AI Slop Code Risk Monitor

bin456789/reinstall

SlopCodeMonitor badge for bin456789/reinstall Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

一键DD/重装脚本 (One-click reinstall OS on VPS)

2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for bin456789/reinstall, a Shell project with 13,971 GitHub stars. SynthScan examined 19,611 lines of code across 27 source files, recording 48 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-27
Last Push
14.0K
Stars
Shell
Language
19.6K
Lines of Code
27
Files
48
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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 48 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 11.5/100 · LOW

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 0MEDIUM 0LOW 48

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 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 Block48 hits · 46 pts
SeverityFileLineSnippetContext
LOWfix-eth-name.sh1#!/usr/bin/env bashCOMMENT
LOWfix-eth-name.sh201COMMENT
LOWtrans.sh301COMMENT
LOWtrans.sh1261 fiCOMMENT
LOWtrans.sh1721COMMENT
LOWtrans.sh1861 fiCOMMENT
LOWtrans.sh2601 # 下载公钥COMMENT
LOWtrans.sh2841COMMENT
LOWtrans.sh3021COMMENT
LOWtrans.sh4001 # 可以直接用 alpine 的 cloud-init 生成 Network Manager 配置COMMENT
LOWtrans.sh4501 # passwd: Only one of -l, -u, -d, -S may be specified.COMMENT
LOWtrans.sh4621 # gentoo:COMMENT
LOWtrans.sh4681 # 因此先 sshd -G/-T 检测有没有 ChallengeResponseAuthentication 这个 keyCOMMENT
LOWtrans.sh5021 # 8COMMENT
LOWtrans.sh5461 remove_grub_conflict_files() {COMMENT
LOWtrans.sh5601 # cloud-init 20.1 才支持以下配置COMMENT
LOWtrans.sh6161 apk del qemu-imgCOMMENT
LOWtrans.sh6801 # 系统 InstallationType ProductType ProductSuiteCOMMENT
LOWtrans.sh6841 support_sha256=falseCOMMENT
LOWtrans.sh6861 # 官网有提到 KB3033929 和 KB4039648, 应该分别是 2008r2 和 2008 最早支持 sha256 的补丁COMMENT
LOWtrans.sh7021 # 7601.24214.180801-1700.win7sp1_ldr_escrow_CLIENT_ULTIMATE_x64FRE_en-us.iso wim 没有 Installation TypeCOMMENT
LOWtrans.sh7141 # 主网卡,有 IP 地址COMMENT
LOWtrans.sh7501 # https://pvupdates.vmd.citrix.com/updates.v9.json 9.3.3.125COMMENT
LOWtrans.sh7581 # 2k12COMMENT
LOWtrans.sh7801 # https://windows-1251783334.cos.ap-shanghai.myqcloud.com/VirtIO_Win_58007.zip 有 32 位COMMENT
LOWtrans.sh8401 wimunmount --commit /wim/COMMENT
LOWwindows-driver-utils.sh101COMMENT
LOWwindows-driver-utils.sh121 ##############################################COMMENT
LOWreinstall.sh481 # https://www.digipres.org/formats/sources/tika/formats/#application/gzipCOMMENT
LOWreinstall.sh1381 # en_windows_8_x64_dvd_915440.isoCOMMENT
LOWreinstall.sh1401 regexs+=("${prefix}.*${arch_win}.*\.(iso|img)")COMMENT
LOWreinstall.sh2861 # 不要用 echo "$password" 保存密码,原因:COMMENT
LOWreinstall.sh2961 # 注意 wc -l 的坑COMMENT
LOWreinstall.sh3041COMMENT
LOWreinstall.sh3161COMMENT
LOWreinstall.sh3301}COMMENT
LOWreinstall.sh3761mod_inittab_for_screen() {COMMENT
LOWreinstall.sh3821 echo 'if false && : \' | insert_into_file lib/debian-installer.d/S70menu before 'if [ -x "$bterm" ]' -FCOMMENT
LOWreinstall.sh3941COMMENT
LOWreinstall.sh4181 # 1. 直接调用 create_ifupdown_configCOMMENT
LOWreinstall.sh4241COMMENT
LOWreinstall.sh4421COMMENT
LOWdebian.cfg41d-i partman/confirm_nooverwrite boolean trueCOMMENT
LOWdebian.cfg101# B.4.12. 完成安装COMMENT
LOWdebian.cfg121COMMENT
LOWdebian.cfg361 true >/bin/os-proberCOMMENT
LOWdeprecated/cloud-init-fix-onlink.sh121 # 修改前 archCOMMENT
LOWdeprecated/cloud-init-fix-onlink.sh181# gentoo: networkd/resolvedCOMMENT