AI Slop Code RIsk Monitor

HenryChiao/MIHOMO_YAMLS

一个精心整理的 Mihomo (Clash Meta) 配置文件仓库,通过 GitHub Actions 每日自动同步上游优质规则,提供从入门到进阶的完整解决方案。

89.6 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for HenryChiao/MIHOMO_YAMLS, a Shell project with 2,860 GitHub stars. SynthScan examined 164,800 lines of code across 435 source files, recording 8814 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 89.6 (High 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.

89.6
Adjusted Signal
89.6
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
2.9K
Stars
Shell
Language
164.8K
Lines of Code
435
Files
8.8K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 52.8/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 4892 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 97.6/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 3922 finding(s).

PR Review Velocity Impact 99.4/100 · CRITICAL

Which changes need focused human review? 8814 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 3917LOW 4897

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 8814 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.

Decorative Section Separators3916 hits · 12292 pts
SeverityFileLineSnippetContext
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml8# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml12# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml15# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml17# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml24# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml26# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml29# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml39# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml41# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml43# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml47# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml49# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml51# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml55# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml57# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml59# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml63# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml65# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml67# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml74# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml76# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml78# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml83# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml107# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml109# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml113# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml311# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml313# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml316# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml446# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml448# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml455# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml477# ==========================================================COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml479# ----------------------------------------------------------COMMENT
MEDIUM⚡…CLASH/Official_Examples/Metacubex/rule-set_config.yaml483# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml8# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml12# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml15# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml17# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml24# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml26# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml29# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml39# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml41# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml43# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml47# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml49# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml51# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml55# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml57# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml59# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml63# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml65# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml67# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml74# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml76# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml78# ----------------------------------------------------------COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml83# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml107# ==========================================================COMMENT
MEDIUM⚡…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml109# ----------------------------------------------------------COMMENT
3856 more matches not shown…
Over-Commented Block4885 hits · 2467 pts
SeverityFileLineSnippetContext
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml1# OpenClash 覆写模块 - rule-set_config.yamlCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml21# +key 数组前置插入:在数组开头插入(规则越靠前越优先匹配)COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml41# ==========================================================COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml61# enable: trueCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml81# 1. 将需要替换的 provider 的 url: 改为你自己的订阅链接COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml101# interval: 86400COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml121# - 台湾COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml141# - name: TelegramCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml161# - 美国COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml181# proxies:COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml201# - 其它地区COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml221# - 默认COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml241# - 全部节点COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml261# - 香港COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml281# - exclude-type: directCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml301# - exclude-type: directCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml321# format: mrsCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml341# type: httpCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml361# github_domain:COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml381# format: mrsCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml401# type: httpCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml421# telegram_ip:COMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml441# format: mrsCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml461# - RULE-SET,youtube_domain,YouTubeCOMMENT
LOW…CLASH/Official_Examples/Metacubex/rule-set_config.yaml481# 如只需修改部分字段,直接写需要修改的键值即可(默认合并,不影响其他字段)。COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml1# OpenClash 覆写模块 - geox_config.yamlCOMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml21# +key 数组前置插入:在数组开头插入(规则越靠前越优先匹配)COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml41# ==========================================================COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml61# enable: trueCOMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml81# 1. 将需要替换的 provider 的 url: 改为你自己的订阅链接COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml101# interval: 86400COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml121# - 台湾COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml141# - name: TelegramCOMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml161# - 美国COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml181# proxies:COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml201# - 其它地区COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml221# - 默认COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml241# - 全部节点COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml261# - 香港COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml281# - exclude-type: directCOMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml301# - exclude-type: directCOMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml321#COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml341COMMENT
LOW…OPENCLASH/Official_Examples/Metacubex/geox_config.yaml361# ipv6: trueCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml1# OpenClash 覆写模块 - config.yamlCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml21# +key 数组前置插入:在数组开头插入(规则越靠前越优先匹配)COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml41# ==========================================================COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml61# enable: trueCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml81# 1. 将需要替换的 provider 的 url: 改为你自己的订阅链接COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml101# client-fingerprint: chromeCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml121# override:COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml141# - ALL·延迟最低COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml161# proxies: &id001COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml181# name: 抖音COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml201# type: selectCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml221# - filter: ^(?!.*(套餐|重置|剩余|到期|订阅|群|账户|流量|有效期|时间|官网|失联|余额)).*$COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml241# name: NetflixCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml261# type: selectCOMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml281# - filter: ^(?!.*(套餐|重置|剩余|到期|订阅|群|账户|流量|有效期|时间|官网|失联|余额)).*$COMMENT
LOW…ite/THENEWOPENCLASH/Mobile_Modules/Surfing/config.yaml301# - icon: https://cdn.jsdelivr.net/gh/GitMetaio/Surfing@main/app/icon/WebRTC.svgCOMMENT
4825 more matches not shown…
Deep Nesting7 hits · 7 pts
SeverityFileLineSnippetContext
LOW.github/scripts/gen_category_docs.py33CODE
LOW.github/scripts/gen_category_docs.py78CODE
LOW.github/scripts/gen_openclash.py99CODE
LOW.github/scripts/gen_openclash.py235CODE
LOW.github/scripts/gen_openclash_new.py225CODE
LOW.github/scripts/analyze_geodata.py28CODE
LOW.github/scripts/analyze_geodata.py89CODE
Excessive Try-Catch Wrapping6 hits · 6 pts
SeverityFileLineSnippetContext
LOW.github/scripts/gen_category_docs.py61 except Exception as e:CODE
MEDIUM.github/scripts/gen_category_docs.py26def get_size(path):CODE
LOW.github/scripts/gen_openclash.py175 except Exception as e:STRING
LOW.github/scripts/gen_openclash.py270 except Exception as e:STRING
LOW.github/scripts/gen_openclash_new.py289 except Exception as e:CODE
LOW.github/scripts/analyze_geodata.py84 except Exception as e:CODE