AI Slop Code Risk Monitor

chengaopan/AutoMergePublicNodes

Name: chengaopan/AutoMergePublicNodes — 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).

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1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chengaopan/AutoMergePublicNodes, a Python project with 8,307 GitHub stars. SynthScan examined 53,404 lines of code across 58 source files, recording 51 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.3K

Stars

Python

Language

53.4K

Lines of Code

Files

Pattern Hits

2026-10-31

Scan Date

0.10

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 2.6/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 51 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 6MEDIUM 2LOW 43

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 51 distinct pattern matches across 7 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.

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	fetch.py	56	except OSError:	CODE
HIGH	fetch.py	366	except:	CODE
HIGH	fetch.py	659	except KeyError: pass	CODE
HIGH	fetch.py	730	except KeyError: pass	CODE
HIGH	fetch.py	709	except KeyError: pass	CODE
HIGH	fetch.py	736	except KeyError: pass	CODE

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	fetch.py	1	#!/usr/bin/env python3	COMMENT
LOW	fetch_config.yml	61	# CH: 🇨🇭 瑞士	COMMENT
LOW	dynamic.py	1	#!/usr/bin/env python3	COMMENT
LOW	dynamic.py	21	# sub = sub.split('</')[-2]	COMMENT
LOW	dynamic.py	41		COMMENT
LOW	dynamic.py	61	# for thread in threads: thread.join()	COMMENT
LOW	config.yml	341		COMMENT
LOW	config.yml	361	- DOMAIN-SUFFIX,wiktionary.org,🚀 选择代理	COMMENT
LOW	config.yml	521	# > Microsoft	COMMENT
LOW	config.yml	921	- DOMAIN-SUFFIX,zb.com,🚀 选择代理	COMMENT
LOW	config.yml	941	# - DOMAIN-SUFFIX,dnvod.tv,🌐 突破锁区	COMMENT
LOW	config.yml	961	# - DOMAIN-SUFFIX,thinkgeek.com,🌐 突破锁区	COMMENT
LOW	config.yml	981	# - DOMAIN,beta.itunes.apple.com,🚀 选择代理	COMMENT

Deep Nesting15 hits · 13 pts

Severity	File	Line	Context
LOW	fetch.py	1139	CODE
LOW	fetch.py	1216	CODE
LOW	fetch.py	203	CODE
LOW	fetch.py	379	CODE
LOW	fetch.py	407	CODE
LOW	fetch.py	439	CODE
LOW	fetch.py	491	CODE
LOW	fetch.py	521	CODE
LOW	fetch.py	650	CODE
LOW	fetch.py	691	CODE
LOW	fetch.py	715	CODE
LOW	fetch.py	831	CODE
LOW	fetch.py	918	CODE
LOW	fetch.py	962	CODE
LOW	fetch.py	1009	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	snippets/example.yml	1	# ========================================	COMMENT
MEDIUM	snippets/example.yml	4	# ========================================	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	fetch.py	28	CODE
LOW	dynamic.py	2	CODE
LOW	dynamic.py	7	CODE
LOW	dynamic.py	7	CODE
LOW	dynamic.py	7	CODE

AI Structural Patterns4 hits · 2 pts

Severity	File	Line	Context
LOW	fetch.py	713	CODE
LOW	fetch.py	752	CODE
LOW	fetch.py	771	CODE
LOW	fetch.py	790	CODE

Excessive Try-Catch Wrapping6 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	fetch.py	255	except Exception:	STRING
LOW	fetch.py	321	except Exception:	STRING
LOW	fetch.py	638	except Exception:	STRING
LOW	fetch.py	1150	except Exception:	STRING
LOW	fetch.py	1173	except Exception:	STRING
LOW	fetch.py	1394	except Exception:	STRING