AI Slop Code RIsk Monitor

git-up/GitUp

The Git interface you've been missing all your life has finally arrived.

7.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for git-up/GitUp, a Objective-C project with 12,134 GitHub stars. SynthScan examined 263,793 lines of code across 946 source files, recording 2327 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 7.2 (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.

7.2
Adjusted Signal
7.2
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
12.1K
Stars
Objective-C
Language
263.8K
Lines of Code
946
Files
2.3K
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 30.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 2326 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 35.7/100 · MEDIUM

Which changes need focused human review? 2327 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 2327

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 2327 distinct pattern matches across 4 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 Block2322 hits · 1894 pts
SeverityFileLineSnippetContext
LOWGitUpKit/GitUpKit.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/GitUpKit.h21#import <GitUpKit/GCRepository+Index.h>COMMENT
LOWGitUpKit/GitUpKit.h41#import <GitUpKit/GICommitListViewController.h>COMMENT
LOWGitUpKit/Interface/GIGraph.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIPrivate.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIDiffView.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIBranch.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GINode.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GILayer.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GILine.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIImageDiffView.m1#if !__has_feature(objc_arc)COMMENT
LOWGitUpKit/Interface/GIGraphView.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIGraphView.m21COMMENT
LOWGitUpKit/Interface/GIGraphView.m41#define kSubNodeDiameter 8COMMENT
LOWGitUpKit/Interface/GIGraphView.m61COMMENT
LOWGitUpKit/Interface/GISplitDiffView.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIFunctions.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIUnifiedDiffView.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GINode.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIBranch.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIDiffView.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIGraph.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIPrivate.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GILine.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GILayer.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIInterface.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIInterface.h21#elseCOMMENT
LOWGitUpKit/Interface/GIInterface.h41#import <GitUpKit/NSColor+GINamedColors.h>COMMENT
LOWGitUpKit/Interface/GIConstants.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIGraphView.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIFunctions-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIUnifiedDiffView.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIGraph-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GISplitDiffView.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Interface/GIFunctions.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCCommit.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCRepository+HEAD.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCFoundation.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCRepository+Bare-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCFunctions.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCLiveRepository.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCLiveRepository.m21#import <sys/attr.h>COMMENT
LOWGitUpKit/Core/GCTag.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCCommitDatabase.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCPrivate.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCFoundation-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCIndex.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCSnapshot.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCRepository+Reset.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCCore.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCCore.h21#import <GitUpKit/GCFoundation.h>COMMENT
LOWGitUpKit/Core/GCCore.h41#import <GitUpKit/GCRepository+Reflog.h>COMMENT
LOWGitUpKit/Core/GCReferenceTransform.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCCommitSigningTestHelpers.h1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCDiff.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCStash-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCRepository+Status-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCTag-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCSubmodule-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
LOWGitUpKit/Core/GCRepository+Reflog-Tests.m1// Copyright (C) 2015-2019 Pierre-Olivier Latour <info@pol-online.net>COMMENT
2262 more matches not shown…
Slop Phrases3 hits · 4 pts
SeverityFileLineSnippetContext
LOW…framework/macos-arm64_x86_64/Headers/git2/repository.h706 * Use this function to get the contents of this file. Don't forget toCOMMENT
LOW…k/ios-arm64_x86_64-simulator/Headers/git2/repository.h706 * Use this function to get the contents of this file. Don't forget toCOMMENT
LOW…ibgit2.xcframework/ios-arm64/Headers/git2/repository.h706 * Use this function to get the contents of this file. Don't forget toCOMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWGitUpKit/Utilities/GILaunchServicesLocator.m106 // TODO: Handle error.COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWExamples/iGit/ViewController.m35 assert([repo writeConfigOptionForLevel:kGCConfigLevel_Local variable:@"user.email" withValue:@"user@example.com" errorCODE