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This report presents the forensic synthetic code analysis of mvdctop/Movie_Data_Capture, a Python project with 7,430 GitHub stars. SynthScan v2.0 examined 5,139 lines of code across 27 source files, recording 108 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 23.4 places this repository in the Moderate AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 108 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | number_parser.py | 27 | except Exception as e: | CODE |
| LOW | number_parser.py | 78 | except Exception as e: | CODE |
| LOW | number_parser.py | 226 | except Exception as e: | CODE |
| LOW | config.py | 49 | except Exception as e: | CODE |
| LOW⚡ | Movie_Data_Capture.py | 466 | except Exception as err: | CODE |
| LOW⚡ | Movie_Data_Capture.py | 472 | except Exception as err: | CODE |
| LOW⚡ | Movie_Data_Capture.py | 486 | except Exception as err: | CODE |
| LOW | Movie_Data_Capture.py | 497 | except Exception as err: | CODE |
| LOW | ADC_function.py | 63 | except Exception as e: | CODE |
| LOW | ADC_function.py | 94 | except Exception as e: | CODE |
| LOW | ADC_function.py | 155 | except Exception as e: | CODE |
| LOW | ADC_function.py | 193 | except Exception as e: | CODE |
| LOW | ADC_function.py | 233 | except Exception as e: | CODE |
| LOW | ADC_function.py | 269 | except Exception as e: | CODE |
| LOW | core.py | 143 | except Exception as e: | CODE |
| LOW | core.py | 470 | except Exception as e1: | CODE |
| MEDIUM | core.py | 273 | def image_ext(url): | CODE |
| LOW | xlog.py | 158 | except Exception as e: | CODE |
| LOW | xlog.py | 252 | except Exception as e: | CODE |
| LOW | xlog.py | 328 | except Exception as e: | CODE |
| MEDIUM | xlog.py | 114 | def log_console(self, level, console_color, fmt, *args, **kwargs): | CODE |
| MEDIUM | xlog.py | 246 | def unicode_line(self, line): | CODE |
| LOW | scrapinglib/parser.py | 169 | except Exception as e: | CODE |
| MEDIUM | scrapinglib/parser.py | 141 | def dictformat(self, htmltree): | CODE |
| LOW | scrapinglib/api.py | 86 | except Exception as e: | CODE |
| LOW | scrapinglib/api.py | 131 | except Exception as e: | CODE |
| LOW | scrapinglib/httprequest.py | 37 | except Exception as e: | CODE |
| LOW | scrapinglib/httprequest.py | 70 | except Exception as e: | CODE |
| LOW | scrapinglib/httprequest.py | 155 | except Exception as e: | CODE |
| LOW | scrapinglib/httprequest.py | 191 | except Exception as e: | CODE |
| LOW | ImageProcessing/__init__.py | 94 | except Exception as e: | CODE |
| LOW | ImageProcessing/__init__.py | 106 | except Exception as e: | CODE |
| MEDIUM | ImageProcessing/__init__.py | 102 | def face_center(filename, model): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scraper.py | 21 | CODE | |
| LOW | number_parser.py | 14 | CODE | |
| LOW | config.py | 24 | CODE | |
| LOW | config.py | 96 | CODE | |
| LOW | Movie_Data_Capture.py | 183 | CODE | |
| LOW | Movie_Data_Capture.py | 303 | CODE | |
| LOW | Movie_Data_Capture.py | 434 | CODE | |
| LOW | ADC_function.py | 34 | CODE | |
| LOW | ADC_function.py | 120 | CODE | |
| LOW | ADC_function.py | 160 | CODE | |
| LOW | ADC_function.py | 198 | CODE | |
| LOW | ADC_function.py | 238 | CODE | |
| LOW | ADC_function.py | 302 | CODE | |
| LOW | ADC_function.py | 429 | CODE | |
| LOW | core.py | 26 | CODE | |
| LOW | core.py | 117 | CODE | |
| LOW | core.py | 315 | CODE | |
| LOW | core.py | 570 | CODE | |
| LOW | core.py | 613 | CODE | |
| LOW | core.py | 649 | CODE | |
| LOW | core.py | 798 | CODE | |
| LOW | xlog.py | 39 | CODE | |
| LOW | xlog.py | 50 | CODE | |
| LOW | scrapinglib/api.py | 65 | CODE | |
| LOW | scrapinglib/api.py | 111 | CODE | |
| LOW | scrapinglib/httprequest.py | 15 | CODE | |
| LOW | scrapinglib/httprequest.py | 51 | CODE | |
| LOW | scrapinglib/httprequest.py | 119 | CODE | |
| LOW | scrapinglib/httprequest.py | 160 | CODE | |
| LOW | ImageProcessing/__init__.py | 14 | CODE | |
| LOW | ImageProcessing/__init__.py | 41 | CODE | |
| LOW | ImageProcessing/__init__.py | 63 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scraper.py | 236 | def special_characters_replacement(text) -> str: | CODE |
| LOW | config.py | 210 | def download_only_missing_images(self) -> bool: | CODE |
| LOW | config.py | 255 | def extrafanart_thread_pool_download(self) -> int: | CODE |
| LOW | config.py | 300 | def get_translate_service_site(self) -> str: | CODE |
| LOW | config.py | 397 | def storyline_uncensored_site(self) -> str: | CODE |
| LOW | config.py | 433 | def jellyfin_multi_part_fanart(self) -> bool: | CODE |
| LOW | config.py | 436 | def download_actor_photo_for_kodi(self) -> bool: | CODE |
| LOW | Movie_Data_Capture.py | 73 | def set_natural_number_or_none(sk, value): | CODE |
| LOW⚡ | Movie_Data_Capture.py | 476 | def create_data_and_move_with_custom_number(file_path: str, custom_number, oCC, specified_source, specified_url): | CODE |
| LOW | ADC_function.py | 429 | def download_file_with_filename(url: str, filename: str, path: str) -> None: | CODE |
| LOW | ADC_function.py | 532 | def delete_all_elements_in_list(string: str, lists: typing.Iterable[str]): | CODE |
| LOW | ADC_function.py | 543 | def delete_all_elements_in_str(string_delete: str, string: str): | CODE |
| LOW | core.py | 117 | def download_file_with_filename(url, filename, path, filepath, json_headers=None): | CODE |
| LOW | core.py | 212 | def extrafanart_download_one_by_one(data, path, filepath, json_data=None): | CODE |
| LOW | core.py | 242 | def extrafanart_download_threadpool(url_list, save_dir, number, json_data=None): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scraper.py | 2 | CODE | |
| LOW | scraper.py | 3 | CODE | |
| LOW | scraper.py | 12 | CODE | |
| LOW | scraper.py | 12 | CODE | |
| LOW | scraper.py | 12 | CODE | |
| LOW | Movie_Data_Capture.py | 2 | CODE | |
| LOW | Movie_Data_Capture.py | 16 | CODE | |
| LOW | Movie_Data_Capture.py | 21 | CODE | |
| LOW | Movie_Data_Capture.py | 21 | CODE | |
| LOW | core.py | 11 | CODE | |
| LOW | scrapinglib/__init__.py | 2 | CODE | |
| LOW | scrapinglib/__init__.py | 2 | CODE | |
| LOW | scrapinglib/api.py | 3 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scrapinglib/parser.py | 72 | CODE | |
| LOW | scrapinglib/parser.py | 92 | CODE | |
| LOW | scrapinglib/parser.py | 139 | CODE | |
| LOW | scrapinglib/api.py | 48 | CODE | |
| LOW | scrapinglib/httprequest.py | 15 | CODE | |
| LOW | scrapinglib/httprequest.py | 51 | CODE | |
| LOW | scrapinglib/httprequest.py | 119 | CODE | |
| LOW | scrapinglib/httprequest.py | 160 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | number_parser.py | 173 | # ================== | COMMENT |
| MEDIUM | xlog.py | 205 | # ================================================================= | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | number_parser.py | 161 | if len(sys.argv) <= 1 or not re.search('^[A-Z]:?', sys.argv[1], re.IGNORECASE): | COMMENT |
| LOW | config.py | 81 | input("Press Enter key exit...") | COMMENT |
| LOW | ADC_function.py | 281 | # | COMMENT |
| LOW | wrapper/Linux.sh | 1 | #if [ '$(dpkg --print-architecture)' != 'amd64' ] || [ '$(dpkg --print-architecture)' != 'i386' ]; then | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | ADC_function.py | 483 | CODE |