AI Slop Code Risk Monitor

Aethersailor/Custom_OpenClash_Rules

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

面向 OpenClash 用户的配置、订阅转换模板、YAML、规则、覆写模块、脚本与中文教程。

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Aethersailor/Custom_OpenClash_Rules, a Shell project with 6,707 GitHub stars. SynthScan examined 124,608 lines of code across 217 source files, recording 61 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.7K
Stars
Shell
Language
124.6K
Lines of Code
217
Files
61
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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 43 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 61 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 10LOW 51

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 61 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 Separators10 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUMshell/archived/edit_custom_firewall_rules.sh15# ---------------------------COMMENT
MEDIUMshell/archived/edit_custom_firewall_rules.sh17# ---------------------------COMMENT
MEDIUMshell/archived/edit_custom_firewall_rules.sh49# ---------------------------COMMENT
MEDIUMshell/archived/edit_custom_firewall_rules.sh51# ---------------------------COMMENT
MEDIUM⚡shell/archived/edit_custom_firewall_rules.sh67# ---------------------------COMMENT
MEDIUM⚡shell/archived/edit_custom_firewall_rules.sh69# ---------------------------COMMENT
MEDIUM⚡shell/archived/edit_custom_firewall_rules.sh78# ---------------------------COMMENT
MEDIUM⚡shell/archived/edit_custom_firewall_rules.sh81# ---------------------------COMMENT
MEDIUMshell/archived/edit_custom_firewall_rules.sh227# ---------------------------COMMENT
MEDIUMshell/archived/edit_custom_firewall_rules.sh229# ---------------------------COMMENT
Over-Commented Block30 hits · 30 pts
SeverityFileLineSnippetContext
LOWcfg/yaml/Custom_Clash_Full_Fallback.yaml1# Custom_OpenClash_RulesCOMMENT
LOWcfg/yaml/Custom_Clash_Full.yaml1# Custom_OpenClash_RulesCOMMENT
LOWcfg/yaml/Custom_Clash_Full.yaml21 header: # 可选:自定义 HTTP 请求头COMMENT
LOWcfg/yaml/Custom_Clash_Full.yaml41 # - "♻️ 自动选择"COMMENT
LOWcfg/yaml/Custom_Clash_Full.yaml1021# - "♻️ 自动选择"COMMENT
LOWcfg/yaml/Custom_Clash_Selfhosted_Manual_Fallback.yaml1# Custom_OpenClash_RulesCOMMENT
LOWcfg/yaml/Complete_YAML_Configuration_Template.yaml1# Custom_OpenClash_RulesCOMMENT
LOWcfg/yaml/Custom_Clash_Selfhosted_Provider_Fallback.yaml1# Custom_OpenClash_RulesCOMMENT
LOW…_rule/Overwatch2/Overwatch2_Asia-Singapore_Domain.yaml1# Generated from rule/game_rule/Overwatch2/Overwatch2_Asia-Singapore.listCOMMENT
LOW…field-1/Battlefield-1_Windows-PC_Hong-Kong_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Hong-Kong.listCOMMENT
LOW…lefield-1/Battlefield-1_Windows-PC_Oceania_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Oceania.listCOMMENT
LOW…efield-1/Battlefield-1_Windows-PC_Americas_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Americas.listCOMMENT
LOW…eld-1/Battlefield-1_Windows-PC_All-Servers_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_All-Servers.listCOMMENT
LOW…efield-1/Battlefield-1_Windows-PC_Asia-All_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Asia-All.listCOMMENT
LOW…ield-1/Battlefield-1_Windows-PC_Antarctica_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Antarctica.listCOMMENT
LOW…tlefield-1/Battlefield-1_Windows-PC_Africa_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Africa.listCOMMENT
LOW…tlefield-1/Battlefield-1_Windows-PC_Europe_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Europe.listCOMMENT
LOW…ttlefield-1/Battlefield-1_Windows-PC_Japan_Domain.yaml1# Generated from rule/game_rule/Battlefield-1/Battlefield-1_Windows-PC_Japan.listCOMMENT
LOW…me_rule/Battlefield-6/Battlefield-6_Europe_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Europe.listCOMMENT
LOW…ttlefield-6/Battlefield-6_Community-Portal_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Community-Portal.listCOMMENT
LOW…le/Battlefield-6/Battlefield-6_Middle-East_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Middle-East.listCOMMENT
LOW…rule/Battlefield-6/Battlefield-6_Singapore_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Singapore.listCOMMENT
LOW…/Battlefield-6/Battlefield-6_United-States_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_United-States.listCOMMENT
LOW…e/Battlefield-6/Battlefield-6_South-Africa_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_South-Africa.listCOMMENT
LOW…e_rule/Battlefield-6/Battlefield-6_Oceania_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Oceania.listCOMMENT
LOW…ttlefield-6/Battlefield-6_Hong-Kong-Redsec_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Hong-Kong-Redsec.listCOMMENT
LOW…ame_rule/Battlefield-6/Battlefield-6_Korea_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Korea.listCOMMENT
LOW…ame_rule/Battlefield-6/Battlefield-6_Japan_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_Japan.listCOMMENT
LOW…le/Battlefield-6/Battlefield-6_All-Servers_Domain.yaml1# Generated from rule/game_rule/Battlefield-6/Battlefield-6_All-Servers.listCOMMENT
LOW…icrosoft-Flight-Simulator-2020_All-Servers_Domain.yaml1# Generated from rule/game_rule/Microsoft-Flight-Simulator-2020/Microsoft-Flight-Simulator-2020_All-Servers.listCOMMENT
Unused Imports6 hits · 6 pts
SeverityFileLineSnippetContext
LOWpy/generate_rules.py4CODE
LOWpy/sync_installer_common.py4CODE
LOWpy/update_encrypted_dns.py4CODE
LOWpy/extract_uu_game_routes.py4CODE
LOW.github/scripts/wiki_backup.py4CODE
LOW.github/scripts/jsdelivr_purge.py4CODE
Deep Nesting6 hits · 6 pts
SeverityFileLineSnippetContext
LOWpy/generate_rules.py44CODE
LOWpy/generate_rules.py134CODE
LOWpy/generate_rules.py168CODE
LOWpy/generate_rules.py271CODE
LOWpy/update_encrypted_dns.py135CODE
LOW.github/scripts/jsdelivr_purge.py762CODE
Hyper-Verbose Identifiers7 hits · 6 pts
SeverityFileLineSnippetContext
LOWpy/sync_installer_common.py95def synchronized_light_content(light: str, full: str) -> str:CODE
LOW.github/scripts/jsdelivr_purge.py195def deferred_publication_paths(contract: PublishContract) -> frozenset[str]:CODE
LOW.github/scripts/jsdelivr_purge.py335def worker_snapshot_generation_inputs(CODE
LOW.github/scripts/jsdelivr_purge.py360def list_worker_snapshot_blobs(CODE
LOW.github/scripts/jsdelivr_purge.py689def command_plan_worker_snapshot(args: argparse.Namespace) -> None:STRING
LOW.github/scripts/jsdelivr_purge.py715def command_build_worker_assets(args: argparse.Namespace) -> None:STRING
LOWworkers/repository-mirror/src/index.js60function configuredSnapshotRevision(env) {CODE
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpy/update_encrypted_dns.py60 except Exception as exc: # urllib exposes several unrelated error typesCODE
LOW.github/scripts/jsdelivr_purge.py589 except Exception as exc: # noqa: BLE001 - aggregate all provider failuresSTRING