AI Slop Code Risk Monitor

217heidai/adblockfilters

Name: 217heidai/adblockfilters — 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).

去广告合并规则，每8个小时更新一次。

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for 217heidai/adblockfilters, a Python project with 7,741 GitHub stars. SynthScan examined 71,276 lines of code across 36 source files, recording 111 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.9 (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.

1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.7K

Stars

Python

Language

71.3K

Lines of Code

Files

111

Pattern Hits

2026-10-31

Scan Date

0.08

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 6.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 70 finding(s).

PR Review Velocity Impact 10.6/100 · LOW

Which changes need focused human review? 111 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 3MEDIUM 17LOW 91

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 111 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 Wrapping66 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	updater.py	55	except Exception:	CODE
LOW	updater.py	59	except Exception:	CODE
LOW	updater.py	104	except Exception as e:	CODE
LOW	updater.py	121	except Exception as e:	CODE
LOW	updater.py	172	except Exception as e:	CODE
LOW	resolver.py	48	except Exception as e:	CODE
LOW	resolver.py	53	except Exception as e:	CODE
LOW	resolver.py	92	except Exception as e:	CODE
LOW	resolver.py	280	except Exception as e:	CODE
LOW	resolver.py	283	except Exception as e:	CODE
LOW	resolver.py	346	except Exception as e:	CODE
LOW	resolver.py	427	except Exception as e:	CODE
LOW	filter.py	93	except Exception as e:	CODE
LOW	filter.py	187	except Exception as e:	CODE
MEDIUM	blacklist.py	227	def __download(self, fileName, url):	CODE
MEDIUM	blacklist.py	534	def generate(self):	CODE
LOW	blacklist.py	105	except Exception as e:	CODE
LOW	blacklist.py	144	except Exception as e:	CODE
LOW	blacklist.py	156	except Exception as e:	CODE
LOW	blacklist.py	257	except Exception as e:	CODE
LOW	blacklist.py	280	except Exception as e:	CODE
LOW	blacklist.py	317	except Exception as e:	CODE
LOW	blacklist.py	335	except Exception as e:	CODE
LOW	blacklist.py	355	except Exception as e:	CODE
LOW	blacklist.py	375	except Exception as e:	CODE
LOW	blacklist.py	412	except Exception as e:	CODE
LOW	blacklist.py	425	except Exception as e:	CODE
LOW	blacklist.py	494	except Exception as e:	CODE
LOW	blacklist.py	510	except Exception as e:	CODE
LOW	blacklist.py	524	except Exception as e:	CODE
LOW	blacklist.py	531	except Exception as e:	CODE
LOW	blacklist.py	602	except Exception as e:	CODE
LOW	app/adguard.py	50	except Exception as e:	CODE
MEDIUM	app/adguard.py	12	def generate(self, isLite=False):	CODE
LOW	app/shadowrocket_module.py	75	except Exception as e:	CODE
LOW	app/v2ray.py	49	except Exception as e:	CODE
MEDIUM	app/v2ray.py	12	def generate(self, isLite=False):	CODE
LOW	app/dnsmasq.py	48	except Exception as e:	CODE
MEDIUM	app/dnsmasq.py	12	def generate(self, isLite=False):	CODE
LOW	app/adguardhome.py	53	except Exception as e:	CODE
MEDIUM	app/adguardhome.py	12	def generate(self, isLite=False):	CODE
LOW	app/quantumultx.py	48	except Exception as e:	CODE
MEDIUM	app/quantumultx.py	12	def generate(self, isLite=False):	CODE
LOW	app/hosts.py	63	except Exception as e:	CODE
MEDIUM	app/hosts.py	12	def generate(self, isLite=False):	CODE
LOW	app/loon.py	52	except Exception as e:	CODE
MEDIUM	app/loon.py	12	def generate(self, isLite=False):	CODE
LOW	app/surge.py	55	except Exception as e:	CODE
MEDIUM	app/surge.py	12	def generate(self, isLite=False):	CODE
LOW	app/mihomo.py	49	except Exception as e:	CODE
MEDIUM	app/mihomo.py	12	def generate(self, isLite=False):	CODE
LOW	app/invizible.py	48	except Exception as e:	CODE
MEDIUM	app/invizible.py	12	def generate(self, isLite=False):	CODE
LOW	app/shadowrocket.py	49	except Exception as e:	CODE
MEDIUM	app/shadowrocket.py	12	def generate(self, isLite=False):	CODE
LOW	app/singbox.py	48	except Exception as e:	CODE
MEDIUM	app/singbox.py	12	def generate(self, isLite=False):	CODE
LOW	app/smartdns.py	53	except Exception as e:	CODE
MEDIUM	app/smartdns.py	12	def generate(self, isLite=False):	CODE
LOW	app/base.py	36	except Exception as e:	CODE
6 more matches not shown…

Deep Nesting22 hits · 20 pts

Severity	File	Line	Context
LOW	updater.py	21	CODE
LOW	updater.py	78	CODE
LOW	updater.py	108	CODE
LOW	updater.py	125	CODE
LOW	updater.py	22	CODE
LOW	resolver.py	69	CODE
LOW	resolver.py	97	CODE
LOW	resolver.py	288	CODE
LOW	resolver.py	351	CODE
LOW	resolver.py	431	CODE
LOW	resolver.py	459	CODE
LOW	resolver.py	494	CODE
LOW	filter.py	70	CODE
LOW	filter.py	110	CODE
LOW	filter.py	168	CODE
LOW	blacklist.py	136	CODE
LOW	blacklist.py	261	CODE
LOW	blacklist.py	284	CODE
LOW	blacklist.py	321	CODE
LOW	blacklist.py	456	CODE
LOW	app/v2ray.py	12	CODE
LOW	app/base.py	40	CODE

Unused Imports19 hits · 19 pts

Severity	File	Line	Context
LOW	adblock.py	3	CODE
LOW	resolver.py	2	CODE
LOW	resolver.py	4	CODE
LOW	app/__init__.py	1	CODE
LOW	app/__init__.py	2	CODE
LOW	app/__init__.py	3	CODE
LOW	app/__init__.py	4	CODE
LOW	app/__init__.py	5	CODE
LOW	app/__init__.py	6	CODE
LOW	app/__init__.py	7	CODE
LOW	app/__init__.py	8	CODE
LOW	app/__init__.py	9	CODE
LOW	app/__init__.py	10	CODE
LOW	app/__init__.py	11	CODE
LOW	app/__init__.py	12	CODE
LOW	app/__init__.py	13	CODE
LOW	app/__init__.py	14	CODE
LOW	app/__init__.py	15	CODE
LOW	app/__init__.py	16	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	updater.py	55	except Exception:	CODE
HIGH	resolver.py	53	except Exception as e:	CODE
HIGH	filter.py	93	except Exception as e:	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	blacklist.py	112		CODE