AI Slop Code RIsk Monitor

JustArchiNET/ArchiSteamFarm

C# application with primary purpose of farming Steam cards from multiple accounts simultaneously.

5.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for JustArchiNET/ArchiSteamFarm, a C# project with 13,747 GitHub stars. SynthScan examined 53,905 lines of code across 290 source files, recording 270 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 5.1 (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.

5.1
Adjusted Signal
5.1
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
13.7K
Stars
C#
Language
53.9K
Lines of Code
290
Files
270
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 22.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 270 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 22.6/100 · LOW

Which changes need focused human review? 270 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 0MEDIUM 3LOW 267

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 270 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 Block265 hits · 265 pts
SeverityFileLineSnippetContext
LOW…SteamFarm.CustomPlugins.ExamplePlugin/ExamplePlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…SteamFarm.CustomPlugins.ExamplePlugin/ExamplePlugin.cs81 break;COMMENT
LOW…SteamFarm.CustomPlugins.ExamplePlugin/ExamplePlugin.cs141 // Thanks to that, you can extend default bot config with your own stuff, then parse it here in order to customize yourCOMMENT
LOW…iSteamFarm.CustomPlugins.ExamplePlugin/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…iSteamFarm.CustomPlugins.ExamplePlugin/MeowResponse.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…SteamFarm.CustomPlugins.ExamplePlugin/CatController.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.CustomPlugins.ExamplePlugin/CatAPI.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWtools/zip_exec/zip_exec.cpp1COMMENT
LOWtools/zip_exec/zip_exec.cpp21// attributes within the same zip, but apparently it is not reliable to do so.COMMENT
LOWtools/zip_exec/zip_exec.cpp41// windows. when compressing a file on mac the windows bytes were alwaysCOMMENT
LOW…teamFarm.CustomPlugins.SignInWithSteam/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…CustomPlugins.SignInWithSteam/SignInWithSteamPlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…omPlugins.SignInWithSteam/SignInWithSteamController.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…lugins.SignInWithSteam/Data/SignInWithSteamResponse.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…Plugins.SignInWithSteam/Data/SignInWithSteamRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…Farm.OfficialPlugins.ItemsMatcher/MatchingUtilities.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…SteamFarm.OfficialPlugins.ItemsMatcher/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…rm.OfficialPlugins.ItemsMatcher/RemoteCommunication.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.OfficialPlugins.ItemsMatcher/Backend.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…arm.OfficialPlugins.ItemsMatcher/ItemsMatcherPlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.OfficialPlugins.ItemsMatcher/Commands.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.OfficialPlugins.ItemsMatcher/BotCache.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…m.OfficialPlugins.ItemsMatcher/Data/AssetForListing.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…ficialPlugins.ItemsMatcher/Data/AnnouncementRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…fficialPlugins.ItemsMatcher/Data/InventoriesRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…SteamFarm.OfficialPlugins.ItemsMatcher/Data/SetPart.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW….OfficialPlugins.ItemsMatcher/Data/HeartBeatRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…alPlugins.ItemsMatcher/Data/AnnouncementRequestBase.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW….OfficialPlugins.ItemsMatcher/Data/AssetInInventory.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW….OfficialPlugins.ItemsMatcher/Data/AssetForMatching.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…alPlugins.ItemsMatcher/Data/AnnouncementDiffRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…ialPlugins.ItemsMatcher/Data/BackgroundTaskResponse.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…gins.ItemsMatcher/Data/AnnouncementDiffCheckRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…m.OfficialPlugins.ItemsMatcher/Data/SetPartsRequest.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…amFarm.OfficialPlugins.ItemsMatcher/Data/ListedUser.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…hiSteamFarm.OfficialPlugins.Monitoring/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.OfficialPlugins.Monitoring/Units.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…eamFarm.OfficialPlugins.Monitoring/MonitoringPlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…teamFarm.OfficialPlugins.Monitoring/TradeStatistics.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.OfficialPlugins.Monitoring/TagNames.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…SteamFarm.CustomPlugins.PeriodicGC/PeriodicGCPlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.CustomPlugins.PeriodicGC/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/Trading.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/SteamChatMessage.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/ConcurrentTests.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/TestContextBase.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/SerializableFile.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/GitHubPluginUpdates.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/ArchiCryptoHelper.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/QrCodeHelper.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/MobileAuthenticator.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/Bot.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOWArchiSteamFarm.Tests/SteamUtilities.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…rm.OfficialPlugins.MobileAuthenticator/AssemblyInfo.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…ugins.MobileAuthenticator/MobileAuthenticatorPlugin.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…Farm.OfficialPlugins.MobileAuthenticator/MaFileData.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…amFarm.OfficialPlugins.MobileAuthenticator/Commands.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…s.MobileAuthenticator/MobileAuthenticatorWebHandler.cs1// ----------------------------------------------------------------------------------------------COMMENT
LOW…ficialPlugins.MobileAuthenticator/MaFileSessionData.cs1// ----------------------------------------------------------------------------------------------COMMENT
205 more matches not shown…
Self-Referential Comments3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/publish.yml293 # Create the final zip fileCOMMENT
MEDIUM.github/workflows/publish.yml336 # Create the final zip fileCOMMENT
MEDIUM.github/workflows/publish.yml400 # Create the final zip fileCOMMENT
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWArchiSteamFarm/Steam/Cards/CardsFarmer.cs920 // Don't forget to update our GamesToFarm hoursCOMMENT
LOWArchiSteamFarm/Steam/Cards/CardsFarmer.cs973 // Don't forget to update our GamesToFarm hoursCOMMENT