AI Slop Code Risk Monitor

faridrashidi/kaggle-solutions

Name: faridrashidi/kaggle-solutions — Astro 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).

🏅 Collection of Kaggle Solutions and Ideas 🏅

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for faridrashidi/kaggle-solutions, a Astro project with 6,547 GitHub stars. SynthScan examined 31,568 lines of code across 18 source files, recording 19 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-06

Last Push

6.5K

Stars

Astro

Language

31.6K

Lines of Code

Files

Pattern Hits

2026-10-31

Scan Date

0.06

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 2.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 13 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 3.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 15 finding(s).

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 19 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 1LOW 17

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 19 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.

Hyper-Verbose Identifiers9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	scripts/extract_solutions.py	136	def build_competition_image_mapping(driver):	CODE
LOW	scripts/extract_solutions.py	175	def get_competition_id_from_image_path(image_path):	CODE
LOW	scripts/extract_solutions.py	191	def build_competition_thumbnail_url(comp_id):	CODE
LOW	scripts/extract_solutions.py	196	def extract_competition_image_from_page_source(page_source):	CODE
LOW	scripts/extract_solutions.py	225	def download_competition_image(	CODE
LOW	scripts/extract_solutions.py	281	def extract_rank_from_writeup_url(href):	CODE
LOW	scripts/extract_solutions.py	298	def extract_rank_from_leaderboard_row(link):	CODE
LOW	scripts/extract_solutions.py	311	def extract_solutions_from_page_source(page_source, competition_slug):	CODE
LOW	scripts/extract_solutions.py	370	def convert_png_images_to_webp(image_dir):	CODE

Excessive Try-Catch Wrapping5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	scripts/extract_solutions.py	244	except Exception as e:	CODE
LOW	scripts/extract_solutions.py	268	except Exception as e:	CODE
LOW	scripts/extract_solutions.py	451	except Exception as e:	CODE
LOW	scripts/extract_solutions.py	521	except Exception:	CODE
LOW	scripts/extract_competitions.py	34	except Exception:	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/extract_solutions.py	521	except Exception:	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/extract_solutions.py	136	CODE
LOW	scripts/extract_solutions.py	225	CODE
LOW	scripts/extract_solutions.py	463	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	data/competitions.yml	83	link: "https://www.kaggle.com/c/biohub-cell-tracking-during-development/writeups/10th-place-solution-grandmaster	CODE