AI Slop Code RIsk Monitor

BeyondDimension/SteamTools

🛠「Watt Toolkit」是一个开源跨平台的多功能 Steam 工具箱。

7.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for BeyondDimension/SteamTools, a C# project with 27,116 GitHub stars. SynthScan examined 110,763 lines of code across 980 source files, recording 767 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 7.6 (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.

7.6
Adjusted Signal
7.6
Raw Pattern Score
100%
Time Factor
2026-08-31
Last Push
27.1K
Stars
C#
Language
110.8K
Lines of Code
980
Files
767
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 27.8/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 760 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.4/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 31.3/100 · MEDIUM

Which changes need focused human review? 767 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 7HIGH 0MEDIUM 1LOW 759

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 767 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 Block758 hits · 718 pts
SeverityFileLineSnippetContext
LOW.github/workflows/publish.yml381 #- name: Build MSIX PackageCOMMENT
LOWsrc/ImplicitUsings.Quartz.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Identity.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Enums.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.UI.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/AssemblyInfo.cs1#if !UNIT_TESTCOMMENT
LOWsrc/AssemblyInfo.Constants.cs21 /// 预览版本号,范围 1~9,只增不减COMMENT
LOWsrc/AssemblyInfo.Constants.cs41COMMENT
LOWsrc/AssemblyInfo.Constants.cs61#elseCOMMENT
LOWsrc/VisualStudioAppCenterSDK.cs1#if !APP_REVERSE_PROXY && (WINDOWS || LINUX || MACCATALYST || MACOS)COMMENT
LOWsrc/ImplicitUsings.Common.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Controllers.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.AutoMapper.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Jobs.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Nito.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.Data.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/Utils.cs21 /// <summary>COMMENT
LOWsrc/AboutAppInfoPopup.cs201COMMENT
LOWsrc/AboutAppInfoPopup.cs441 b.AppendLine();COMMENT
LOWsrc/ImplicitUsings.Common.Mvvm.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/VisualStudioAppCenterSDK.AppSecret.cs41 "f001be5b-32f2-4c6f-84e2-faf6ece68a32";COMMENT
LOWsrc/VisualStudioAppCenterSDK.AppSecret.cs61 "225e5aa3-b6da-4bdc-a9d2-7c357f4c2b7b";COMMENT
LOWsrc/ImplicitUsings.Services.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/ImplicitUsings.BCL.cs101global using HttpMethod = System.Net.Http.HttpMethod;COMMENT
LOWsrc/ImplicitUsings.UnitTest.cs1// C# 10 定义全局 usingCOMMENT
LOWsrc/BD.WTTS.Client.Tools.Publish/MSBuild/Task.cs1namespace Microsoft.Build.Utilities;COMMENT
LOWsrc/BD.WTTS.Client.Tools.Publish/MSBuild/ITaskItem.cs1namespace Microsoft.Build.Framework;COMMENT
LOW…WTTS.Client.Tools.Publish/MSBuild/MessageImportance.cs1namespace Microsoft.Build.Framework;COMMENT
LOW…/BD.WTTS.Client.Tools.Publish/Models/AppPublishInfo.cs21 /// 平台,单选COMMENT
LOW…/System.Management.Automation/security/Authenticode.cs21 /// Defines the options that control what data is embedded in theCOMMENT
LOW…/System.Management.Automation/security/Authenticode.cs61 "tracer for SignatureHelper");COMMENT
LOW…/System.Management.Automation/security/Authenticode.cs81 /// </exception>COMMENT
LOW…/System.Management.Automation/security/Authenticode.cs261 /// <summary>COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs41 /// must be digitally signed. If remote, signed, and executed, MonadCOMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs61COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs141 // string executionPolicy = "Restricted";COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs161COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs181 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs201 //#endifCOMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs221 ///// </summary>COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs241 // string gpScriptPath = IO.Path.Combine(COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs261 // }COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs281 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs301COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs381 }COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs401 // }COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs421 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs441 // case ExecutionPolicyScope.MachinePolicy:COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs461 // return scriptExecutionSetting.ExecutionPolicy;COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs481 // // 2: Look up the system-wide preferenceCOMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs501 //{COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs521 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs541 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs561 // elseCOMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs581 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs681 ///// Get the EKUs of a cert.COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs701 // {COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs721 // }COMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs781 internal bool SSLServerAuthenticationCOMMENT
LOW…stem.Management.Automation/security/SecuritySupport.cs821 }COMMENT
698 more matches not shown…
Hallucination Indicators7 hits · 122 pts
SeverityFileLineSnippetContext
CRITICAL…m.Management.Automation/utils/StructuredTraceSource.cs1312 lineBuilder.Append(System.Management.Automation.Internal.StringUtil.Padding(indentSize * threadIndentLevel))CODE
CRITICAL⚡…y/Services.Implementation/Certificate/CertGenerator.cs168 * at System.Security.Cryptography.X509Certificates.SubjectAlternativeNameBuilder.AddDnsName(String dnsNCOMMENT
CRITICAL⚡…y/Services.Implementation/Certificate/CertGenerator.cs169 * at BD.WTTS.Services.Implementation.CertGenerator.Add(SubjectAlternativeNameBuilder builder, String naCOMMENT
CRITICAL⚡…y/Services.Implementation/Certificate/CertGenerator.cs170 * at BD.WTTS.Services.Implementation.CertGenerator.CreateEndCertificate(X509Certificate2 issuerCertificCOMMENT
CRITICAL…PC/Services.Implementation/IPCSubProcessServiceImpl.cs200 // at BD.WTTS.Services.Implementation.IPCServiceImpl.Dispose(Boolean disposing)COMMENT
CRITICAL…rvices.Implementation/IPC/IPCMainProcessServiceImpl.cs556 // at BD.WTTS.Services.Implementation.IPCServiceImpl.Dispose(Boolean disposing)COMMENT
CRITICAL…Implementation/BackendAcceleratorServiceImpl.XunYou.cs59 //await Plugin.IpcServer.HubContext.Clients.All.SendAsync(nameof(XunYouAccelStateModel), m);COMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…mentation/HttpServer/Middleware/HttpProxyMiddleware.cs98 private sealed class HttpRequestHandler : IHttpRequestLineHandler, IHttpHeadersHandler, IHttpProxyFeatureCODE
Self-Referential Comments1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUM…atform/Windows/WindowsPlatformServiceImpl.Net.Hosts.cs24# This file contains the mappings of IP addresses to host names. EachSTRING