AI Slop Code Risk Monitor

brunodev85/winlator

SlopCodeMonitor badge for brunodev85/winlator Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Android application for running Windows applications with Wine and Box86/Box64

3.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for brunodev85/winlator, a C project with 19,747 GitHub stars. SynthScan examined 13,546 lines of code across 66 source files, recording 47 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 3.5 (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.

3.5
Adjusted Signal
3.5
Raw Pattern Score
100%
Time Factor
2026-10-17
Last Push
19.7K
Stars
C
Language
13.5K
Lines of Code
66
Files
47
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 15.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 47 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 15.9/100 · LOW

Which changes need focused human review? 47 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 47

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 47 distinct pattern matches across 1 syntactic category. 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 Block47 hits · 47 pts
SeverityFileLineSnippetContext
LOWandroid_alsa/module_pcm_android_aserver.c1#include <stdio.h>COMMENT
LOWandroid_alsa/include/alsa/seq.h241#define SND_SEQ_PORT_CAP_SYNC_WRITE (1<<3) /**< allow write subscriptions */COMMENT
LOWandroid_alsa/include/alsa/asoundlib.h21 *COMMENT
LOWandroid_alsa/include/alsa/asoundlib.h41#include <endian.h>COMMENT
LOWandroid_alsa/include/alsa/asoundlib.h61#include <alsa/control.h>COMMENT
LOWandroid_alsa/include/alsa/mixer_abst.h41COMMENT
LOWandroid_alsa/include/alsa/asoundef.h41#define IEC958_AES0_PROFESSIONAL (1<<0) /**< 0 = consumer, 1 = professional */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h61#define IEC958_AES1_PRO_MODE_STEREOPHONIC (2<<0) /**< stereophonic - ch A is left */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h81#define IEC958_AES1_CON_PCM_CODER (IEC958_AES1_CON_DIGDIGCONV_ID|0x00) /**< PCM coder */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h101#define IEC958_AES1_CON_BROADCAST1_OTHER (IEC958_AES1_CON_BROADCAST1_ID|0x78) /**< Other broadcast product */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h121#define IEC958_AES1_CON_EXPERIMENTAL 0x40 /**< experimental category */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h141#define IEC958_AES3_CON_FS_32000 (3<<0) /**< 32kHz */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h161#define IEC958_AES4_CON_ORIGFS (15<<4) /**< mask - original sample frequency */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h181COMMENT
LOWandroid_alsa/include/alsa/asoundef.h201#define CEA861_AUDIO_INFOFRAME_DB2SF_32000 (1<<2) /**< 32kHz */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h241#define MIDI_CMD_PGM_CHANGE 0xc0 /**< program change */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h261 * \defgroup MIDI_Controllers MIDI ControllersCOMMENT
LOWandroid_alsa/include/alsa/asoundef.h281#define MIDI_CTL_MSB_GENERAL_PURPOSE4 0x13 /**< General purpose 4 */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h301#define MIDI_CTL_SUSTENUTO 0x42 /**< Sostenuto (a typo in the older version) */COMMENT
LOWandroid_alsa/include/alsa/asoundef.h321#define MIDI_CTL_E2_TREMOLO_DEPTH 0x5c /**< E2 Tremolo Depth */COMMENT
LOWandroid_alsa/include/alsa/pcm_plugin.h41 COMMENT
LOWandroid_alsa/include/alsa/sound/sb16_csp.h1#include <alsa/sound/uapi/sb16_csp.h>COMMENT
LOWandroid_alsa/include/alsa/sound/type_compat.h21#define __cpu_to_be32 BE_32(x)COMMENT
LOWandroid_alsa/include/alsa/sound/type_compat.h41#define __le16_to_cpu __cpu_to_le16COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/sb16_csp.h41/* CSP channels */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h41 * this header file in userspace since they are not generally available forCOMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h61#define iEXP 0x0d /* R = log_data, A (linear_data), X (max_exp), Y (format_word) */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h81#define C_00010000 0x49COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h101#define ITRAM_DATA(x) (TANKMEMDATAREGBASE + 0x00 + (x)) /* x = 0x00 - 0x7f */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h121#define A3_EMU32OUT(x) (0x1E0 + (x)) /* x = 0x00 - 0x0f "EMU32_OUT_00 - _3F" - Only when .device = 0x0008 */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h141#define FXBUS_PCM_LEFT_FRONT 0x08COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h161#define EXTIN_COAX_SPDIF_L 0x0a /* LiveDrive - Coaxial S/PDIF - left */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h181#define EXTOUT_AC97_REAR_R 0x0e /* SB Live 5.1 (c) 2003 - Rear Right */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h201#define A_EXTOUT_FRONT_R 0x01 /* right */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h221COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h241#define A_C_c0000000 0xd2COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/emu10k1.h381#define SNDRV_EMU10K1_IOCTL_STOP _IO ('H', 0x80)COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asound_fm.h101#define SNDRV_DM_FM_IOCTL_RESET _IO ('H', 0x21)COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h41#define SND_SOC_TPLG_HW_CONFIG_MAX 8COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h61/* DAPM widget types - add new items to the end */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h81#define SND_SOC_TPLG_DAPM_SIGGEN 19COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h101/*COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h121/* vendor block IDs - please add new vendor types to end */COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h141#define SND_SOC_TPLG_DAI_FLGBIT_SYMMETRIC_SAMPLEBITS (1 << 2)COMMENT
LOWandroid_alsa/include/alsa/sound/uapi/asoc.h161#define SND_SOC_DAI_FORMAT_PDM 7 /* Pulse density modulation */COMMENT
LOWglibc_patches/sysdeps/unix/sysv/linux/android_sysvshm.h1#ifndef __ANDROID_SYSVSHMCOMMENT
LOWglibc_patches/sysdeps/unix/sysv/linux/shmctl.c1#include <stdarg.h>COMMENT