AI Slop Code RIsk Monitor

ophub/amlogic-s9xxx-armbian

Supports running Armbian on Amlogic, Allwinner, and Rockchip devices. Support a311d, s922x, s905x3, s905x2, s912, s905d, s905x, s905w, s905, s905l, rk3588, rk3568, rk3399, rk3328, h6, etc.

19.5 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ophub/amlogic-s9xxx-armbian, a Shell project with 10,136 GitHub stars. SynthScan examined 19,885 lines of code across 141 source files, recording 130 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 19.5 (Elevated 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.

19.5
Adjusted Signal
19.5
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
10.1K
Stars
Shell
Language
19.9K
Lines of Code
141
Files
130
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 37.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 76 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 38.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 52 finding(s).

PR Review Velocity Impact 53.2/100 · HIGH

Which changes need focused human review? 130 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 2MEDIUM 81LOW 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 130 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.

Decorative Section Separators52 hits · 194 pts
SeverityFileLineSnippetContext
MEDIUM⚡compile-kernel/tools/script/armbian_compile_kernel.sh2#==================================================================================COMMENT
MEDIUMcompile-kernel/tools/script/armbian_compile_kernel.sh132#==================================================================================COMMENT
MEDIUM⚡…rnel/tools/script/docker/build_armbian_docker_image.sh2#================================================================================================COMMENT
MEDIUM⚡…rnel/tools/script/docker/build_armbian_docker_image.sh44#================================================================================================COMMENT
MEDIUM⚡…ernel/tools/script/docker/build_armbian_rootfs_file.sh2#==========================================================================COMMENT
MEDIUM…ernel/tools/script/docker/build_armbian_rootfs_file.sh41#==========================================================================COMMENT
MEDIUM.github/workflows/compile-kernel.yml1#==========================================================================COMMENT
MEDIUM.github/workflows/compile-kernel.yml5#==========================================================================COMMENT
MEDIUM.github/workflows/build-armbian-arm64-server-image.yml1#==========================================================================COMMENT
MEDIUM.github/workflows/build-armbian-arm64-server-image.yml4#==========================================================================COMMENT
MEDIUM.github/workflows/delete-older-releases-workflows.yml1#==========================================================================COMMENT
MEDIUM.github/workflows/delete-older-releases-workflows.yml4#==========================================================================COMMENT
MEDIUM…ithub/workflows/build-armbian-using-releases-files.yml1#==========================================================================COMMENT
MEDIUM…ithub/workflows/build-armbian-using-releases-files.yml4#==========================================================================COMMENT
MEDIUM.github/workflows/build-armbian-x86-server-image.yml1#==========================================================================COMMENT
MEDIUM.github/workflows/build-armbian-x86-server-image.yml4#==========================================================================COMMENT
MEDIUM.github/workflows/build-armbian-arm64-docker-image.yml1#=====================================================================================COMMENT
MEDIUM.github/workflows/build-armbian-arm64-docker-image.yml6#=====================================================================================COMMENT
MEDIUM…ithub/workflows/build-armbian-using-official-image.yml1#==========================================================================COMMENT
MEDIUM…ithub/workflows/build-armbian-using-official-image.yml4#==========================================================================COMMENT
MEDIUM⚡documents/README.cn.md1574# ===================================================================================COMMENT
MEDIUM⚡documents/README.cn.md1577# ===================================================================================COMMENT
MEDIUM⚡documents/README.cn.md1579# -----------------------------------------------------------------------------------COMMENT
MEDIUM⚡documents/README.cn.md1589# ===================================================================================COMMENT
MEDIUM⚡documents/README.md1575# ===================================================================================COMMENT
MEDIUM⚡documents/README.md1578# ===================================================================================COMMENT
MEDIUM⚡documents/README.md1580# -----------------------------------------------------------------------------------COMMENT
MEDIUM⚡documents/README.md1590# ===================================================================================COMMENT
MEDIUM⚡documents/README.ja.md1574# ===================================================================================COMMENT
MEDIUM⚡documents/README.ja.md1577# ===================================================================================COMMENT
MEDIUM⚡documents/README.ja.md1579# -----------------------------------------------------------------------------------COMMENT
MEDIUM⚡documents/README.ja.md1589# ===================================================================================COMMENT
MEDIUM…ferent-files/a311d-oes/rootfs/usr/bin/oes_sata_leds.sh2# ==================================================================================COMMENT
MEDIUM…ferent-files/a311d-oes/rootfs/usr/bin/oes_sata_leds.sh10# ==================================================================================COMMENT
MEDIUM…files/bdy-g98/rootfs/usr/local/sbin/g98-nic-mac-fix.sh2# --------------------------------------------------------COMMENT
MEDIUM…files/bdy-g98/rootfs/usr/local/sbin/g98-nic-mac-fix.sh10# --------------------------------------------------------COMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/301-frps.sh2#============================================================================COMMENT
MEDIUM…mon-files/usr/share/ophub/armbian-software/301-frps.sh43#============================================================================COMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-desktop.sh2#============================================================================COMMENT
MEDIUM…es/usr/share/ophub/armbian-software/command-desktop.sh39#============================================================================COMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/302-frpc.sh2#============================================================================COMMENT
MEDIUM…mon-files/usr/share/ophub/armbian-software/302-frpc.sh43#============================================================================COMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-service.sh2#============================================================================COMMENT
MEDIUM…es/usr/share/ophub/armbian-software/command-service.sh31#============================================================================COMMENT
MEDIUM⚡…les/usr/share/ophub/armbian-software/command-docker.sh2#============================================================================COMMENT
MEDIUM…les/usr/share/ophub/armbian-software/command-docker.sh49#============================================================================COMMENT
MEDIUM⚡…s/usr/share/ophub/armbian-software/software-command.sh2#============================================================================COMMENT
MEDIUM…s/usr/share/ophub/armbian-software/software-command.sh64#============================================================================COMMENT
MEDIUM⚡…re/ophub/armbian-software/201-desktop-chinese-fonts.sh2#============================================================================COMMENT
MEDIUM…re/ophub/armbian-software/201-desktop-chinese-fonts.sh36#============================================================================COMMENT
MEDIUM⚡…files/common-files/etc/custom_service/start_service.sh2#========================================================================================COMMENT
MEDIUM⚡…files/common-files/etc/custom_service/start_service.sh17#========================================================================================COMMENT
Self-Referential Comments29 hits · 120 pts
SeverityFileLineSnippetContext
MEDIUM⚡compile-kernel/tools/script/armbian_compile_kernel.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡compile-kernel/tools/script/armbian_compile_kernel.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUMcompile-kernel/tools/script/armbian_compile_kernel.sh588 # Create a temp directoryCOMMENT
MEDIUM⚡…rnel/tools/script/docker/build_armbian_docker_image.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…rnel/tools/script/docker/build_armbian_docker_image.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…ernel/tools/script/docker/build_armbian_rootfs_file.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…ernel/tools/script/docker/build_armbian_rootfs_file.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUMcompile-kernel/tools/script/docker/docker_startup.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUMcompile-kernel/tools/script/docker/docker_startup.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/301-frps.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/301-frps.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM…mon-files/usr/share/ophub/armbian-software/301-frps.sh30# Define the softwareCOMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-desktop.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-desktop.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/302-frpc.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…mon-files/usr/share/ophub/armbian-software/302-frpc.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM…mon-files/usr/share/ophub/armbian-software/302-frpc.sh30# Define the softwareCOMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-service.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…es/usr/share/ophub/armbian-software/command-service.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…les/usr/share/ophub/armbian-software/command-docker.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…les/usr/share/ophub/armbian-software/command-docker.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM…les/usr/share/ophub/armbian-software/command-docker.sh632 # Create a local persistent directoryCOMMENT
MEDIUM…les/usr/share/ophub/armbian-software/command-docker.sh686 # Create a virtual network: macvlanCOMMENT
MEDIUM⚡…s/usr/share/ophub/armbian-software/software-command.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…s/usr/share/ophub/armbian-software/software-command.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…re/ophub/armbian-software/201-desktop-chinese-fonts.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…re/ophub/armbian-software/201-desktop-chinese-fonts.sh8# This file is a part of the Rebuild ArmbianCOMMENT
MEDIUM⚡…files/common-files/etc/custom_service/start_service.sh4# This file is licensed under the terms of the GNU General PublicCOMMENT
MEDIUM⚡…files/common-files/etc/custom_service/start_service.sh8# This file is a part of the Rebuild ArmbianCOMMENT
Redundant / Tautological Comments17 hits · 31 pts
SeverityFileLineSnippetContext
LOW⚡compile-kernel/tools/script/armbian_compile_kernel.sh77# Set whether to use the latest kernel, options: [ true / false ]COMMENT
LOW⚡compile-kernel/tools/script/armbian_compile_kernel.sh79# Set whether to apply custom kernel patches, options: [ true / false ]COMMENT
LOW⚡compile-kernel/tools/script/armbian_compile_kernel.sh88# Set whether to clear ccache before compiling the kernel, options: [ true / false ]COMMENT
LOW⚡compile-kernel/tools/script/armbian_compile_kernel.sh90# Set whether to automatically delete the source code after the kernel is compiledCOMMENT
LOW⚡compile-kernel/tools/script/armbian_compile_kernel.sh94# Set whether to log compilation output to file, options: [ true / false ]COMMENT
LOWcompile-kernel/tools/script/armbian_compile_kernel.sh518 # Check if the kernel config file already existsCOMMENT
LOWcompile-kernel/tools/script/armbian_compile_kernel.sh1320 # Check if dtb files exist for this platform (at least 30 files)COMMENT
LOW⚡…rnel/tools/script/docker/build_armbian_docker_image.sh54 # Check if docker command existsCOMMENT
LOW⚡…rnel/tools/script/docker/build_armbian_docker_image.sh59 # Check if Docker daemon is runningCOMMENT
LOW…rnel/tools/script/docker/build_armbian_docker_image.sh124 # Display the output directoryCOMMENT
LOW…rent-files/easepi-r2/rootfs/usr/local/bin/sync_sort.sh43# Check if the bind mount is broken (target has 0 links - file was replaced)COMMENT
LOW…rent-files/easepi-r2/rootfs/usr/local/bin/sync_sort.sh75 # Check if the injected source file is already valid AND matches current JS versionCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/301-frps.sh142 # Set up to start automaticallyCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/301-frps.sh190 # Set up to start automaticallyCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/302-frpc.sh128 # Set up to start automaticallyCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/302-frpc.sh176 # Set up to start automaticallyCOMMENT
LOW…files/common-files/etc/custom_service/start_service.sh183 # Set MTU to 1500 for eth0 and br0COMMENT
Over-Commented Block26 hits · 26 pts
SeverityFileLineSnippetContext
LOWcompile-kernel/tools/script/armbian_compile_kernel.sh1#!/bin/bashCOMMENT
LOWcompile-kernel/tools/script/armbian_compile_kernel.sh21# error_msg : Output error message and exitCOMMENT
LOW…rnel/tools/script/docker/build_armbian_docker_image.sh1#!/bin/bashCOMMENT
LOW…ernel/tools/script/docker/build_armbian_rootfs_file.sh1#!/bin/bashCOMMENT
LOWcompile-kernel/tools/script/docker/docker_startup.sh1#!/bin/bashCOMMENT
LOWdocuments/README.md1581# 0: bootloader 0 ( 0.00B) 400000 ( 4.00M) 0COMMENT
LOW…ferent-files/a311d-oes/rootfs/usr/bin/oes_sata_leds.sh1#!/bin/bashCOMMENT
LOW…rent-files/easepi-r2/rootfs/usr/local/bin/sync_sort.sh1#!/bin/bashCOMMENT
LOW…erent-files/hugsun-zm/rootfs/root/led-control/aw2028.c1#include <stdio.h>COMMENT
LOW…s/different-files/chainedbox/rootfs/usr/bin/pwm-fan.pl1#!/usr/bin/perlCOMMENT
LOW…s/different-files/chainedbox/rootfs/usr/bin/pwm-fan.pl21# 增加硬盘待机状态检测,如果硬盘待机,风扇可在cpu温度较高时停转(50度),较高温度起转(65度);如果硬盘未待机,风扇可在cpu温度较低时停转(38度),较低温度起转(55度);COMMENT
LOW…mon-files/usr/share/ophub/armbian-software/301-frps.sh1#!/bin/bashCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/301-frps.sh21#COMMENT
LOW…es/usr/share/ophub/armbian-software/command-desktop.sh1#!/bin/bashCOMMENT
LOW…es/usr/share/ophub/armbian-software/command-desktop.sh21#COMMENT
LOW…mon-files/usr/share/ophub/armbian-software/302-frpc.sh1#!/bin/bashCOMMENT
LOW…mon-files/usr/share/ophub/armbian-software/302-frpc.sh21#COMMENT
LOW…es/usr/share/ophub/armbian-software/command-service.sh1#!/bin/bashCOMMENT
LOW…es/usr/share/ophub/armbian-software/command-service.sh21#COMMENT
LOW…les/usr/share/ophub/armbian-software/command-docker.sh1#!/bin/bashCOMMENT
LOW…les/usr/share/ophub/armbian-software/command-docker.sh21#COMMENT
LOW…les/usr/share/ophub/armbian-software/command-docker.sh41# software_120 : For xunlei:2345COMMENT
LOW…s/usr/share/ophub/armbian-software/software-command.sh1#!/bin/bashCOMMENT
LOW…s/usr/share/ophub/armbian-software/software-command.sh21# software_remove : Remove specified packagesCOMMENT
LOW…re/ophub/armbian-software/201-desktop-chinese-fonts.sh1#!/bin/bashCOMMENT
LOW…files/common-files/etc/custom_service/start_service.sh1#!/bin/bashCOMMENT
Magic Placeholder Names2 hits · 10 pts
SeverityFileLineSnippetContext
HIGH…les/usr/share/ophub/armbian-software/command-docker.sh958 [[ -n "${oak}" ]] && your_api_key="${oak}" || error_msg "OPENAI_API_KEY is invalid."CODE
HIGH…les/usr/share/ophub/armbian-software/command-docker.sh971 -e OPENAI_API_KEY=${your_api_key} \CODE
Structural Annotation Overuse4 hits · 8 pts
SeverityFileLineSnippetContext
LOW⚡documents/README.md510# Step 1: Update to the latest kernelCOMMENT
LOW⚡documents/README.md516# Step 2: Install compilation toolsCOMMENT
LOW⚡documents/README.md526# Step 3: Download and compile the driverCOMMENT
LOWdocuments/README.md545# Step 4: Install the driverCOMMENT