AI Slop Code Risk Monitor

mahdibland/V2RayAggregator

Name: mahdibland/V2RayAggregator — Python Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

Collect Lots of Shadowsocks, ShadowsocksR, Trojan, Vmess from Public Sources & Filter Best Nodes By Speed

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mahdibland/V2RayAggregator, a Python project with 4,025 GitHub stars. SynthScan examined 329,681 lines of code across 1654 source files, recording 84 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

Python

Language

329.7K

Lines of Code

1.7K

Files

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 32 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 38 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 84 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 4MEDIUM 3LOW 77

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 84 distinct pattern matches across 5 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.

Excessive Try-Catch Wrapping34 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	utils/subs_function.py	22	except Exception as e:	CODE
LOW	utils/subs_function.py	128	except Exception:	CODE
LOW	utils/subs_function.py	135	except Exception:	CODE
LOW	utils/eternity_convert.py	273	except Exception as e:	CODE
MEDIUM	utils/eternity_convert.py	274	print("Error While backup EterniyBase_file => if you use method yaml ignore this")	CODE
MEDIUM	utils/eternity_convert.py	255	def backup(file):	CODE
LOW	utils/list_update.py	20	except Exception:	CODE
LOW	utils/list_update.py	189	except Exception:	CODE
LOW	utils/list_merge_airport.py	40	except Exception:	CODE
MEDIUM	utils/sub_convert.py	404	def yaml_encode(url_content, output=True):	CODE
LOW	utils/sub_convert.py	36	except Exception as err:	CODE
LOW	utils/sub_convert.py	49	except Exception as err:	CODE
LOW	utils/sub_convert.py	111	except Exception as e:	CODE
LOW	utils/sub_convert.py	136	except Exception:	CODE
LOW	utils/sub_convert.py	356	except Exception:	CODE
LOW	utils/sub_convert.py	363	except Exception:	CODE
LOW	utils/sub_convert.py	472	except Exception as err:	CODE
LOW	utils/sub_convert.py	510	except Exception as err:	CODE
LOW	utils/sub_convert.py	553	except Exception as err:	CODE
LOW	utils/sub_convert.py	595	except Exception as err:	CODE
LOW	utils/sub_convert.py	599	except Exception as e:	CODE
LOW	utils/sub_convert.py	611	except Exception as err:	CODE
LOW	utils/sub_convert.py	723	except Exception:	CODE
LOW	utils/sub_convert.py	749	except Exception as e:	CODE
LOW	utils/sub_convert.py	760	except Exception as err:	CODE
LOW	utils/sub_convert.py	795	except Exception as err:	CODE
LOW	utils/sub_convert.py	808	except Exception as err:	CODE
LOW	utils/sub_convert.py	820	except Exception as err:	CODE
LOW	utils/list_merge.py	186	except Exception as e:	CODE
LOW	utils/list_merge.py	246	except Exception:	CODE
LOW	utils/get_subs.py	113	except Exception as e:	CODE
LOW	utils/get_subs.py	251	except Exception as e:	CODE
LOW	utils/get_subs.py	543	except Exception as e1:	CODE
LOW	utils/get_subs.py	546	except Exception as e:	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	utils/eternity_convert.py	267	except FileExistsError:	CODE
HIGH	utils/sub_convert.py	723	except Exception:	CODE
HIGH	utils/list_merge.py	298	except:	CODE
HIGH	utils/list_merge.py	295	except:	CODE

Deep Nesting18 hits · 15 pts

Severity	File	Line	Context
LOW	utils/subs_function.py	36	CODE
LOW	utils/subs_function.py	166	CODE
LOW	utils/eternity_convert.py	44	CODE
LOW	utils/eternity_convert_airport.py	42	CODE
LOW	utils/list_update.py	31	CODE
LOW	utils/list_update.py	179	CODE
LOW	utils/list_merge_airport.py	44	CODE
LOW	utils/sub_convert.py	18	CODE
LOW	utils/sub_convert.py	76	CODE
LOW	utils/sub_convert.py	214	CODE
LOW	utils/sub_convert.py	404	CODE
LOW	utils/sub_convert.py	622	CODE
LOW	utils/sub_convert.py	785	CODE
LOW	utils/list_merge.py	38	CODE
LOW	utils/list_merge.py	250	CODE
LOW	utils/get_subs.py	21	CODE
LOW	utils/get_subs.py	154	CODE
LOW	utils/get_subs.py	396	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	update/provider/provider-meta.yml	1	## COUNTRY: IRAN ##	COMMENT
LOW	update/provider/provider-meta.yml	81	- name: auto	COMMENT
LOW	update/provider/provider.yml	1	## COUNTRY: IRAN ##	COMMENT
LOW	update/provider/provider-meta-cn.yml	1	## COUNTRY: CHINA ##	COMMENT
LOW	update/provider/provider-meta-cn.yml	81	- name: auto	COMMENT
LOW	update/provider/provider-meta-others.yml	1	## COUNTRY: NO COUNTRY (BYPASS-FREE) ##	COMMENT
LOW	update/provider/provider-meta-others.yml	81		COMMENT
LOW	update/provider/provider-cn.yml	1	## COUNTRY: CHINA ##	COMMENT
LOW	update/provider/provider-others.yml	1	## COUNTRY: NO COUNTRY (BYPASS-FREE) ##	COMMENT
LOW	update/provider/config.yml	121	# type: select	COMMENT
LOW	utils/list_merge.py	381	sub_list = sub_merge.read_list(sub_list_json)	COMMENT
LOW	utils/get_subs.py	221	safe_mixed = []	COMMENT
LOW	utils/get_subs.py	281	# clash_content = yaml.safe_load(	COMMENT
LOW	utils/get_subs.py	461	for (index, cl) in enumerate(clash_content):	COMMENT

Unused Imports14 hits · 14 pts

Severity	File	Line	Context
LOW	utils/subs_function.py	3	CODE
LOW	utils/subs_function.py	4	CODE
LOW	utils/subs_function.py	5	CODE
LOW	utils/eternity_convert.py	3	CODE
LOW	utils/eternity_convert_airport.py	3	CODE
LOW	utils/eternity_convert_airport.py	5	CODE
LOW	utils/eternity_convert_airport.py	6	CODE
LOW	utils/eternity_convert_airport.py	8	CODE
LOW	utils/list_update.py	3	CODE
LOW	utils/list_update.py	5	CODE
LOW	utils/list_update.py	8	CODE
LOW	utils/list_merge_airport.py	3	CODE
LOW	utils/list_merge_airport.py	4	CODE
LOW	utils/get_subs.py	4	CODE