AI Slop Code Risk Monitor

PLFJY/ContextMenuMgr

SlopCodeMonitor badge for PLFJY/ContextMenuMgr Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Context Menu Manager Plus 是一个强大的实用程序,它可帮助您管理 Windows 上的右键菜单,并避免第三方向你的右键菜单里塞屎

3.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for PLFJY/ContextMenuMgr, a C# project with 3,627 GitHub stars. SynthScan examined 111,805 lines of code across 384 source files, recording 230 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 3.1 (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.

3.1
Adjusted Signal
3.1
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
3.6K
Stars
C#
Language
111.8K
Lines of Code
384
Files
230
Pattern Hits
2026-10-31
Scan Date
0.05
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 6.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 211 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.8/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 230 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 19HIGH 0MEDIUM 1LOW 210

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 230 distinct pattern matches across 3 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.

Hallucination Indicators19 hits · 205 pts
SeverityFileLineSnippetContext
CRITICALContextMenuMgr.Tests/ContextMenuStateStoreTests.cs25 var envelope = System.Text.Json.Nodes.JsonNode.Parse(await File.ReadAllTextAsync(fixture.StatePath))!;CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs452 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() => StatusText = _localization.TraCODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs467 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs474 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1368 await System.Windows.Application.Current.Dispatcher.InvokeAsync(CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1512 System.Windows.Application.Current.Dispatcher.Invoke(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1594 System.Windows.Application.Current.Dispatcher.Invoke(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1610 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1619 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1720 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() =>CODE
CRITICAL…enuMgr.Frontend/ViewModels/SpecialMenuPageViewModel.cs1748 await System.Windows.Application.Current.Dispatcher.InvokeAsync(() => ShowDocumentIconProvider = false);CODE
CRITICALContextMenuMgr.Frontend/ViewModels/MainViewModel.cs368 System.Windows.Application.Current.Dispatcher.Invoke(() => Notifications.Remove(notification));CODE
CRITICALContextMenuMgr.Frontend/ViewModels/MainViewModel.cs436 System.Windows.Application.Current.Dispatcher.Invoke(() =>CODE
CRITICAL…ontrols/Modern/Navigation/ModernNavigationView.xaml.cs520 Transition.None => new ContextMenuMgr.Frontend.Controls.Modern.Frame.SuppressNavigationTransitionInfo(),CODE
CRITICAL…ontrols/Modern/Navigation/ModernNavigationView.xaml.cs521 Transition.FadeIn => new ContextMenuMgr.Frontend.Controls.Modern.Frame.FadeNavigationTransitionInfo(),CODE
CRITICAL…ontrols/Modern/Navigation/ModernNavigationView.xaml.cs534 _ => new ContextMenuMgr.Frontend.Controls.Modern.Frame.EntranceNavigationTransitionInfo()CODE
CRITICAL⚡…nuMgr.Frontend/Services/ContextMenuWorkspaceService.cs735 if (cached is not null) await System.Windows.Application.Current.Dispatcher.InvokeAsync(() => ApplyWpsOfCODE
CRITICAL⚡…nuMgr.Frontend/Services/ContextMenuWorkspaceService.cs739 await System.Windows.Application.Current.Dispatcher.InvokeAsync(CODE
CRITICAL⚡…nuMgr.Frontend/Services/ContextMenuWorkspaceService.cs748 await System.Windows.Application.Current.Dispatcher.InvokeAsync(CODE
Over-Commented Block210 hits · 138 pts
SeverityFileLineSnippetContext
LOWContextMenuMgr.Tests/ExternalChangeStateMachineTests.cs1using ContextMenuMgr.Backend.Services;COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp21#include <algorithm> // all_of, find, for_eachCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp41// SPDX-License-Identifier: MITCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp61 #if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PACOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp81 #define JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON 0COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp161// __ _____ _____ _____COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp181#include <type_traits> // is_arithmetic, is_same, is_enum, underlying_type, is_convertibleCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp201#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp221COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp241// SPDX-License-Identifier: MITCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp341// SPDX-FileCopyrightText: 2016 - 2021 Evan Nemerson <evan@nemerson.com>COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp361#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp381#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp401#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp421COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp441 #define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_FULL_VER >= ((major * 1000000) + (minor * 10000) + (COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp461 #define JSON_HEDLEY_INTEL_VERSION_CHECK(major,minor,patch) (0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp481 #undef JSON_HEDLEY_PGI_VERSIONCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp501#elif defined(__SUNPRO_C)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp521#if defined(__EMSCRIPTEN__)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp541#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp561#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp581 )COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp601#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp621#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp641 #define JSON_HEDLEY_TI_ARMCL_VERSION_CHECK(major,minor,patch) (0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp661 #undef JSON_HEDLEY_TI_CL7X_VERSIONCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp681#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp701#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp721#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp741#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp761 #define JSON_HEDLEY_DMC_VERSION_CHECK(major,minor,patch) (0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp781 #undef JSON_HEDLEY_PELLES_VERSIONCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp801#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp841#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp861#elseCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp881 #define JSON_HEDLEY_HAS_CPP_ATTRIBUTE(attribute) __has_cpp_attribute(attribute)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp901#if defined(JSON_HEDLEY_GNUC_HAS_CPP_ATTRIBUTE)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp921#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp941 #define JSON_HEDLEY_GCC_HAS_BUILTIN(builtin,major,minor,patch) __has_builtin(builtin)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp961 #define JSON_HEDLEY_GNUC_HAS_FEATURE(feature,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp981COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1001 #undef JSON_HEDLEY_HAS_DECLSPEC_ATTRIBUTECOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1021#if defined(__has_declspec_attribute)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1041#elseCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1081 #undef JSON_HEDLEY_DIAGNOSTIC_PUSHCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1101 #define JSON_HEDLEY_DIAGNOSTIC_PUSH _Pragma("push")COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1141 xpr \COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1161# define JSON_HEDLEY_CONST_CAST(T, expr) (const_cast<T>(expr))COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1181#elseCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1201 _Pragma("clang diagnostic ignored \"-Wold-style-cast\"") \COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1221#elif JSON_HEDLEY_INTEL_VERSION_CHECK(13,0,0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1241 (JSON_HEDLEY_TI_CL430_VERSION_CHECK(4,0,0) && defined(__TI_GNU_ATTRIBUTE_SUPPORT__)) || \COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1261 #undef JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_PRAGMASCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1281#elif JSON_HEDLEY_TI_CL6X_VERSION_CHECK(8,0,0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1301 #define JSON_HEDLEY_DIAGNOSTIC_DISABLE_UNKNOWN_CPP_ATTRIBUTES __pragma(warning(disable:1292))COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1321#endifCOMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1341#elif JSON_HEDLEY_GCC_VERSION_CHECK(3,4,0)COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1401 JSON_HEDLEY_PELLES_VERSION_CHECK(6,50,0) || \COMMENT
LOWContextMenuMgr.ProbeHost/third_party/nlohmann/json.hpp1421 #define JSON_HEDLEY_UNAVAILABLE(available_since) __attribute__((__warning__("Not available until " #available_since)COMMENT
150 more matches not shown…
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…MenuMgr.Backend/Services/ContextMenuRegistryMonitor.cs8// Timed polling keeps the scaffold simple while still showing how the service canCOMMENT