- (void)logMessage:(DDLogMessage * __attribute__((unused)))logMessage {COMMENT
LOWSources/CocoaLumberjack/DDLog.m1201 // Thread safety is ensured by executing access to the formatter variable on the loggerQueue.COMMENT
LOWSources/CocoaLumberjack/DDLog.m1221 // globalLoggingQueue : The queue that all log messages go through before they arrive in our loggerQueue.COMMENT
LOWSources/CocoaLumberjack/DDLoggerNames.m1// Software License Agreement (BSD License)COMMENT
160 more matches not shown…
Decorative Section Separators3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMuncrustify.cfg71# -----------COMMENT
MEDIUMuncrustify.cfg93# --------------COMMENT
MEDIUMuncrustify.cfg158# -----------COMMENT
Slop Phrases5 hits · 9 pts
SeverityFileLineSnippetContext
LOW…ebServerIPhone/Vendor/CocoaHTTPServer/HTTPConnection.m1990 // If you add a body, don't forget to update the Content-Length.COMMENT
LOW…mos/WebServerIPhone/Vendor/CocoaHTTPServer/WebSocket.m549 // Don't forget to invoke [super didOpen] in your method.COMMENT
LOW…mos/WebServerIPhone/Vendor/CocoaHTTPServer/WebSocket.m637 // Don't forget to invoke [super didClose] at the end of your method.COMMENT
LOW…or/CocoaHTTPServer/Responses/HTTPDynamicFileResponse.m211 // And don't forget to update our indices.COMMENT
MEDIUM…bServerIPhone/Vendor/CocoaAsyncSocket/GCDAsyncSocket.m4276 // As mentioned earlier, there are encrypted packets coming across the TCP stream.COMMENT
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH…bServerIPhone/Vendor/CocoaAsyncSocket/GCDAsyncSocket.m4563 // even if it didn't read as much data as requested. So we need to watch out for that.COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…SwiftLogBackend/DDLogMessage+SwiftLogInformation.swift73 /// Essentially: `logger.metadata < logger.metadataProvider < message.metadata`COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWScripts/generate-podspec.sh69# Read filesCOMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWSources/CocoaLumberjack/DDFileLogger.m1138 // If we're resuming, we need to check if the log file is allowed for reuse or needs to be archived.COMMENT