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AI Slop Code Risk Monitor

git-ecosystem/git-credential-manager

SlopCodeMonitor badge for git-ecosystem/git-credential-manager Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Secure, cross-platform Git credential storage with authentication to GitHub, Azure Repos, and other popular Git hosting services.

3.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for git-ecosystem/git-credential-manager, a C# project with 9,420 GitHub stars. SynthScan examined 68,641 lines of code across 460 source files, recording 176 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 3.0 (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.

3.0
Adjusted Signal
3.0
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
9.4K
Stars
C#
Language
68.6K
Lines of Code
460
Files
176
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 12.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 165 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 176 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 2MEDIUM 11LOW 163

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 176 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 Block160 hits · 156 pts
SeverityFileLineSnippetContext
LOW…ipelines/scripts/macos/import-developer-certificate.sh1#!/bin/bashCOMMENT
LOW.github/workflows/lint-docs.yml41 # GitHub Docs) return HTTP errors which Lychee will interpret asCOMMENT
LOWsrc/Core/FileSystem.cs21COMMENT
LOWsrc/Core/FileSystem.cs41 /// <param name="path">Full path to file to test.</param>COMMENT
LOWsrc/Core/FileSystem.cs61 /// <param name="path">Full file path.</param>COMMENT
LOWsrc/Core/FileSystem.cs81 /// Returns an enumerable collection of full file names that match a search pattern in a specified path.COMMENT
LOWsrc/Core/FileSystem.cs101 /// in the directory specified by path.COMMENT
LOWsrc/Core/WslUtils.cs301 //COMMENT
LOWsrc/Core/Constants.cs61 /// The Git credential protocol attribute name carrying alternativeCOMMENT
LOWsrc/Core/Constants.cs81 /// The Git credential protocol attribute name for password.COMMENT
LOWsrc/Core/GitStateValidation.cs1using System;COMMENT
LOWsrc/Core/StringExtensions.cs1using System;COMMENT
LOWsrc/Core/StringExtensions.cs21 {COMMENT
LOWsrc/Core/StringExtensions.cs41 {COMMENT
LOWsrc/Core/StringExtensions.cs81 /// <para/>COMMENT
LOWsrc/Core/ProcessManager.cs1using System;COMMENT
LOWsrc/Core/CommandExtensions.cs81 /// <summary>COMMENT
LOWsrc/Core/GitCapabilities.cs1using System;COMMENT
LOWsrc/Core/GitCapabilities.cs21/// determines which capabilities GCM itself advertises back to Git.COMMENT
LOWsrc/Core/GitCapabilities.cs41COMMENT
LOWsrc/Core/GitCapabilities.cs81 }COMMENT
LOWsrc/Core/CommandContext.cs21COMMENT
LOWsrc/Core/CommandContext.cs41 /// </summary>COMMENT
LOWsrc/Core/CommandContext.cs61 /// </summary>COMMENT
LOWsrc/Core/Git.cs21 ChildProcess CreateProcess(string args);COMMENT
LOWsrc/Core/HostProvider.cs21 /// </summary>COMMENT
LOWsrc/Core/HostProvider.cs41 bool IsSupported(HttpResponseMessage response);COMMENT
LOWsrc/Core/HostProvider.cs101 /// <para>COMMENT
LOWsrc/Core/ISystemPrompts.cs1COMMENT
LOWsrc/Core/StreamExtensions.cs41 return dict;COMMENT
LOWsrc/Core/StreamExtensions.cs81 /// <remarks>COMMENT
LOWsrc/Core/HostProviderRegistry.cs21 /// <summary>COMMENT
LOWsrc/Core/HttpClientFactory.cs21 /// </summary>COMMENT
LOWsrc/Core/ConfigurationService.cs21 }COMMENT
LOWsrc/Core/ConfigurationService.cs41 /// </summary>COMMENT
LOWsrc/Core/ICredentialStore.cs1using System.Collections.Generic;COMMENT
LOWsrc/Core/ICredentialStore.cs21 /// <remarks>COMMENT
LOWsrc/Core/ICredentialStore.cs41 /// <summary>COMMENT
LOWsrc/Core/GitResponse.cs1using System;COMMENT
LOWsrc/Core/GitResponse.cs21/// <item><see cref="Cancel"/> -- the provider declined and wants the wholeCOMMENT
LOWsrc/Core/GitResponse.cs81COMMENT
LOWsrc/Core/GitResponse.cs101 /// <remarks>COMMENT
LOWsrc/Core/GitResponse.cs121 /// </remarks>COMMENT
LOWsrc/Core/GitResponse.cs141 /// The credential resolved or generated for the request, or <see langword="null"/>COMMENT
LOWsrc/Core/GitResponse.cs161 public bool IsContinue { get; }COMMENT
LOWsrc/Core/GitResponse.cs181 /// gated by the <c>state</c> capability.COMMENT
LOWsrc/Core/GitResponse.cs221 }COMMENT
LOWsrc/Core/GitResponse.cs241 /// </summary>COMMENT
LOWsrc/Core/GitConfiguration.cs41 /// </summary>COMMENT
LOWsrc/Core/GitConfiguration.cs61 /// <param name="name">Configuration entry name.</param>COMMENT
LOWsrc/Core/GitConfiguration.cs81 /// <summary>COMMENT
LOWsrc/Core/GitConfiguration.cs1041 /// <summary>COMMENT
LOWsrc/Core/StandardStreams.cs21 /// <summary>COMMENT
LOWsrc/Core/EnvironmentBase.cs21 /// </summary>COMMENT
LOWsrc/Core/EnvironmentBase.cs41 /// Locate an executable on the current PATH.COMMENT
LOWsrc/Core/EnvironmentBase.cs121 {COMMENT
LOWsrc/Core/Settings.cs21 /// with the environment taking precedence over Git.COMMENT
LOWsrc/Core/Settings.cs41COMMENT
LOWsrc/Core/Settings.cs61 bool IsDebuggingEnabled { get; }COMMENT
LOWsrc/Core/Settings.cs81 /// abort the operation and report failure.COMMENT
100 more matches not shown…
Decorative Section Separators8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/continuous-integration.yml11# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml13# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml52# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml54# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml100# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml102# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml141# ================================COMMENT
MEDIUM.github/workflows/continuous-integration.yml143# ================================COMMENT
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHsrc/Atlassian.Bitbucket/BitbucketResources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/GitHub/GitHubResources.Designer.cs3// This code was generated by a tool.COMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMsrc/Core/Interop/MacOS/MacOSAnsiConsoleInput.cs41 // directly. This is robust to GCM not being the terminal'sCOMMENT
MEDIUMsrc/Core/Interop/Linux/LinuxAnsiConsoleInput.cs41 // directly. This is robust to GCM not being the terminal'sCOMMENT
Fake / Example Data3 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…c/Core.Tests/Authentication/Entra/EntraAccountTests.cs12 var right = new EntraAccount("home-id", "user@example.com");CODE
LOW⚡…c/Core.Tests/Authentication/Entra/EntraAccountTests.cs21 var left = new EntraAccount("home-id-1", "user@example.com");CODE
LOW⚡…c/Core.Tests/Authentication/Entra/EntraAccountTests.cs22 var right = new EntraAccount("home-id-2", "user@example.com");CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.azure-pipelines/release.yml495 # Create the binaries and symbols tarballsCOMMENT