AI Slop Code Risk Monitor

srwi/EverythingToolbar

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

Everything integration for the Windows taskbar.

3.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for srwi/EverythingToolbar, a C# project with 14,990 GitHub stars. SynthScan examined 37,752 lines of code across 156 source files, recording 112 pattern matches distributed across 3 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
2026-10-23
Last Push
15.0K
Stars
C#
Language
37.8K
Lines of Code
156
Files
112
Pattern Hits
2026-10-31
Scan Date
0.01
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 13.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 112 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 112 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 1LOW 109

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 112 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.

Over-Commented Block109 hits · 94 pts
SeverityFileLineSnippetContext
LOW…thingToolbar.Launcher/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs421 public sealed class CSDeskBandOptions : INotifyPropertyChangedCOMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs501 }COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs781 /// <value>COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs841 /// Gets the main control for the deskband.COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs1101 /// Gets the taskbar informationCOMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs1541 /// <summary>COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs1561COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs1601 /// Occurs when the edge of the main taskbar is changed.COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs2521 HTCLIENT = 1,COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs2581 /// Occurs when the menu item has been clicked.COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs2641 /// <summary>COMMENT
LOWEverythingToolbar.Deskband/ThirdParty/CSDeskBand.cs2681 ClearMenu();COMMENT
LOWEverythingToolbar/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWEverythingToolbar/ThirdParty/ShellContextMenu.cs21 /// http://www.codeproject.com/useritems/FileBrowser.aspCOMMENT
LOWEverythingToolbar/ThirdParty/ShellContextMenu.cs401COMMENT
LOWEverythingToolbar/ThirdParty/ShellContextMenu.cs1241 Int32 BindToObject(IntPtr pidl, IntPtr pbc, ref Guid riid, out IntPtr ppv);COMMENT
LOWEverythingSDK3/include/Everything3.h1COMMENT
LOWEverythingSDK3/include/Everything3.h21// IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, COMMENT
LOWEverythingSDK3/include/Everything3.h41#endifCOMMENT
LOWEverythingSDK3/include/Everything3.h61#endifCOMMENT
LOWEverythingSDK3/include/Everything3.h81COMMENT
LOWEverythingSDK3/include/Everything3.h101#define EVERYTHING3_TARGET_MACHINE_X64 2COMMENT
LOWEverythingSDK3/include/Everything3.h121#define EVERYTHING3_PROPERTY_TYPE_VOLUME 5COMMENT
LOWEverythingSDK3/include/Everything3.h141#define EVERYTHING3_PROPERTY_ID_FILE_LIST_NAME 12 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING_STRING_REFERENCE,COMMENT
LOWEverythingSDK3/include/Everything3.h161#define EVERYTHING3_PROPERTY_ID_FRAME_RATE 32 // EVERYTHING3_PROPERTY_VALUE_TYPE_DWORD_FIXED_Q1K,COMMENT
LOWEverythingSDK3/include/Everything3.h181#define EVERYTHING3_PROPERTY_ID_DATE_TAKEN 52 // EVERYTHING3_PROPERTY_VALUE_TYPE_UINT64,COMMENT
LOWEverythingSDK3/include/Everything3.h201#define EVERYTHING3_PROPERTY_ID_SUBJECT_DISTANCE 72 // EVERYTHING3_PROPERTY_VALUE_TYPE_INT32_FIXED_Q1K,COMMENT
LOWEverythingSDK3/include/Everything3.h221#define EVERYTHING3_PROPERTY_ID_LONGITUDE 92 // EVERYTHING3_PROPERTY_VALUE_TYPE_INT32_FIXED_Q1M,COMMENT
LOWEverythingSDK3/include/Everything3.h241#define EVERYTHING3_PROPERTY_ID_COMPOSER 112 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING_MULTISTRING,COMMENT
LOWEverythingSDK3/include/Everything3.h261#define EVERYTHING3_PROPERTY_ID_TEMPLATE 132 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING,COMMENT
LOWEverythingSDK3/include/Everything3.h281#define EVERYTHING3_PROPERTY_ID_NAME_LENGTH_IN_UTF8_BYTES 152 // EVERYTHING3_PROPERTY_VALUE_TYPE_SIZE_T,COMMENT
LOWEverythingSDK3/include/Everything3.h301#define EVERYTHING3_PROPERTY_ID_COMPRESSION_FORMAT 172 // EVERYTHING3_PROPERTY_VALUE_TYPE_WORD,COMMENT
LOWEverythingSDK3/include/Everything3.h321#define EVERYTHING3_PROPERTY_ID_CLUSTER_SIZE 192 // EVERYTHING3_PROPERTY_VALUE_TYPE_DWORD,COMMENT
LOWEverythingSDK3/include/Everything3.h341#define EVERYTHING3_PROPERTY_ID_REGEX_MATCH_2 212 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING_STRING_REFERENCE,COMMENT
LOWEverythingSDK3/include/Everything3.h361#define EVERYTHING3_PROPERTY_ID_TRANSCODED_FOR_SYNC 232 // EVERYTHING3_PROPERTY_VALUE_TYPE_BYTE_GET_TEXT,COMMENT
LOWEverythingSDK3/include/Everything3.h381#define EVERYTHING3_PROPERTY_ID_FIRST_128_BYTES 252 // EVERYTHING3_PROPERTY_VALUE_TYPE_BLOB8,COMMENT
LOWEverythingSDK3/include/Everything3.h401#define EVERYTHING3_PROPERTY_ID_EXTENSION_LENGTH 272 // EVERYTHING3_PROPERTY_VALUE_TYPE_SIZE_T,COMMENT
LOWEverythingSDK3/include/Everything3.h421#define EVERYTHING3_PROPERTY_ID_CUSTOM_PROPERTY_1 292 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING,COMMENT
LOWEverythingSDK3/include/Everything3.h441#define EVERYTHING3_PROPERTY_ID_ALTERNATE_DATA_STREAM_UTF16LE 312 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING_MULTISTRINGCOMMENT
LOWEverythingSDK3/include/Everything3.h461#define EVERYTHING3_PROPERTY_ID_COLUMN_4 332 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING_STRING_REFERENCE,COMMENT
LOWEverythingSDK3/include/Everything3.h481#define EVERYTHING3_PROPERTY_ID_TOTAL_CHILD_SIZE 352 // EVERYTHING3_PROPERTY_VALUE_TYPE_UINT64,COMMENT
LOWEverythingSDK3/include/Everything3.h501#define EVERYTHING3_PROPERTY_ID_FOLDER_DATA_AND_NAMES_SHA512 372 // EVERYTHING3_PROPERTY_VALUE_TYPE_BLOB8,COMMENT
LOWEverythingSDK3/include/Everything3.h521#define EVERYTHING3_PROPERTY_ID_FOLDER_NAMES_CRC64_FROM_DISK 392 // EVERYTHING3_PROPERTY_VALUE_TYPE_BLOB8,COMMENT
LOWEverythingSDK3/include/Everything3.h541#define EVERYTHING3_PROPERTY_ID_OPENS_WITH 412 // EVERYTHING3_PROPERTY_VALUE_TYPE_PSTRING,COMMENT
LOWEverythingSDK3/include/Everything3.h561#define EVERYTHING3_PROPERTY_VALUE_TYPE_SIZE_T 11 // Everything3_GetResultPropertySIZE_TCOMMENT
LOWEverythingSDK3/include/Everything3.h581#define EVERYTHING3_PROPERTY_VARIANT_TYPE_UINT64_FILETIME 7COMMENT
LOWEverythingSDK3/include/Everything3.h601#define EVERYTHING3_PROPERTY_VARIANT_TYPE_ARRAY_UINT64_UI8 (128|6)COMMENT
LOWEverythingSDK3/include/Everything3.h621#define EVERYTHING3_JOURNAL_CHANGE_TYPE_FOLDER_RENAME 3COMMENT
LOWEverythingSDK3/include/Everything3.h1101#define Everything3_GetResultPropertyTextHighlighted Everything3_GetResultPropertyTextHighlightedWCOMMENT
LOWEverythingSDK3/include/Everything3.h1121#define Everything3_GetPropertyName Everything3_GetPropertyNameACOMMENT
LOWEverythingSDK3/include/Everything3.h1141#define Everything3_FindNextFile Everything3_FindNextFileACOMMENT
LOWEverythingSDK3/src/Everything3.c1COMMENT
LOWEverythingSDK3/src/Everything3.c21// IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, COMMENT
LOWEverythingSDK3/src/Everything3.c41//COMMENT
LOWEverythingSDK3/src/Everything3.c61// *Everything3_GetResultListFolderCount, Everything3_GetResultListFileCount, Everything3_GetResultListCount now sets thCOMMENT
LOWEverythingSDK3/src/Everything3.c81COMMENT
LOWEverythingSDK3/src/Everything3.c101#define _EVERYTHING3_ANSI_BUF_STACK_SIZE MAX_PATHCOMMENT
LOWEverythingSDK3/src/Everything3.c121#define _EVERYTHING3_COMMAND_INC_RUN_COUNT 17COMMENT
LOWEverythingSDK3/src/Everything3.c141#define _EVERYTHING3_RESPONSE_ERROR_OUT_OF_MEMORY 500COMMENT
49 more matches not shown…
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…thingToolbar.Launcher/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHEverythingToolbar/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMEverythingToolbar/Properties/Resources.Designer.cs567 /// Looks up a localized string similar to To utilize this sorting method it has to have fast sorting enabled.COMMENT