AI Slop Code Risk Monitor

armory3d/armorpaint

SlopCodeMonitor badge for armory3d/armorpaint Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Graphics Creation Tools

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for armory3d/armorpaint, a C project with 5,446 GitHub stars. SynthScan examined 279,204 lines of code across 607 source files, recording 427 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.0 (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.

2.0
Adjusted Signal
2.0
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
5.4K
Stars
C
Language
279.2K
Lines of Code
607
Files
427
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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 356 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 70 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 427 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 71LOW 356

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 427 distinct pattern matches across 6 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 Block350 hits · 326 pts
SeverityFileLineSnippetContext
LOWpaint/plugins/bake_maps/bake_maps.c1COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h1#ifndef UFBX_UFBX_H_INCLUDEDCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h21 #define UFBX_STDC __STDC_VERSION__COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h41#endifCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h61 #pragma warning(push)COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h81 #elseCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h101 #define ufbx_assert(cond) (void)(!(cond))COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h161#define UFBX_CONVERSION_IMPL(p_name)COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h181#if (UFBX_STDC >= 202311L || UFBX_CPP11) && defined(UFBX_USE_EXPLICIT_ENUM)COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h201#elseCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h741 // Ignore parent scale when computing the transform: `R*r*s`.COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h781 uint32_t typed_id;COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h841 // For componentwise-scale nodes, this will point to `parent`, for scale ignoringCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h1121//COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h1141// 0 0 1 0 0 1 1 0 1 1 vertex_normal.indices[index]COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h2241 // Arnold standard surfaceCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h3721typedef struct ufbx_allocator_opts {COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h3741 // internally and the last chunk might be incomplete. So for exampleCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h4061// Geometry transforms can also be used to transform any other attributes suchCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h4221 // references to arbitrary paths in the filesystem.COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h4341COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h4701extern const ufbx_coordinate_axes ufbx_axes_left_handed_z_up;COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h5361// -- PropertiesCOMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h5381#define UFBX_RotationOrder "RotationOrder"COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h5401// Affected by `UFBX_RotationPivot` but not `UFBX_RotationOrder`.COMMENT
LOWpaint/plugins/io_fbx/ufbx/ufbx.h5421#if defined(_MSC_VER)COMMENT
LOWpaint/plugins/io_tiff/io_tiff.c1#include "iron_array.h"COMMENT
LOWpaint/plugins/io_tiff/io_tiff.c21#define TAG_PLANAR_CONFIGURATION 284COMMENT
LOWpaint/plugins/io_svg/nanosvg.h41//COMMENT
LOWpaint/plugins/io_svg/nanosvg.h181#endifCOMMENT
LOWpaint/plugins/io_svg/nanosvg.h201COMMENT
LOWpaint/plugins/io_svg/nanosvgrast.h41 // Create rasterizer (can be used to render multiple images).COMMENT
LOWpaint/sources/global.h1COMMENT
LOWpaint/sources/main.c1COMMENT
LOWpaint/sources/main.c21#include "io/import_obj.c"COMMENT
LOWpaint/sources/main.c41#include "nodes_brush/vector_math_node.c"COMMENT
LOWpaint/sources/main.c61#include "nodes_material/geometry_node.c"COMMENT
LOWpaint/sources/main.c81#include "nodes_material/picker_node.c"COMMENT
LOWpaint/sources/main.c101#include "nodes_material/voronoi_texture_node.c"COMMENT
LOWpaint/sources/main.c121#include "nodes_mesh/mesh_smooth_node.c"COMMENT
LOWpaint/sources/main.c141#include "render/make_depth.c"COMMENT
LOWpaint/sources/main.c161#include "render/render_path_preview.c"COMMENT
LOWpaint/sources/main.c181#include "ui/tab_debug.c"COMMENT
LOWpaint/sources/main.c201#include "ui/ui_search.c"COMMENT
LOWpaint/sources/main.c221#include "util/util_render.c"COMMENT
LOWpaint/sources/main.c241#include "console.c"COMMENT
LOWpaint/sources/minic_api.c1COMMENT
LOWpaint/sources/minic_api.c401 if (strcmp(minic_api_sig_names[i], name) == 0) {COMMENT
LOWpaint/sources/minic_api.c481#undef X3COMMENT
LOWpaint/sources/minic_api.c501#define X4(name, sig, r, t0, t1, t2, t3) {#name, sig, mw_##name},COMMENT
LOWpaint/sources/minic_api.c1161 }COMMENT
LOWpaint/sources/minic_api.c1241#undef X7COMMENT
LOWpaint/sources/minic_api.c1261#undef X0COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c221// type: "brush_output_node",COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c241// name: _tr("Radius"),COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c261// },COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c281// min: 0.0,COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c301// name: _tr("Stencil"),COMMENT
LOWpaint/sources/nodes_brush/brush_output_node.c321// precision: 100,COMMENT
LOWpaint/sources/util/util_uv_unwrap.c1COMMENT
290 more matches not shown…
Decorative Section Separators70 hits · 210 pts
SeverityFileLineSnippetContext
MEDIUMpaint/sources/ui/box_preferences.c34// ╚═╝╚═╝ ╚═══╝ ╚═╝ ╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ ╚═════╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c187// ╚═╝ ╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c352// ╚═════╝ ╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚══════╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c441// ╚═════╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c498// ╚═╝ ╚══════╝╚═╝ ╚═══╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c538// ╚═══╝ ╚═╝╚══════╝ ╚══╝╚══╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c689// ╚═╝ ╚═╝╚══════╝ ╚═╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c726// ╚═╝ ╚═══╝╚══════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c851// ╚═╝ ╚═╝╚══════╝ ╚═╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c921// ╚═╝ ╚══════╝ ╚═════╝ ╚═════╝ ╚═╝╚═╝ ╚═══╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/box_preferences.c1053// ╚═════╝╚══════╝ ╚═════╝ ╚═════╝ ╚═════╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c191// ╚═╝ ╚═╝ ╚═╝╚══════╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c385// ╚══════╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝╚══════╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c506// ╚══════╝╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c699// ╚═╝ ╚═╝ ╚═╝╚═════╝ ╚══════╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c908// ╚═╝ ╚═╝╚══════╝╚═╝ ╚═══╝╚═════╝ ╚══════╝╚═╝ ╚═╝COMMENT
MEDIUMpaint/sources/ui/ui_dock.c1104// ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝COMMENT
MEDIUMbase/tools/amake/util.c30// ╚══════╝ ╚═╝ ╚═╝ ╚═╝╚═╝╚═╝ ╚═══╝ ╚═════╝COMMENT
MEDIUMbase/tools/amake/util.c343// ╚═╝ ╚══════╝COMMENT
MEDIUMbase/tools/amake/util.c483// ╚═════╝ ╚══════╝COMMENT
MEDIUMbase/tools/amake/util.c676// ╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/tools/amake/exporters.c81// ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝COMMENT
MEDIUMbase/tools/amake/exporters.c163// ╚═════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═══╝╚COMMENT
MEDIUMbase/tools/amake/exporters.c294// ╚═══╝ ╚═╝╚══════╝ ╚═════╝ ╚═╝ ╚═╝╚══════╝ ╚══════╝ ╚═╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═════╝COMMENT
MEDIUMbase/tools/amake/exporters.c692// ╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚═════╝ ╚══════╝COMMENT
MEDIUMbase/tools/amake/exporters.c1387// ╚═╝ ╚═╝╚═╝ ╚═══╝╚═════╝ ╚═╝ ╚═╝ ╚═════╝ ╚═╝╚═════╝COMMENT
MEDIUMbase/tools/amake/exporters.c1536// ╚══════╝╚═╝ ╚═╝╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/tools/amake/make.c22// ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/tools/amake/make.c275// ╚═╝ ╚═══╝╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═══╝ ╚══════╝╚══════╝COMMENT
MEDIUMbase/tools/amake/make.c597// ╚═╝ ╚═╝╚══════╝╚══════╝╚══════╝ ╚═╝ ╚══════╝COMMENT
MEDIUMbase/tools/amake/script.c61// ╚════╝ ╚══════╝ ╚═════╝ ╚═╝ ╚═══╝COMMENT
MEDIUMbase/tools/amake/script.c203// ╚═╝ ╚═══╝╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═══╝ ╚══════╝╚══════╝COMMENT
MEDIUMbase/sources/engine.h304// ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h320// ╚═╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═══╝╚══════╝╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h345// ╚═════╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h355// ╚═════╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h377// ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚══════╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚══════╝╚═╝ ╚═╝╚═╝ ╚═══╝╚══════╝COMMENT
MEDIUMbase/sources/engine.h389// ╚══╝╚══╝ ╚═════╝ ╚═╝ ╚═╝╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h403// ╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝╚═════╝ ╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h435// ╚═╝ ╚═╝╚══════╝╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h456// ╚═╝ ╚═╝╚══════╝╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h488// ╚═════╝ ╚═╝ ╚═══╝╚═╝╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝COMMENT
MEDIUMbase/sources/engine.h502// ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.h544// ╚══════╝ ╚═════╝╚══════╝╚═╝ ╚═══╝╚══════╝COMMENT
MEDIUMbase/sources/engine.h584// ╚═╝ ╚═╝╚══════╝╚═╝ ╚═══╝╚═════╝ ╚══════╝╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/iron_math.c69// ╚═══╝ ╚══════╝ ╚═════╝╚══════╝COMMENT
MEDIUMbase/sources/iron_math.c137// ╚═══╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/iron_math.c305// ╚══▀▀═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/iron_math.c486// ╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ ╚═════╝COMMENT
MEDIUMbase/sources/iron.h175// ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═══╝ ╚═╝ ╚═╝╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c120// ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c212// ╚═╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═══╝╚══════╝╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c356// ╚═════╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c385// ╚══╝╚══╝ ╚═════╝ ╚═╝ ╚═╝╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c464// ╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝╚═════╝ ╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c822// ╚═╝ ╚═╝╚══════╝╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c1005// ╚═╝ ╚═╝╚══════╝╚══════╝╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c1068// ╚═════╝╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚════╝ ╚══════╝ ╚═════╝ ╚═╝COMMENT
MEDIUMbase/sources/engine.c1205// ╚═╝ ╚═╝ ╚═╝ ╚═════╝ ╚══════╝ ╚═╝ ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚══════╝╚═╝ ╚═╝╚═╝ ╚═══╝╚══════╝COMMENT
MEDIUMbase/sources/engine.c1234// ╚═════╝ ╚═╝ ╚═══╝╚═╝╚═╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ ╚═╝╚══════╝COMMENT
10 more matches not shown…
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOWbase/tools/io_export_arm.py435CODE
LOWbase/tools/io_export_arm.py472CODE
LOWbase/tools/io_export_arm.py173CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWbase/sources/libs/sdefl.h17## Usage:COMMENT
LOWbase/sources/libs/sinfl.h18## Usage:COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMbase/sources/libs/stb_vorbis.c43// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memoryCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbase/tools/io_export_arm.py13CODE