AI Slop Code Risk Monitor

Lin-arm/GKD_subscription

SlopCodeMonitor badge for Lin-arm/GKD_subscription Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

用于安卓 GKD 的第三方订阅规则 (👻Fork版)

2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Lin-arm/GKD_subscription, a TypeScript project with 6,510 GitHub stars. SynthScan examined 75,345 lines of code across 1067 source files, recording 116 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 2.6 (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.

2.6
Adjusted Signal
2.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
6.5K
Stars
TypeScript
Language
75.3K
Lines of Code
1.1K
Files
116
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 4.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.0/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 7.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 58 finding(s).

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 116 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 1MEDIUM 22LOW 93

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 116 distinct pattern matches across 11 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 Separators22 hits · 72 pts
SeverityFileLineSnippetContext
MEDIUM⚡.github/workflows/sync_upstream_main.yml47 # ------------------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/sync_upstream_main.yml49 # ------------------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/sync_upstream_main.yml56 # ------------------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/sync_upstream_main.yml58 # ------------------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/sync_upstream_main.yml66 # ------------------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/sync_upstream_main.yml68 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml84 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml86 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml117 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml119 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml137 # ------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml141 # ------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml163 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml165 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml180 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml182 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml194 # --------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml204 # --------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml219 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml221 # ------------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml235 # --------------------------------------------------------COMMENT
MEDIUM.github/workflows/sync_upstream_main.yml238 # --------------------------------------------------------COMMENT
Unused Imports30 hits · 30 pts
SeverityFileLineSnippetContext
LOW.claude/skills/gkd-rule-writing/scripts/snapshot_io.py3CODE
LOW.claude/skills/gkd-rule-writing/scripts/png_rgba.py6CODE
LOW.claude/skills/gkd-rule-writing/scripts/desensitize.py23CODE
LOW.claude/skills/gkd-rule-writing/scripts/dump_tree.py12CODE
LOWscripts/python/core/__init__.py7CODE
LOWscripts/python/core/__init__.py7CODE
LOWscripts/python/core/__init__.py7CODE
LOWscripts/python/core/__init__.py7CODE
LOWscripts/python/core/__init__.py13CODE
LOWscripts/python/core/__init__.py14CODE
LOWscripts/python/core/__init__.py14CODE
LOWscripts/python/core/__init__.py15CODE
LOWscripts/python/entry/__init__.py7CODE
LOWscripts/python/utils/__init__.py7CODE
LOWscripts/python/utils/__init__.py7CODE
LOWscripts/python/utils/__init__.py7CODE
LOWscripts/python/utils/__init__.py8CODE
LOWscripts/python/utils/__init__.py8CODE
LOWscripts/python/utils/__init__.py8CODE
LOWscripts/python/utils/__init__.py9CODE
LOWscripts/python/utils/__init__.py9CODE
LOWscripts/python/utils/__init__.py9CODE
LOWscripts/python/utils/__init__.py9CODE
LOWscripts/python/utils/__init__.py9CODE
LOWscripts/python/api/issue_checker.py11CODE
LOWscripts/python/api/__init__.py18CODE
LOWscripts/python/api/__init__.py18CODE
LOWscripts/python/api/__init__.py19CODE
LOWscripts/python/api/__init__.py19CODE
LOWscripts/python/api/base.py8CODE
Hyper-Verbose Identifiers22 hits · 28 pts
SeverityFileLineSnippetContext
LOWscripts/python/formatter.py28def build_warning_unreachable(user: str) -> str:CODE
LOWscripts/python/formatter.py40def build_warning_inaccessible(user: str, urls: list[str]) -> str:CODE
LOWscripts/python/core/converter.py24def convert_github_attachments(links: list[LinkInfo]) -> list[ConvertedLink]:CODE
LOWscripts/python/core/extractor.py126def extract_links_from_bot_comment(comment: str) -> list[LinkInfo]:CODE
LOW⚡scripts/python/tests/test_formatter.py64 def test_contains_html_marker(self):CODE
LOW⚡scripts/python/tests/test_formatter.py74 def test_contains_close_message(self):CODE
LOW⚡scripts/python/tests/test_formatter.py83 def test_contains_html_marker(self):CODE
LOW⚡scripts/python/tests/test_formatter.py87 def test_contains_snapshot_hint(self):CODE
LOW⚡scripts/python/tests/test_formatter.py96 def test_contains_html_marker(self):CODE
LOW⚡scripts/python/tests/test_formatter.py117 def test_contains_html_marker(self):CODE
LOW⚡scripts/python/tests/test_formatter.py121 def test_contains_status_code(self):CODE
LOW⚡scripts/python/tests/test_formatter.py126 def test_contains_details_tag(self):CODE
LOW⚡scripts/python/tests/test_formatter.py136 def test_contains_html_marker(self):CODE
LOW⚡scripts/python/tests/test_formatter.py140 def test_contains_success_emoji(self):CODE
LOW⚡scripts/python/tests/test_extractor.py33 def test_unreachable_snapshot(self):CODE
LOW⚡scripts/python/tests/test_extractor.py41 def test_markdown_link_preserves_display_text(self):CODE
LOW⚡scripts/python/tests/test_extractor.py49 def test_ignore_non_target_url(self):CODE
LOWscripts/python/tests/test_converter.py18 def test_convert_github_attachment(self):CODE
LOWscripts/python/tests/test_converter.py39 def test_filename_parse_valid(self):CODE
LOWscripts/python/tests/test_converter.py54 def test_filename_parse_invalid(self):CODE
LOWscripts/python/tests/test_converter.py74 def test_preserve_display_text(self):CODE
LOWscripts/python/utils/common.py155def build_full_text_from_links(links: list) -> str:CODE
Verbosity Indicators10 hits · 19 pts
SeverityFileLineSnippetContext
LOWscripts/python/debug_sim.py150 # Step 1: 链接提取COMMENT
LOWscripts/python/debug_sim.py161 # Step 2: 快照检查COMMENT
LOW⚡scripts/python/debug_sim.py181 # Step 3: 不可访问快照检查COMMENT
LOW⚡scripts/python/debug_sim.py189 # Step 4: 网络有效性检查COMMENT
LOWscripts/python/debug_sim.py205 # Step 5: 评论生成COMMENT
LOW⚡scripts/python/api/issue_checker.py89 # Step 1: 检查是否缺少快照(唯一致命)COMMENT
LOW⚡scripts/python/api/issue_checker.py96 # Step 2: 检查不可访问快照链接(非致命)COMMENT
LOW⚡scripts/python/api/issue_checker.py102 # Step 3: 网络有效性检查COMMENT
LOWscripts/python/api/issue_checker.py117 # Step 4: 链接转换 + Bot 评论生成COMMENT
LOWscripts/python/api/issue_checker.py128 # Step 5: 恢复判断(仅当 Issue 确实存在警告标签时才触发)COMMENT
Structural Annotation Overuse10 hits · 19 pts
SeverityFileLineSnippetContext
LOWscripts/python/debug_sim.py150 # Step 1: 链接提取COMMENT
LOWscripts/python/debug_sim.py161 # Step 2: 快照检查COMMENT
LOW⚡scripts/python/debug_sim.py181 # Step 3: 不可访问快照检查COMMENT
LOW⚡scripts/python/debug_sim.py189 # Step 4: 网络有效性检查COMMENT
LOWscripts/python/debug_sim.py205 # Step 5: 评论生成COMMENT
LOW⚡scripts/python/api/issue_checker.py89 # Step 1: 检查是否缺少快照(唯一致命)COMMENT
LOW⚡scripts/python/api/issue_checker.py96 # Step 2: 检查不可访问快照链接(非致命)COMMENT
LOW⚡scripts/python/api/issue_checker.py102 # Step 3: 网络有效性检查COMMENT
LOWscripts/python/api/issue_checker.py117 # Step 4: 链接转换 + Bot 评论生成COMMENT
LOWscripts/python/api/issue_checker.py128 # Step 5: 恢复判断(仅当 Issue 确实存在警告标签时才触发)COMMENT
Excessive Try-Catch Wrapping8 hits · 8 pts
SeverityFileLineSnippetContext
LOWscripts/python/debug_sim.py119 except Exception:CODE
LOWscripts/python/core/snapshot_parser.py61 except Exception:CODE
LOWscripts/python/core/snapshot_parser.py85 except Exception:CODE
LOWscripts/python/core/checker.py196 except Exception as e:CODE
LOWscripts/python/core/checker.py243 except Exception as e:CODE
LOWscripts/python/core/checker.py288 except Exception as e:CODE
LOWscripts/python/utils/cache.py54 except Exception:CODE
LOWscripts/python/utils/cache.py95 except Exception:CODE
Deep Nesting7 hits · 7 pts
SeverityFileLineSnippetContext
LOW.claude/skills/gkd-rule-writing/scripts/png_rgba.py51CODE
LOWscripts/python/debug_sim.py240CODE
LOWscripts/python/core/snapshot_parser.py65CODE
LOWscripts/python/tests/verify.py79CODE
LOWscripts/python/tests/verify.py239CODE
LOWscripts/python/api/base.py117CODE
LOWscripts/python/api/base.py185CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHscripts/python/core/snapshot_parser.py85except Exception:CODE
Modern Structural Boilerplate4 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/python/core/__init__.py17__all__ = [CODE
LOWscripts/python/entry/__init__.py9__all__ = ["check_issue_main"]CODE
LOWscripts/python/utils/__init__.py11__all__ = [CODE
LOWscripts/python/api/__init__.py21__all__ = [CODE
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/python/debug_sim.py234CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/apps/com.xingin.xhs.ts461 // {COMMENT