AI Slop Code RIsk Monitor

elebumm/RedditVideoMakerBot

Create Reddit Videos with just✨ one command ✨

10.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for elebumm/RedditVideoMakerBot, a Python project with 12,540 GitHub stars. SynthScan examined 5,932 lines of code across 61 source files, recording 48 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 10.4 (Moderate 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.

10.4
Adjusted Signal
10.4
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
12.5K
Stars
Python
Language
5.9K
Lines of Code
61
Files
48
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 27.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.3/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 19.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 39.7/100 · MEDIUM

Which changes need focused human review? 48 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 0MEDIUM 6LOW 42

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 48 distinct pattern matches across 10 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 Wrapping13 hits · 18 pts
SeverityFileLineSnippetContext
LOWmain.py126 except Exception as err:CODE
LOWvideo_creation/screenshot_downloader.py184 except Exception as e:CODE
LOWutils/ffmpeg_install.py61 except Exception as e:CODE
LOWutils/ffmpeg_install.py77 except Exception as e:CODE
LOWutils/ffmpeg_install.py137 except Exception as e:CODE
MEDIUMutils/ffmpeg_install.py8def ffmpeg_install_windows():CODE
MEDIUMutils/ffmpeg_install.py69def ffmpeg_install_linux():CODE
MEDIUMutils/ffmpeg_install.py87def ffmpeg_install_mac():CODE
LOWutils/settings.py115 except Exception as error:CODE
LOWutils/gui_utils.py50 except Exception:CODE
LOWTTS/openai_tts.py90 except Exception as e:CODE
MEDIUMTTS/streamlabs_polly.py64 print("Error occurred calling Streamlabs Polly")CODE
MEDIUMreddit/subreddit.py48 print("Something went wrong...")CODE
Redundant / Tautological Comments9 hits · 16 pts
SeverityFileLineSnippetContext
LOWinstall.sh49 # Check if homebrew is installedCOMMENT
LOWvideo_creation/screenshot_downloader.py124 # Check if the redesign optout cookie is setCOMMENT
LOWutils/ffmpeg_install.py16 # Check if ffmpeg.zip already existsCOMMENT
LOWutils/ffmpeg_install.py25 # Check if the extracted folder already existsCOMMENT
LOWutils/ffmpeg_install.py114 # Check if there's ffmpeg.exe in the current directoryCOMMENT
LOWutils/gui_utils.py163 # Check if the position is validCOMMENT
LOW⚡utils/gui_utils.py183 # Check if the background doesn't already existCOMMENT
LOW⚡utils/gui_utils.py187 # Check if key isn't already takenCOMMENT
LOW⚡utils/gui_utils.py192 # Check if the YouTube URI isn't already used under different nameCOMMENT
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOWvideo_creation/screenshot_downloader.py19CODE
LOWvideo_creation/final_video.py199CODE
LOWvideo_creation/final_video.py45CODE
LOWutils/console.py38CODE
LOWutils/ffmpeg_install.py8CODE
LOWutils/ffmpeg_install.py104CODE
LOWutils/subreddit.py19CODE
LOWutils/settings.py110CODE
LOWTTS/engine_wrapper.py69CODE
LOWTTS/engine_wrapper.py105CODE
LOWTTS/streamlabs_polly.py37CODE
LOWreddit/subreddit.py16CODE
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWvideo_creation/screenshot_downloader.py19def get_screenshots_of_reddit_posts(reddit_object: dict, screenshot_num: int):CODE
LOWvideo_creation/background.py76def download_background_video(background_config: Tuple[str, str, str, Any]):CODE
LOWvideo_creation/background.py99def download_background_audio(background_config: Tuple[str, str, str]):CODE
LOWvideo_creation/voices.py54def get_case_insensitive_key_value(input_dict, key):CODE
Unused Imports4 hits · 4 pts
SeverityFileLineSnippetContext
LOWvideo_creation/screenshot_downloader.py4CODE
LOWvideo_creation/final_video.py21CODE
LOWutils/id.py4CODE
LOWutils/imagenarator.py2CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMvideo_creation/background.py169# Create a tuple for downloads background (background_audio_options, background_video_options)COMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWvideo_creation/screenshot_downloader.py16__all__ = ["get_screenshots_of_reddit_posts"]CODE
LOWTTS/TikTok.py11__all__ = ["TikTok", "TikTokTTSException"]CODE
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWutils/console.py38CODE
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
LOWTTS/engine_wrapper.py99 else: # If the comment is not too long, just call the tts engineCODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/workflows/codeql-analysis.yml1COMMENT