AI Slop Code RIsk Monitor

focus-creative-games/luban

luban是一个强大、易用、优雅、稳定的游戏配置解决方案。luban is a powerful, easy-to-use, elegant and stable game configuration solution.

10.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for focus-creative-games/luban, a C# project with 4,620 GitHub stars. SynthScan examined 52,604 lines of code across 582 source files, recording 531 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 10.5 (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.

10.5
Adjusted Signal
10.5
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
4.6K
Stars
C#
Language
52.6K
Lines of Code
582
Files
531
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 40.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 531 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 41.0/100 · MEDIUM

Which changes need focused human review? 531 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 5MEDIUM 0LOW 526

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 531 distinct pattern matches across 2 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 Block526 hits · 526 pts
SeverityFileLineSnippetContext
LOWsrc/Luban.Golang/AssemblyInfo.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/TypeVisitors/DeserializeBinVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…Golang/TypeVisitors/BinUnderlyingDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ban.Golang/TypeVisitors/DeserializeJsonFieldVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/TypeVisitors/IsPointerTypeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/TypeVisitors/JsonImport.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW….Golang/TypeVisitors/DeserializeJsonUnderingVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/TypeVisitors/DeserializeJsonVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/TypeVisitors/BinImport.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/Luban.Golang/TypeVisitors/DeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ang/TypeVisitors/UnderlyingDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…Golang/TemplateExtensions/GoCommonTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…an.Golang/TemplateExtensions/GoBinTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…n.Golang/TemplateExtensions/GoJsonTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/CodeTarget/GoBinCodeTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/CodeTarget/GoJsonCodeTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Golang/CodeTarget/GoCodeTargetBase.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban/Program.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban/Utils/DirectoryWatcher.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban/Utils/ConsoleUtil.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.MsgPack/AssemblyInfo.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.MsgPack/MsgPackDataVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.MsgPack/MsgPackDataTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.FlatBuffers/AssemblyInfo.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/Luban.FlatBuffers/DataTarget/FlatBuffersDataTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…FlatBuffers/TypeVisitors/FlatBuffersTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…Buffers/TypeVisitors/IsFlatBuffersScalarTypeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ffers/TypeVisitors/CollectMapKeyValueEntriesVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ers/TemplateExtensions/FlatBuffersTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…uban.FlatBuffers/CodeTarget/FlatBuffersSchemaTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…FlatBuffers/DataVisitors/FlatBuffersJsonDataVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Cpp/AssemblyInfo.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/TypeVisitors/CppRawptrUnderlyingDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…peVisitors/CppSharedptrUnderlyingDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…peVisitors/CppSharedptrUnderlyingDeserializeVisitor.cs21namespace Luban.Cpp.TypeVisitors;COMMENT
LOW…ban.Cpp/TypeVisitors/CppSharedptrDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…pp/TypeVisitors/CppUnderlyingDeserializeVisitorBase.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…p/TypeVisitors/CppSharedptrDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…tors/CppSharedPtrUnderlyingDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/TypeVisitors/CppUnderlyingDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW….Cpp/TypeVisitors/CppRawptrDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…isitors/CppRawptrUnderlyingDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/Luban.Cpp/TypeVisitors/CppRawptrDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…TemplateExtensions/CppSharedptrBinTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…c/Luban.Cpp/TemplateExtensions/CppTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…pp/TemplateExtensions/CppRawptrBinTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Cpp/CodeTarget/CppBinRawptrCodeTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Cpp/CodeTarget/CppCodeTargetBase.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Cpp/CodeTarget/CppBinSharedptrCodeTarget.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOWsrc/Luban.Typescript/AssemblyInfo.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…Luban.Typescript/TypeVisitors/BinDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…pescript/TypeVisitors/BinUnderingDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ript/TypeVisitors/BinUnderingDeserializeVisitorBase.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…cript/TypeVisitors/JsonUnderlyingDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…uban.Typescript/TypeVisitors/JsonDeserializeVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…uban.Typescript/TypeVisitors/JsonDeserializeVisitor.cs41COMMENT
LOW…an.Typescript/TypeVisitors/DeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…ipt/TypeVisitors/UnderlyingDeclaringTypeNameVisitor.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…t/TemplateExtensions/TypescriptBinTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
LOW…/TemplateExtensions/TypescriptJsonTemplateExtension.cs1// Copyright 2025 Code PhilosophyCOMMENT
466 more matches not shown…
Synthetic Comment Markers5 hits · 28 pts
SeverityFileLineSnippetContext
HIGHsrc/Luban.Core/CodeTarget/CommonFileHeaders.cs28// This code was generated by a tool.COMMENT
HIGHsrc/Luban.Core/CodeTarget/CommonFileHeaders.cs39-- This code was generated by a tool.CODE
HIGHsrc/Luban.Core/CodeTarget/CommonFileHeaders.cs50 This code was generated by a tool.STRING
HIGHsrc/Luban.Core/CodeTarget/CommonFileHeaders.cs59# This code was generated by a tool.COMMENT
HIGHsrc/Luban.Core/CodeTarget/CommonFileHeaders.cs71 This code was generated by a tool.CODE