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AI Slop Code Risk Monitor

Sylinko/Everywhere

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

On-screen aware AI assistant for your desktop. Uses current app context, multiple LLMs, and MCP tools to help you act across apps.

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Sylinko/Everywhere, a C# project with 6,342 GitHub stars. SynthScan examined 236,301 lines of code across 1405 source files, recording 401 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 1.9 (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.

1.9
Adjusted Signal
1.9
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
6.3K
Stars
C#
Language
236.3K
Lines of Code
1.4K
Files
401
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 8.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 389 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 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 9.2/100 · LOW

Which changes need focused human review? 401 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 7MEDIUM 9LOW 385

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 401 distinct pattern matches across 11 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 Block369 hits · 369 pts
SeverityFileLineSnippetContext
LOW…atches.Contracts/Interop/IWindowCompositionRenderer.cs1namespace Everywhere.Patches.Contracts.Interop;COMMENT
LOW…atches.Contracts/Interop/IWindowCompositionRenderer.cs21 /// render thread and must tolerate repeated calls. Surface disposal retains registration soCOMMENT
LOW…where.Patches.Contracts/Interop/IWindowInputFeature.cs21 /// <summary>COMMENT
LOW…Patches.Contracts/Interop/IWindowCompositionFeature.cs1namespace Everywhere.Patches.Contracts.Interop;COMMENT
LOW…Patches.Contracts/Interop/IWindowCompositionFeature.cs21 /// </summary>COMMENT
LOW…Patches.Contracts/Interop/IWindowCompositionFeature.cs41 /// Requests an asynchronous content frame for changes that do not otherwise invalidate pixels,COMMENT
LOW…ExtensionsAI.OpenAI/patch_OpenAIResponsesChatClient.cs1// Licensed to the .NET Foundation under one or more agreements.COMMENT
LOW…ExtensionsAI.OpenAI/patch_OpenAIResponsesChatClient.cs281 // raw representation will be preferred. The reasoning item's id is stashed inCOMMENT
LOW…oftExtensionsAI.OpenAI/patch_OpenAIClientExtensions.cs1using Microsoft.Extensions.AI;COMMENT
LOW…tches.SemanticKernel/patch_AIFunctionKernelFunction.cs21/// producing invalid, dangling references. This patch moves the referenced definition table into the parameterCOMMENT
LOW…ches.Anthropic/patch_AnthropicClientWithRawResponse.cs1// Copyright Anthropic, PBC. Licensed under MIT; see LICENSE.txt.COMMENT
LOWtests/Everywhere.Automation.Testing/ScenarioContext.cs1using System.Globalization;COMMENT
LOWtests/Everywhere.Automation.Testing/VisualControl.cs1namespace Everywhere.Automation.Testing;COMMENT
LOWtests/Everywhere.Automation.Testing/VisualControl.cs21COMMENT
LOW…verywhere.Automation.Testing/Controls/BasicControls.cs121 /// <inheritdoc />COMMENT
LOW…verywhere.Automation.Testing/Controls/BasicControls.cs181/// <summary>COMMENT
LOW…ere.Automation.TestApp.Shared/TestAppItemProjection.cs1using Everywhere.Automation.Testing;COMMENT
LOW…verywhere.Automation.TestApp.Shared/TestAppProtocol.cs21 Advanced,COMMENT
LOW…verywhere.Automation.TestApp.Shared/TestAppProtocol.cs41 UiThreadResumed,COMMENT
LOW…verywhere.Automation.TestApp.Shared/TestAppProtocol.cs61 /// </summary>COMMENT
LOW…verywhere.Automation.TestApp.Shared/TestAppProtocol.cs141/// <remarks>COMMENT
LOW…nel-patch/Connectors.MistralAI/Client/MistralClient.cs641 private readonly Uri? _endpoint;COMMENT
LOW…nel-patch/Connectors.MistralAI/Client/MistralClient.cs661 /// if that's something a developer has asked to do (e.g. it might be invoked with different arguments than its pareCOMMENT
LOW…ogle/Core/Gemini/Clients/GeminiChatCompletionClient.cs41 /// we could end up in an infinite loop. This const is a backstop against that happening. We should never come closeCOMMENT
LOW…tch/Connectors.Google/Core/Gemini/Models/GeminiPart.cs121 /// </summary>COMMENT
LOW…s.Google/Core/Gemini/Models/GeminiResponseCandidate.cs21 /// </summary>COMMENT
LOW…Connectors.Google/Core/Gemini/Models/GeminiResponse.cs61 /// Gets the total number of used tokens.COMMENT
LOW…gle/Models/Gemini/GeminiStreamingChatMessageContent.cs1// Copyright (c) Microsoft. All rights reserved.COMMENT
LOW…gle/Models/Gemini/GeminiStreamingChatMessageContent.cs41 this.CalledToolResult = calledToolResult;COMMENT
LOW…ctors.Google/Models/Gemini/GeminiChatMessageContent.cs181 /// </summary>COMMENT
LOW…nectors.Google/Models/Gemini/GeminiFunctionToolCall.cs81COMMENT
LOW.github/workflows/cla.yml41 # the followings are the optional inputs - If the optional inputs are not given, then default values will be taCOMMENT
LOW.github/workflows/llm-integration.yml1name: LLM SDK integrationCOMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs21/// <summary>COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs41 public string? IsEnabledBindingPath { get; set; }COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs61 public string? DocumentUrlBindingPath { get; set; }COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs81COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs101 public bool IsMultiline { get; set; }COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs121/// </summary>COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs141 /// Gets or sets whether the integer input field should be displayed as a text box in the UI. If false, only the sliCOMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs161COMMENT
LOW…where.Abstractions/Configuration/SettingsAttributes.cs181[AttributeUsage(AttributeTargets.Property)]COMMENT
LOW…rywhere.Abstractions/Configuration/IKeyValueStorage.cs1namespace Everywhere.Configuration;COMMENT
LOW…rywhere.Abstractions/Configuration/IKeyValueStorage.cs21 /// <param name="key">The key.</param>COMMENT
LOWsrc/Everywhere.Abstractions/Chat/Plugins/FileRecord.cs1using Everywhere.Utilities;COMMENT
LOW…erywhere.Abstractions/Extensions/NullableExtensions.cs21 /// <summary>COMMENT
LOW…tractions/Extensions/ReadOnlyBindableListExtensions.cs21 /// <summary>COMMENT
LOW…where.Abstractions/Extensions/DynamicDataExtensions.cs61 /// <summary>COMMENT
LOW…c/Everywhere.Abstractions/Extensions/CastExtensions.cs21COMMENT
LOWsrc/Everywhere.Abstractions/Utilities/DeepObserver.cs21 /// </summary>COMMENT
LOWsrc/Everywhere.Abstractions/Utilities/DeepObserver.cs101}COMMENT
LOWsrc/Everywhere.Abstractions/Utilities/DeepObserver.cs241 public object? Value { get; }COMMENT
LOWsrc/Everywhere.Abstractions/Utilities/AtomicBoolean.cs61 /// <summary>COMMENT
LOWsrc/Everywhere.Abstractions/Utilities/FileUtilities.cs361 /// Ensures that a valid MIME type is provided. If the input MIME type is null, it attempts to detect it from the fiCOMMENT
LOW…/Everywhere.Abstractions/Utilities/DebounceExecutor.cs1using System.Diagnostics;COMMENT
LOWsrc/Everywhere.Abstractions/Common/ISyncRoot.cs1namespace Everywhere.Common;COMMENT
LOWsrc/Everywhere.Abstractions/Common/RuntimeConstants.cs1namespace Everywhere.Common;COMMENT
LOWsrc/Everywhere.Abstractions/AI/ModelPricing.cs21 private readonly PricingTier[] _tiers = tiers;COMMENT
LOWsrc/Everywhere.Abstractions/AI/IModelDefinition.cs21 /// <summary>COMMENT
LOWsrc/Everywhere.Abstractions/AI/IModelDefinition.cs41 /// <summary>COMMENT
309 more matches not shown…
Cross-File Repetition7 hits · 35 pts
SeverityFileLineSnippetContext
HIGHtests/Everywhere.Core.Tests/Chat/PatchCommitterTests.cs0*** begin patch *** update file: file.txt @@ method -old +new *** end patchSTRING
HIGHtests/Everywhere.Core.Tests/Chat/PatchPlanTests.cs0*** begin patch *** update file: file.txt @@ method -old +new *** end patchSTRING
HIGH…sts/Everywhere.Core.Tests/Chat/FilePatchParserTests.cs0*** begin patch *** update file: file.txt @@ method -old +new *** end patchSTRING
HIGH…/Everywhere.Core.Tests/Chat/PatchReviewSessionTests.cs0*** begin patch *** update file: file.txt @@ method -old +new *** end patchSTRING
HIGHtests/Everywhere.Core.Tests/Chat/PatchCommitterTests.cs0*** begin patch *** update file: old.txt *** move to: new.txt *** end patchSTRING
HIGH…sts/Everywhere.Core.Tests/Chat/FilePatchParserTests.cs0*** begin patch *** update file: old.txt *** move to: new.txt *** end patchSTRING
HIGH…/Everywhere.Core.Tests/Chat/PatchReviewSessionTests.cs0*** begin patch *** update file: old.txt *** move to: new.txt *** end patchSTRING
Structural Annotation Overuse7 hits · 14 pts
SeverityFileLineSnippetContext
LOW⚡tools/sign_and_pack.py42 # Step 1: Check if the file is already signedCOMMENT
LOW⚡tools/sign_and_pack.py46 # Step 2: Attempt to sign the file with retriesCOMMENT
LOW…ScreenPicker/03-Implementation-And-New-Architecture.md16 // Step 1: Find the telemetry stringCOMMENT
LOW…ScreenPicker/03-Implementation-And-New-Architecture.md21 // Step 2: Find the LEA instruction that loads this string into RDXCOMMENT
LOW…ScreenPicker/03-Implementation-And-New-Architecture.md36 // Step 3: Walk backward to the function prologue (past 0xCC padding)COMMENT
LOW⚡…/Everywhere.Core/StrategyEngine/Query/QueryExecutor.cs182// // Step 1: Find the ancestorCOMMENT
LOW⚡…/Everywhere.Core/StrategyEngine/Query/QueryExecutor.cs189// // Step 2: Search descendants from the ancestorCOMMENT
AI Slop Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMtests/Everywhere.Terminal.Tests/PtyExecutionTests.cs332 // [void]0 is more robust as it's a pure expression with no side effects.COMMENT
MEDIUM…/Everywhere.Abstractions/Utilities/EncodingDetector.cs11/// TODO: Current implementation is a workaround, and may not be perfect. Consider integrating a well-known library likeCOMMENT
MEDIUM…Everywhere.Core/Database/SyncSaveChangesInterceptor.cs11/// enabling robust cursor-based synchronization.COMMENT
MEDIUM…ywhere.Core/Configuration/PersistentKeyValueStorage.cs10/// A robust, high-performance key-value storage which persists data to disk in a binary format using MessagePack serialCOMMENT
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM…/Everywhere.Core/Assets/Terminal/shellIntegration.bash1# ---------------------------------------------------------------------------------------------COMMENT
MEDIUM…/Everywhere.Core/Assets/Terminal/shellIntegration.bash4# ---------------------------------------------------------------------------------------------COMMENT
MEDIUM…c/Everywhere.Core/Assets/Terminal/shellIntegration.zsh1# ---------------------------------------------------------------------------------------------COMMENT
MEDIUM…c/Everywhere.Core/Assets/Terminal/shellIntegration.zsh5# ---------------------------------------------------------------------------------------------COMMENT
Verbosity Indicators5 hits · 10 pts
SeverityFileLineSnippetContext
LOW⚡tools/sign_and_pack.py42 # Step 1: Check if the file is already signedCOMMENT
LOW⚡tools/sign_and_pack.py46 # Step 2: Attempt to sign the file with retriesCOMMENT
LOW⚡…/Everywhere.Core/StrategyEngine/Query/QueryExecutor.cs182// // Step 1: Find the ancestorCOMMENT
LOW⚡…/Everywhere.Core/StrategyEngine/Query/QueryExecutor.cs189// // Step 2: Search descendants from the ancestorCOMMENT
LOWsrc/Everywhere.Windows/Interop/WindowHelper.cs171 // We need to check if our window is cloaked or not. A cloaked window is stillCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/macos-release.yml49 # Create a temporary keychainCOMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/Everywhere.Core/Chat/Plugins/BuiltIn/WebPlugin.cs202 // TODO: implement with PromptNodeCOMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtools/sync_i18n.py212CODE
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtools/sign_and_pack.py222 except Exception as exc:CODE
Hyper-Verbose Identifiers1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsrc/Everywhere.Core/Web/WebExtractionScripts.cs125 function cleanElementForExtraction(element) {STRING