AI Slop Code Risk Monitor

lissy93/awesome-privacy

SlopCodeMonitor badge for lissy93/awesome-privacy Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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4.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for lissy93/awesome-privacy, a Astro project with 10,033 GitHub stars. SynthScan examined 36,369 lines of code across 167 source files, recording 123 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 4.0 (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.

4.0
Adjusted Signal
4.0
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
10.0K
Stars
Astro
Language
36.4K
Lines of Code
167
Files
123
Pattern Hits
2026-10-31
Scan Date
0.04
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 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.9/100 · LOW

Are imports declared and package/API names verified? 38 finding(s).

Agent Over-Engineering Ratio 12.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 20.2/100 · LOW

Which changes need focused human review? 123 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 7MEDIUM 3LOW 113

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 123 distinct pattern matches across 9 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 Wrapping39 hits · 41 pts
SeverityFileLineSnippetContext
LOWlib/review-listings.py588 except Exception as exc:CODE
LOWlib/review-listings.py601 except Exception as exc:CODE
LOWlib/review-listings.py617 except Exception as exc:CODE
LOWlib/review-listings.py881 except Exception as exc:CODE
LOWlib/checks/check-review-ready.py36 except Exception:CODE
LOWlib/checks/check-review-ready.py67 except Exception:CODE
LOWlib/checks/make-info-stats.py77 except Exception:CODE
LOWlib/checks/make-info-stats.py307 except Exception:CODE
LOWlib/checks/make-info-stats.py312 except Exception:CODE
LOWlib/checks/make-info-stats.py531 except Exception:CODE
LOWlib/checks/make-info-stats.py646 except Exception as e:CODE
MEDIUMlib/checks/make-info-stats.py612def main():CODE
LOWlib/checks/check-project.py138 except Exception:CODE
LOWlib/checks/check-project.py162 except Exception:CODE
LOWlib/checks/check-project.py234 except Exception as exc:CODE
LOWlib/checks/check-project.py263 except Exception as exc:CODE
LOWlib/checks/check-project.py275 except Exception as exc:CODE
LOWlib/checks/check-project.py302 except Exception as exc:CODE
LOWlib/checks/check-project.py357 except Exception as exc:CODE
LOWlib/checks/check-project.py376 except Exception:CODE
LOWlib/checks/check-project.py472 except Exception:CODE
LOWlib/checks/check-project.py482 except Exception:CODE
LOWlib/checks/check-project.py546 except Exception as exc:CODE
LOWlib/checks/check-additions.py84 except Exception:CODE
LOWlib/checks/check-additions.py93 except Exception:CODE
LOWlib/checks/check-additions.py337 except Exception as exc:CODE
LOWlib/checks/prepare-comment.py33 except Exception:CODE
LOWlib/checks/format-comment.py30 except Exception:CODE
LOWlib/checks/format-comment.py40 except Exception:CODE
LOWlib/checks/format-comment.py74 except Exception:CODE
LOWlib/checks/format-comment.py242 except Exception as exc:CODE
MEDIUMlib/checks/format-comment.py208def main():CODE
LOWlib/checks/check-pr-meta.py137 except Exception as exc:CODE
LOWlib/checks/check-pr-meta.py199 except Exception as exc:CODE
LOWlib/utils/api.py38 except Exception as exc:CODE
LOWlib/utils/github.py65 except Exception as exc:CODE
LOWlib/utils/github.py85 except Exception as exc:CODE
LOWlib/utils/github.py107 except Exception as exc:CODE
LOWlib/utils/github.py144 except Exception as exc:CODE
Empty Error Handlers7 hits · 35 pts
SeverityFileLineSnippetContext
HIGHlib/validate-awesome-privacy.py125except OSError:CODE
HIGHlib/validate-awesome-privacy.py133except OSError:CODE
HIGHlib/checks/check-project.py376except Exception:CODE
HIGHlib/checks/check-project.py472except Exception:CODE
HIGHlib/checks/check-project.py482except Exception:CODE
HIGHlib/checks/prepare-comment.py43except ValueError:CODE
HIGHlib/utils/github.py60except ValueError:CODE
Unused Imports38 hits · 29 pts
SeverityFileLineSnippetContext
LOWlib/utils/__init__.py8CODE
LOWlib/utils/__init__.py8CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py11CODE
LOWlib/utils/__init__.py26CODE
LOWlib/utils/__init__.py26CODE
LOWlib/utils/__init__.py26CODE
LOWlib/utils/__init__.py26CODE
LOWlib/utils/__init__.py26CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py27CODE
LOWlib/utils/__init__.py42CODE
LOWlib/utils/__init__.py42CODE
LOWlib/utils/__init__.py42CODE
LOWlib/utils/__init__.py42CODE
LOWlib/utils/github.py7CODE
Deep Nesting17 hits · 17 pts
SeverityFileLineSnippetContext
LOWlib/validate-awesome-privacy.py34CODE
LOWlib/awesome-privacy-readme-gen.py90CODE
LOWlib/generate-changelog.py217CODE
LOWlib/generate-changelog.py254CODE
LOWlib/generate-changelog.py348CODE
LOWlib/checks/make-info-stats.py506CODE
LOWlib/checks/check-yaml-diff.py57CODE
LOWlib/checks/check-project.py166CODE
LOWlib/checks/check-project.py185CODE
LOWlib/checks/check-project.py381CODE
LOWlib/checks/check-project.py426CODE
LOWlib/checks/check-additions.py97CODE
LOWlib/checks/check-additions.py117CODE
LOWlib/checks/check-additions.py196CODE
LOWlib/checks/check-additions.py213CODE
LOWlib/checks/check-additions.py295CODE
LOWlib/utils/github.py39CODE
Modern Structural Boilerplate14 hits · 14 pts
SeverityFileLineSnippetContext
LOWlib/validate-awesome-privacy.py13logger = logging.getLogger(__name__)CODE
LOWlib/awesome-privacy-readme-gen.py19logger = logging.getLogger(__name__)CODE
LOWlib/generate-changelog.py22logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-readme-edits.py17logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-review-ready.py23logger = logging.getLogger(__name__)CODE
LOWlib/checks/make-info-stats.py34logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-yaml-diff.py18logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-project.py17logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-additions.py14logger = logging.getLogger(__name__)CODE
LOWlib/checks/prepare-comment.py22logger = logging.getLogger(__name__)CODE
LOWlib/checks/detect-changes.py16logger = logging.getLogger(__name__)CODE
LOWlib/checks/format-comment.py13logger = logging.getLogger(__name__)CODE
LOWlib/checks/check-pr-meta.py14logger = logging.getLogger(__name__)CODE
LOWlib/utils/__init__.py47__all__ = [CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMawesome-privacy.yml3# This file contains all data for all listed categories, sections and services #COMMENT
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWawesome-privacy.yml1#################################################################################COMMENT
LOWawesome-privacy.yml21# - codeberg: string - ...or (if not GH) the Codeberg repo (user/repo-name) #COMMENT
LOWweb/src/env.d.ts1/// <reference path="../.astro/types.d.ts" />COMMENT
Hyper-Verbose Identifiers3 hits · 3 pts
SeverityFileLineSnippetContext
LOWlib/awesome-privacy-readme-gen.py150def update_content_between_markers(content, start_marker, end_marker, new_content):CODE
LOWlib/generate-changelog.py69def pr_merges_in_second_parent(sha):CODE
LOWlib/checks/make-info-stats.py165def _count_unpatched_advisories(report):CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlib/checks/check-readme-edits.py96 # Check if any changed lines fall within the generated sectionCOMMENT