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AI Slop Code RIsk Monitor

Justsenger/ExHyperV

The Excalibur of Hyper-V / Hyper-V 神器

8.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Justsenger/ExHyperV, a C# project with 4,691 GitHub stars. SynthScan examined 53,452 lines of code across 222 source files, recording 151 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 8.7 (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.

8.7
Adjusted Signal
8.7
Raw Pattern Score
100%
Time Factor
2026-09-30
Last Push
4.7K
Stars
C#
Language
53.5K
Lines of Code
222
Files
151
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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.8/100 · LOW

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

Agent Over-Engineering Ratio 30.8/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 121 finding(s).

PR Review Velocity Impact 32.4/100 · MEDIUM

Which changes need focused human review? 151 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 3HIGH 0MEDIUM 120LOW 28

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 151 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.

Decorative Section Separators120 hits · 393 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/publish.yml25 # ── 读取 csproj 版本号，按发布类型决定发布渠道 ──────────────────COMMENT
MEDIUM.github/workflows/publish.yml70 # ── Beta 版本说明文案（中英双语，含生成时间，UTC+8）──────────COMMENT
MEDIUM.github/workflows/publish.yml90 # ── 构建 ─────────────────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml104 # ── 签名：安装 SimplySign Desktop ────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml113 # ── 签名：认证 SimplySign ─────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml135 # ── 签名：x64 EXE ────────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml145 # ── 签名：arm64 EXE ───────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml191 # ── 整理单文件发布资产 ────────────────────────────────────────────COMMENT
MEDIUM.github/workflows/publish.yml235 # ── 提交 Winget（仅正式版）───────────────────────────────────────COMMENT
MEDIUMsrc/ViewModels/VmInstanceViewModel.cs328 // ── 6. GPU 摘要名 ─────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/Win32Api.cs53 // ── PnP 设备控制 ──────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/Win32Api.cs102 // ── PnP 设备枚举 ─────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/Win32Api.cs274 // ── cfgmgr32 属性查询 ─────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/Win32Api.cs318 // ── 权限提升 ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/Win32Api.cs357 // ── 离线注册表操作 ────────────────────────────────────────────COMMENT
MEDIUM⚡src/Tools/Api/ApiResponse.cs5// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/ApiResponse.cs7// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/ApiResponse.cs17// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/ApiResponse.cs20// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/ApiResponse.cs78// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/ApiResponse.cs81// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/DismApi.cs5// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/DismApi.cs9// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/DismApi.cs16 // ── 公开接口 ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/DismApi.cs41 // ── 内部实现 ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/DismApi.cs113// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/DismApi.cs115// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs6// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs9// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs21// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs25// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs51// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs54// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/WmiApi.cs120// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/WmiApi.cs124// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/WmiApi.cs127 // ── A. 查询多行 ───────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs193 // ── B. 查询单行 ───────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs227 // ── C. 调用方法 ───────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs524 // ── D. 改属性提交 ─────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs587 // ── E. 关联查询 ───────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs742 // ── F. 路径实例化 ─────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs780 // ── 辅助：Hyper-V 管理服务快捷获取 ───────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs861 // ── 辅助工具 ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs888 // ── 内部：异步 Job 等待与结果获取 ─────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs984// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/WmiApi.cs986// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs8// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs11// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs40// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs44// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs52 // ── CPU Group 操作 ────────────────────────────────────────────COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs191// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs195// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡src/Tools/Api/HcsApi.cs203 // ── vmcompute.dll P/Invoke 声明 ───────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs215 // ── COM 初始化 P/Invoke ───────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs226 // ── 通信方法 ──────────────────────────────────────────────COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs295// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/HcsApi.cs298// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/ComApi.cs7// ══════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc/Tools/Api/ComApi.cs9// ══════════════════════════════════════════════════════════════════COMMENT
60 more matches not shown…
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALsrc/Services/Vm/VmStorageService.cs53 System.Windows.Application.Current.Dispatcher.Invoke(() =>CODE
CRITICALsrc/Services/Vm/VmStorageService.cs346 System.Windows.Application.Current.Dispatcher.Invoke(CODE
CRITICALsrc/Services/Vm/VmStorageService.cs359 System.Windows.Application.Current.Dispatcher.Invoke(CODE
Verbosity Indicators10 hits · 16 pts
SeverityFileLineSnippetContext
LOWsrc/Services/Vm/VmSecurityService.cs214 // Step 1: 取或创建 UntrustedGuardianCOMMENT
LOWsrc/Services/Vm/VmSecurityService.cs231 // Step 2: 生成本地 KeyProtectorCOMMENT
LOW⚡src/Services/Vm/VmSecurityService.cs242 // Step 3: 取 Msvm_SecuritySettingData 序列化COMMENT
LOW⚡src/Services/Vm/VmSecurityService.cs251 // Step 4: Msvm_SecurityService.SetKeyProtectorCOMMENT
LOWsrc/Services/Vm/VmSecurityService.cs267 // Step 5: 仅 TpmEnabled=true(加密是独立开关，开 TPM 不连带开加密)COMMENT
LOWsrc/Services/Vm/VmCreateService.cs595 // Step 1: 取或创建 UntrustedGuardianCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs615 // Step 2: 生成本地 KeyProtectorCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs628 // Step 3: 取 Msvm_SecuritySettingData，序列化为 XMLCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs640 // Step 4: Msvm_SecurityService.SetKeyProtectorCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs658 // Step 5: TpmEnabled=true + EncryptStateAndVmMigrationTraffic=trueCOMMENT
Structural Annotation Overuse10 hits · 16 pts
SeverityFileLineSnippetContext
LOWsrc/Services/Vm/VmSecurityService.cs214 // Step 1: 取或创建 UntrustedGuardianCOMMENT
LOWsrc/Services/Vm/VmSecurityService.cs231 // Step 2: 生成本地 KeyProtectorCOMMENT
LOW⚡src/Services/Vm/VmSecurityService.cs242 // Step 3: 取 Msvm_SecuritySettingData 序列化COMMENT
LOW⚡src/Services/Vm/VmSecurityService.cs251 // Step 4: Msvm_SecurityService.SetKeyProtectorCOMMENT
LOWsrc/Services/Vm/VmSecurityService.cs267 // Step 5: 仅 TpmEnabled=true(加密是独立开关，开 TPM 不连带开加密)COMMENT
LOWsrc/Services/Vm/VmCreateService.cs595 // Step 1: 取或创建 UntrustedGuardianCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs615 // Step 2: 生成本地 KeyProtectorCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs628 // Step 3: 取 Msvm_SecuritySettingData，序列化为 XMLCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs640 // Step 4: Msvm_SecurityService.SetKeyProtectorCOMMENT
LOWsrc/Services/Vm/VmCreateService.cs658 // Step 5: TpmEnabled=true + EncryptStateAndVmMigrationTraffic=trueCOMMENT
Over-Commented Block6 hits · 6 pts
SeverityFileLineSnippetContext
LOWsrc/Tools/Api/DismApi.cs1using System.Runtime.InteropServices;COMMENT
LOWsrc/Tools/Api/ComApi.cs181COMMENT
LOWsrc/Models/VmInstance.cs1using System.Collections.ObjectModel;COMMENT
LOWsrc/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWsrc/Services/Vm/ArpSnoopService.cs1using System.Collections.Concurrent;COMMENT
LOWsrc/Services/Vm/VmGpuRepairService.cs1using System.IO;COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/scripts/install-simplysign.sh58# Check if msiexec process is actually running (like successful test)COMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/Linux/script/fnOS-1.1.23-6.12.18-trim-GPU-PV.sh314 except Exception as e:CODE