[ SYS_INTELLIGENCE // THUNDERSTORE_AI_AUDIT_ENGINE ]
LAST UPDATED: Oct 31, 2026, 08:44 AM EDT (12:44 UTC)
Valheim AI Mod Checker & Audit Matrix
Automated heuristic transparency engine continuously auditing all 14,175+ Thunderstore Valheim mod packages across decompiled C# assembly logic, package manifest structure, documentation, visual assets, and author portfolio stance to identify AI-generated packages and enforce Thunderstore compliance.
Audited Packages
14,175
Authors Indexed
5,628
Deprecated Mods
5,868
Verified Human
5,189
Properly Tagged AI
2,246
AI-Assisted (Untagged)
749
AI-Generated (Untagged)
123
>_
[ TRANSPARENCY AUDIT // REPORT CANDIDATES ]
Top 10 Untagged AI Mods Leaderboard
Valheim mods flagged with high or confirmed AI generation footprint (>60–90%) across code, documentation, or author history that lack the required Thunderstore AI Generated category tag.
| # | Mod Package | AI Footprint | Downloads | Primary Detection Reason / Heuristic | Action |
|---|---|---|---|---|---|
| #1 |
|
84.0%
|
📥 17,729 |
Post-Decompilation C# Idiom Telemetry confirms 8,074 flagged lines (100.0% of analyzed code) across 11 substantive files featuring advanced rendering math and caching blocks.
|
|
| #2 |
|
84.0%
|
📥 121 |
Category 1 C# Telemetry: 10,253 out of 12,711 author lines (100.0% line ratio) flagged across 15 C# files (`Panel.cs`, `Catalog.cs`, `Discovery.cs`, `AchData.cs`, etc.) with `ordinal_collection_comparer` and `int_invariant_tostring` LLM idioms.
|
|
| #3 |
|
83.0%
|
📥 1,116 |
C# Telemetry: 100.0% of substantive decompiled C# author lines (14,507 / 14,507 lines) flagged with post-decompilation LLM idioms across key engine classes (`Loc.cs`, `TerrainEngine.cs`, `TerrainBrush.cs`, `TerrainRadial.cs`).
|
|
| #4 |
|
79.0%
|
📥 957 |
C# codebase contains 100% AI-influenced logic with reflection-based image conversion and UI caching idioms across HardheimCompass.cs.
|
|
| #5 |
|
79.0%
|
📥 283 |
100% of substantive C# assembly code (IvoryMoon/IvoryMoon/Plugin.cs) exhibits LLM generative scaffolding, procedural mesh/shader math, and static ID caching.
|
|
| #6 |
|
78.0%
|
📥 105 |
C# codebase consists of a single massive AI-generated source file (CustomCharacterEditPlugin.cs) spanning 16,728 decompiled lines with procedural texture math and tuning blocks.
|
|
| #7 |
|
76.0%
|
📥 1,644 |
Post-Decompilation telemetry confirms 33 flagged files and 15,515 flagged lines (72.2%) across core companion and rave logic.
|
|
| #8 |
|
75.0%
|
📥 82 |
Category 1: 100.0% of substantive author C# lines across PhotoModeInterface.cs and PhotoModePlugin.cs contain generative LLM idioms including extensive procedural uGUI math and const tuning blocks.
|
|
| #9 |
|
74.0%
|
📥 33 |
AssemblyInfo.cs explicitly declares AI assistance: [assembly: AssemblyMetadata("AI_Assisted_Creation", "Written with the assistance of generative AI.")]
|
|
| #10 |
|
70.1%
|
📥 282 |
Comfortometer/Comfortometer/ComfortPanel.cs exhibits systematic AI coding idioms and extensive UI layout logic.
|
[ SYS_READY // CATALOG AUDIT ENGINE ACTIVE ]
Heuristic Evaluation Framework & Standards
This transparency system measures every Valheim modification against a 5-dimension rubric to ensure compliance with Thunderstore's AI Generated policy. Any mod utilizing LLM-generated code, documentation, or assets must carry the AI Generated tag.
1. C# Assembly & Logic (Weight: 40%)
Audits decompiled assemblies for explicit LLM metadata attributes, remote AI completions endpoints (OpenAI, DeepSeek, Anthropic), prompt leaks, and binary C# structural heuristics.
2. Package Manifest & Structure (Weight: 20%)
Audits Thunderstore package manifest dependencies, modular DLL organization, automated CI/LLM scaffolding, and release structure.
3. Documentation & Copywriting (Weight: 20%)
Audits package descriptions and readmes for explicit tool disclosures and formulaic LLM template copywriting.
4. Visual & Audio Media (Weight: 20%)
Evaluates binary image/audio/UnityFS headers for AI generator signatures (Stable Diffusion, ComfyUI, ElevenLabs, Meshy) and headless C# procedural audio/texture/mesh synthesis.
5. Author Portfolio & Stance (Informational — 0% Weight)
Displays factual catalog statistics on Thunderstore (ratio of declared AI packages). Strictly informational — never used to penalize or flag individual mods.
⚡ Updates Every 30 Minutes
Synchronized every 30 minutes. As authors publish or update packages, new audits are indexed automatically.
[ ✓ LINK COPIED TO CLIPBOARD ]