AI Slop Code RIsk Monitor

royshil/obs-backgroundremoval

An OBS plugin for removing background in portrait images (video), making it easy to replace the background when recording or streaming.

5.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for royshil/obs-backgroundremoval, a C++ project with 4,601 GitHub stars. SynthScan examined 14,108 lines of code across 151 source files, recording 48 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 5.8 (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.

5.8
Adjusted Signal
5.8
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
4.6K
Stars
C++
Language
14.1K
Lines of Code
151
Files
48
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 18.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 8.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 25.5/100 · MEDIUM

Which changes need focused human review? 48 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 7MEDIUM 0LOW 41

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 48 distinct pattern matches across 8 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 Block26 hits · 26 pts
SeverityFileLineSnippetContext
LOWtests/UpdateConfig/test_helpers_windows.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWtests/UpdateConfig/test_helpers_linux.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOW.github/FUNDING.yml1# SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/FilterData.hpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/plugin-main.cpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/background-filter.cpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/background-filter.cpp21COMMENT
LOWsrc/enhance-filter.cpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/enhance-filter.cpp21COMMENT
LOWsrc/UpdateConfig/UpdateConfigCommon.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/UpdateConfig/UpdateConfig.hpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/UpdateConfig/UpdateConfigCurl.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/UI/AboutDialog.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/UI/AboutDialogIntegration.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/macos/plugin-main.cpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/macos/ImageProcessing.hpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOWsrc/macos/BackgroundRemoval/FilterContext.cpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOW…macos/BackgroundRemoval/MediaPipeLandscapePipeline.hpp1// SPDX-FileCopyrightText: 2026 Kaito Udagawa <umireon@kaito.tokyo>COMMENT
LOW…/macos/BackgroundRemoval/MediaPipeLandscapePipeline.mm1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/ort-utils/ort-session-utils.hpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/ort-utils/ORTModelData.hpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/ort-utils/ort-session-utils.cpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/ort-utils/ort-session-utils.cpp21#if __has_include(<onnxruntime/cuda_provider_factory.h>)COMMENT
LOWsrc/ort-utils/ort-session-utils.cpp41#if __has_include(<onnxruntime/coreml_provider_factory.h>)COMMENT
LOWsrc/obs-utils/obs-utils.hpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
LOWsrc/models/Model.hpp1// SPDX-FileCopyrightText: 2021-2026 Roy Shilkrot <roy.shil@gmail.com>COMMENT
Synthetic Comment Markers3 hits · 22 pts
SeverityFileLineSnippetContext
HIGHtests/Scenarios/+run-macos.sh6# Generated by OpenAI GPT-5.6 Sol at 2026-08-21.COMMENT
HIGH…s/Scenarios/2000_macos-about-dialog-on-startup.test.py6# Generated by OpenAI GPT-5.6 Sol at 2026-08-21.COMMENT
HIGH…s/Scenarios/2000_linux-about-dialog-on-startup.test.py6# Generated by OpenAI GPT-5.6 Sol at 2026-08-21.COMMENT
Empty Error Handlers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…s/Scenarios/2000_macos-about-dialog-on-startup.test.py290except ProcessLookupError:CODE
HIGH…s/Scenarios/2000_macos-about-dialog-on-startup.test.py253except ProcessLookupError:CODE
HIGHtests/Scenarios/helpers/accessibility.py184except (LookupError, NotImplementedError, RuntimeError, ValueError):CODE
Hyper-Verbose Identifiers10 hits · 8 pts
SeverityFileLineSnippetContext
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py390def verify_acknowledged_version(version: str) -> None:STRING
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py396def verify_notification_preference(enabled: bool) -> None:STRING
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py490def observe_new_version_dialog(process: OBSProcess) -> None:STRING
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py516def update_config_write_failure(process: OBSProcess) -> None:STRING
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py535def run_update_config_write_failures(phase_name: str, expected_log: str) -> None:STRING
LOW…s/Scenarios/2000_linux-about-dialog-on-startup.test.py102def verify_acknowledged_version(version: str) -> None:CODE
LOW…s/Scenarios/2000_linux-about-dialog-on-startup.test.py108def verify_notification_preference(enabled: bool) -> None:CODE
LOW⚡…s/Scenarios/2000_linux-about-dialog-on-startup.test.py207def observe_new_version_dialog(version: str) -> None:CODE
LOW⚡…s/Scenarios/2000_linux-about-dialog-on-startup.test.py213def update_config_write_failure() -> None:CODE
LOW…s/Scenarios/2000_linux-about-dialog-on-startup.test.py261def run_update_config_write_failures(phase_name: str, expected_log: str, attempts: int = 2) -> None:CODE
Cross-Language Confusion1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH…s/Scenarios/2000_macos-about-dialog-on-startup.test.py142 return falseCODE
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…s/Scenarios/2000_macos-about-dialog-on-startup.test.py516def update_config_write_failure(process: OBSProcess) -> None:STRING
LOW⚡…s/Scenarios/2000_linux-about-dialog-on-startup.test.py213def update_config_write_failure() -> None:CODE
Unused Imports2 hits · 2 pts
SeverityFileLineSnippetContext
LOWModels/convert_selfie_multiclass.py48CODE
LOWModels/convert_selfie_multiclass.py49CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtests/Scenarios/helpers/accessibility.py122CODE