AI Slop Code Risk Monitor

ilya-zlobintsev/LACT

SlopCodeMonitor badge for ilya-zlobintsev/LACT Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Linux GPU Configuration And Monitoring Tool

4.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ilya-zlobintsev/LACT, a Rust project with 5,840 GitHub stars. SynthScan examined 109,616 lines of code across 266 source files, recording 428 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.2 (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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
5.8K
Stars
Rust
Language
109.6K
Lines of Code
266
Files
428
Pattern Hits
2026-10-31
Scan Date
0.03
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 15.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 420 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 20.5/100 · LOW

Which changes need focused human review? 428 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 8HIGH 0MEDIUM 1LOW 419

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 428 distinct pattern matches across 4 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 Block417 hits · 362 pts
SeverityFileLineSnippetContext
LOWlact-daemon/include/nvidia.h1#include "nvidia/kernel-open/common/inc/nv-ioctl-numbers.h"COMMENT
LOWlact-daemon/include/intel.h1#include "drm/i915_drm.h"COMMENT
LOWlact-daemon/include/drm/i915_drm.h401} drm_i915_sarea_t;COMMENT
LOWlact-daemon/include/drm/i915_drm.h421/*COMMENT
LOWlact-daemon/include/drm/i915_drm.h441#define DRM_I915_SET_VBLANK_PIPE 0x0dCOMMENT
LOWlact-daemon/include/drm/i915_drm.h461#define DRM_I915_GEM_GET_APERTURE 0x23COMMENT
LOWlact-daemon/include/drm/i915_drm.h481#define DRM_I915_PERF_OPEN 0x36COMMENT
LOWlact-daemon/include/drm/i915_drm.h501#define DRM_IOCTL_I915_CMDBUFFER DRM_IOW( DRM_COMMAND_BASE + DRM_I915_CMDBUFFER, drm_i915_cmdbuffer_t)COMMENT
LOWlact-daemon/include/drm/i915_drm.h521#define DRM_IOCTL_I915_GEM_PREAD DRM_IOW (DRM_COMMAND_BASE + DRM_I915_GEM_PREAD, struct drm_i915_gem_pread)COMMENT
LOWlact-daemon/include/drm/i915_drm.h541#define DRM_IOCTL_I915_REG_READ DRM_IOWR (DRM_COMMAND_BASE + DRM_I915_REG_READ, struct drm_i915_reg_read)COMMENT
LOWlact-daemon/include/drm/i915_drm.h601#define I915_PARAM_HAS_GEM 5COMMENT
LOWlact-daemon/include/drm/i915_drm.h621#define I915_PARAM_HAS_EXEC_NO_RELOC 25COMMENT
LOWlact-daemon/include/drm/i915_drm.h1721#define I915_TILING_X 1COMMENT
LOWlact-daemon/include/drm/i915_drm.h1841#define I915_OVERLAY_RGB15 0x3000COMMENT
LOWlact-daemon/include/drm/drm.h61COMMENT
LOWlact-daemon/include/drm/drm.h1021#if defined(__cplusplus)COMMENT
LOWlact-daemon/include/drm/drm.h1061#define DRM_IOCTL_GEM_OPEN DRM_IOWR(0x0b, struct drm_gem_open)COMMENT
LOWlact-daemon/include/drm/drm.h1081COMMENT
LOWlact-daemon/include/drm/drm.h1141#define DRM_IOCTL_SG_ALLOC DRM_IOWR(0x38, struct drm_scatter_gather)COMMENT
LOWlact-daemon/include/drm/drm.h1201#define DRM_IOCTL_MODE_CREATE_DUMB DRM_IOWR(0xB2, struct drm_mode_create_dumb)COMMENT
LOWlact-daemon/include/drm/drm_mode.h41 * Userspace can refer to these structure definitions and UAPI formatsCOMMENT
LOWlact-daemon/include/drm/drm_mode.h81#define DRM_MODE_FLAG_BCAST (1<<10) /* deprecated */COMMENT
LOWlact-daemon/include/drm/drm_mode.h101#define DRM_MODE_PICTURE_ASPECT_NONE 0COMMENT
LOWlact-daemon/include/drm/drm_mode.h141/* DPMS flags */COMMENT
LOWlact-daemon/include/drm/drm_mode.h401};COMMENT
LOWlact-daemon/include/drm/intel_bufmgr.h301#define dri_bo_alloc drm_intel_bo_allocCOMMENT
LOWlact-daemon/include/drm/intel_bufmgr.h321#define dri_bo_set_tiling(bo, mode) drm_intel_bo_set_tiling(bo, mode, 0)COMMENT
LOWlact-daemon/include/drm/xe_drm.h101#define DRM_XE_EXEC_QUEUE_GET_PROPERTY 0x08COMMENT
LOW…de/nvidia/kernel-open/nvidia-drm/nv_drm_common_ioctl.h21 */COMMENT
LOW…de/nvidia/kernel-open/nvidia-drm/nv_drm_common_ioctl.h41#define DRM_NVIDIA_GEM_MAP_OFFSET 0x0aCOMMENT
LOW…clude/nvidia/kernel-open/common/inc/nv-ioctl-numbers.h41#define NV_ESC_IOCTL_XFER_CMD (NV_IOCTL_BASE + 11)COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h21|* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER *|COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h41//! and will return the appropriate error code.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h61//! Calls to this function affect the entire system.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h81//COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h101///////////////////////////////////////////////////////////////////////////////COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h121//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h141//! This should be called after the device corresponding to the handle has been destroyed.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h161//COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h181//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h201//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h221//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h241//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h261///////////////////////////////////////////////////////////////////////////////COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h281//! \retval ::NVAPI_STEREO_PARAMETER_OUT_OF_RANGE Given separation percentage is out of [0..100] range.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h301//! \param [out] pConvergence Address of @c float type variable to store current convergence value in.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h321//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h341//! \fn NvAPI_Stereo_SetActiveEye(StereoHandle hStereoHandle, NV_STEREO_ACTIVE_EYE StereoEye);COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h361//! \retval ::NVAPI_ERROR - Something is wrong (generic error).COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h381//! COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h401typedef enum _NV_StereoDriverModeCOMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h421//! \param [in] stereoHandle Stereo handle that corresponds to the device interface.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h441//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h461//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h481 NVAPI_STEREO_SURFACECREATEMODE_FORCEMONO //!< Always create mono surfaces. COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h501//! WHEN TO USE: After the stereo handle for device interface is created via successful call to appropriate NvAPI_StereoCOMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h521//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h541//!COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h561//! DESCRIPTION: This API retrieves the current default stereo profile.COMMENT
LOWlact-daemon/include/nvidia/nvapi/nvapi_lite_stereo.h581//! \retval NVAPI_INVALID_ARGUMENT - pcbSizeOut == 0 or cbSizeIn >= *pcbSizeOut && szProfileNCOMMENT
357 more matches not shown…
Hallucination Indicators8 hits · 95 pts
SeverityFileLineSnippetContext
CRITICALlact-daemon/src/server/gpu_controller/nvidia.rs769 .or_else(|| self.common.pci_info.device_pci_info.model.clone())CODE
CRITICALlact-daemon/src/server/gpu_controller/intel.rs729 self.common.pci_info.device_pci_info.model.clone()CODE
CRITICALlact-daemon/src/server/gpu_controller/amd.rs812 .or_else(|| self.common.pci_info.device_pci_info.model.clone())CODE
CRITICALlact-daemon/src/server/gpu_controller/intel/drm/mock.rs30 total: self.snapshot.stats.vram.total.unwrap_or(0),CODE
CRITICALlact-daemon/src/server/gpu_controller/intel/drm/mock.rs31 used: self.snapshot.stats.vram.used.unwrap_or(0),CODE
CRITICAL⚡lact-daemon/src/server/gpu_controller/amd/drm/mock.rs38 self.snapshot.stats.vram.gtt_total_usable.ok_or(-1)CODE
CRITICAL⚡lact-daemon/src/server/gpu_controller/amd/drm/mock.rs42 self.snapshot.stats.vram.gtt_used.ok_or(-1)CODE
CRITICAL⚡lact-daemon/src/server/gpu_controller/amd/drm/mock.rs46 self.snapshot.stats.clockspeed.vram_clockspeed.ok_or(-1)CODE
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWlact-daemon/include/drm/drm_mode.h86 * When adding a new stereo mode don't forget to adjust DRM_MODE_FLAGS_3D_MAXCOMMENT
LOW…n/include/nvidia/src/common/sdk/nvidia/inc/rs_access.h51// When adding a new access right, don't forget to updateCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMlact-daemon/include/nvidia/nvapi/nvapi_lite_common.h550 //!< On discrete GPUs, it is used to utilize system memory for various opCOMMENT