AI Slop Code RIsk Monitor

ProjectPhysX/FluidX3D

The fastest and most memory efficient lattice Boltzmann CFD software, running on all GPUs and CPUs via OpenCL. Free for non-commercial use.

5.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ProjectPhysX/FluidX3D, a C++ project with 5,310 GitHub stars. SynthScan examined 57,326 lines of code across 45 source files, recording 354 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 5.0 (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.

5.0
Adjusted Signal
5.0
Raw Pattern Score
100%
Time Factor
2026-10-07
Last Push
5.3K
Stars
C++
Language
57.3K
Lines of Code
45
Files
354
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 22.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 354 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 26.6/100 · MEDIUM

Which changes need focused human review? 354 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 0LOW 354

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 354 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 Block352 hits · 286 pts
SeverityFileLineSnippetContext
LOWsrc/defines.hpp1#pragma onceCOMMENT
LOWsrc/defines.hpp21//#define MOVING_BOUNDARIES // enables moving solids: set solid cells to TYPE_S and set their velocity u unequal to zeroCOMMENT
LOWsrc/defines.hpp41#define GRAPHICS_RAYTRACING_TRANSMITTANCE 0.25f // transmitted light fraction in raytracing graphics ("0.25f" = 1/4 of lCOMMENT
LOWsrc/defines.hpp61COMMENT
LOWsrc/defines.hpp81#undef MOVING_BOUNDARIESCOMMENT
LOWsrc/defines.hpp101#define UPDATE_FIELDS // update (rho, u, T) in every LBM stepCOMMENT
LOWsrc/setup.cpp1#include "setup.hpp"COMMENT
LOWsrc/graphics.cpp401 //case 'C': key_C = !key_C; break;COMMENT
LOWsrc/lodepng.hpp61#ifndef LODEPNG_NO_COMPILE_ENCODERCOMMENT
LOWsrc/lodepng.hpp81you can define the functions lodepng_free, lodepng_malloc and lodepng_realloc in yourCOMMENT
LOWsrc/setup.hpp1#pragma onceCOMMENT
LOWsrc/utilities.hpp1#pragma onceCOMMENT
LOWsrc/utilities.hpp21#include <iostream>COMMENT
LOWsrc/utilities.hpp41#define max_short ((short)32767)COMMENT
LOWsrc/utilities.hpp3161}COMMENT
LOWsrc/utilities.hpp3181#define UTILITIES_CONSOLE_COLORCOMMENT
LOWsrc/opencl.hpp1#pragma onceCOMMENT
LOWsrc/lbm.cpp801 }COMMENT
LOWsrc/lbm.cpp821#endif // SURFACECOMMENT
LOWsrc/lbm.cpp861#ifndef MOVING_BOUNDARIESCOMMENT
LOWsrc/kernel.hpp21// full catalogue: https://www.khronos.org/files/opencl30-reference-guide.pdfCOMMENT
LOWsrc/kernel.hpp41#define kernelCOMMENT
LOWsrc/kernel.hpp61#define atomic_or(p,x) // (*p)=(*p)|xCOMMENT
LOWsrc/kernel.hpp81#define max(x,y)COMMENT
LOWsrc/kernel.hpp101#define copysign(x,y) // x with sign changed to sign of yCOMMENT
LOWsrc/kernel.hpp121#define isinf(x) // test for infinityCOMMENT
LOWsrc/kernel.hpp141#define signbit(x) // test for sign bitCOMMENT
LOWsrc/kernel.hpp161#define fast_distance(x,y) // |y-x|COMMENT
LOWsrc/kernel.hpp181#define double16COMMENT
LOWsrc/kernel.hpp201#define long16COMMENT
LOWsrc/kernel.hpp221#define ulong2COMMENT
LOWsrc/kernel.hpp241#define as_double2(x)COMMENT
LOWsrc/kernel.hpp261#define as_int8(x)COMMENT
LOWsrc/kernel.hpp281#define as_uint(x)COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h21COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h61#define CL_API_PREFIX_USERCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h81 #define CL_API_SUFFIX_DEPRECATEDCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h101 #define CL_API_PREFIX__VERSION_1_1_DEPRECATED CL_API_PREFIX_COMMON CL_API_PREFIX_DEPRECATEDCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h121 #define CL_API_SUFFIX__VERSION_2_1_DEPRECATED CL_API_SUFFIX_COMMONCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h161typedef double cl_double;COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h181#define CL_LONG_MIN ((cl_long) -0x7FFFFFFFFFFFFFFFLL - 1LL)COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h201#define CL_HALF_RADIX 2COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h221#define CL_M_LN10 2.30258509299404568402COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h261typedef uint32_t cl_uint;COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h281#define CL_UINT_MAX 0xffffffffUCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h301#define CL_HALF_MIN_10_EXP -4COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h321#define CL_M_LOG10E 0.43429448190325182765COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h341#define CL_M_1_PI_F 0.318309886fCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h381#if defined( __VEC__ )COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h401#if defined( __SSE__ )COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h441 #endifCOMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h481 #define __CL_UINT2__ 1COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h501 #define __CL_DOUBLE4__ 1COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h521COMMENT
LOWsrc/OpenCL/include/CL/cl_platform.h1401#endifCOMMENT
LOWsrc/OpenCL/include/CL/cl_version.h21#if !defined(CL_TARGET_OPENCL_VERSION)COMMENT
LOWsrc/OpenCL/include/CL/cl_version.h41#endifCOMMENT
LOWsrc/OpenCL/include/CL/cl_version.h61/* Allow deprecated APIs for older OpenCL versions. */COMMENT
LOWsrc/OpenCL/include/CL/opencl.h21extern "C" {COMMENT
LOWsrc/OpenCL/include/CL/cl_ext.h81#define CL_COMMAND_BUFFER_SIMULTANEOUS_USE_KHR (1 << 0)COMMENT
292 more matches not shown…
Slop Phrases2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/lodepng.cpp69lodepng source code. Don't forget to remove "static" if you copypaste themCODE
LOWsrc/opencl.hpp27| Don't forget to reboot after installation! Press Enter to exit. |CODE