dreammis/social-auto-upload

13.2

Adjusted Score

13.2

Raw Score

100%

Time Factor

2026-06-26

Last Push

13.3K

Stars

Python

Language

19.5K

Lines of Code

129

Files

252

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

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.

CRITICAL 0HIGH 3MEDIUM 5LOW 244

Directory Score Breakdown

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.

Pattern Findings

The scanner identified 252 distinct pattern matches across 9 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.

Excessive Try-Catch Wrapping111 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW	sau_cli.py	1015	except Exception as exc:	CODE
LOW	sau_backend.py	73	except Exception as e:	CODE
LOW	sau_backend.py	151	except Exception as e:	STRING
LOW	sau_backend.py	191	except Exception as e:	STRING
LOW	sau_backend.py	221	except Exception as e:	CODE
LOW	sau_backend.py	297	except Exception as e:	STRING
LOW	sau_backend.py	316	except Exception as e:	STRING
LOW	sau_backend.py	362	except Exception as e:	STRING
LOW	sau_backend.py	375	except Exception as e:	STRING
LOW	sau_backend.py	473	except Exception as e:	STRING
LOW	sau_backend.py	512	except Exception as e:	STRING
LOW	sau_backend.py	633	except Exception as e:	STRING
LOW	sau_backend.py	679	except Exception as e:	STRING
MEDIUM	sau_backend.py	160	def get_all_files():	CODE
MEDIUM	sau_backend.py	569	def upload_cookie():	CODE
MEDIUM	sau_backend.py	644	def download_cookie():	CODE
LOW	uploader/tk_uploader/main.py	158	except Exception as e:	CODE
LOW	uploader/tk_uploader/main.py	231	except Exception as e:	CODE
LOW	uploader/tk_uploader/main_chrome.py	165	except Exception as e:	CODE
LOW	uploader/tk_uploader/main_chrome.py	267	except Exception as e:	CODE
LOW	uploader/ks_uploader/main.py	80	except Exception:	CODE
LOW	uploader/ks_uploader/main.py	95	except Exception:	CODE
LOW	uploader/ks_uploader/main.py	139	except Exception:	CODE
LOW	uploader/ks_uploader/main.py	149	except Exception:	CODE
LOW	uploader/ks_uploader/main.py	170	except Exception as exc:	CODE
LOW	uploader/ks_uploader/main.py	268	except Exception as exc:	CODE
LOW	uploader/ks_uploader/main.py	491	except Exception:	STRING
LOW	uploader/ks_uploader/main.py	525	except Exception as exc:	STRING
LOW	uploader/ks_uploader/main.py	552	except Exception as exc:	STRING
LOW	uploader/ks_uploader/main.py	631	except Exception:	STRING
LOW	uploader/ks_uploader/main.py	666	except Exception as exc:	STRING
LOW	uploader/ks_uploader/main.py	691	except Exception as exc:	STRING
LOW	uploader/youtube_uploader/main.py	28	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	64	except Exception:	CODE
LOW⚡	uploader/youtube_uploader/main.py	117	except Exception:	CODE
LOW⚡	uploader/youtube_uploader/main.py	124	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	141	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	153	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	171	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	244	except Exception as exc:	CODE
LOW	uploader/youtube_uploader/main.py	267	except Exception as exc:	CODE
LOW	uploader/youtube_uploader/main.py	286	except Exception as exc:	CODE
LOW	uploader/youtube_uploader/main.py	318	except Exception:	CODE
LOW	uploader/youtube_uploader/main.py	326	except Exception:	CODE
LOW	uploader/bilibili_uploader/runtime.py	163	except Exception:	CODE
LOW⚡	uploader/tencent_uploader/main.py	129	except Exception as exc:	CODE
LOW⚡	uploader/tencent_uploader/main.py	145	except Exception:	CODE
LOW⚡	uploader/tencent_uploader/main.py	243	except Exception:	CODE
LOW⚡	uploader/tencent_uploader/main.py	258	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	162	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	209	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	225	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	275	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	295	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	384	except Exception as exc:	CODE
LOW	uploader/tencent_uploader/main.py	500	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	514	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	576	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	637	except Exception:	CODE
LOW	uploader/tencent_uploader/main.py	652	except Exception as exc:	CODE
51 more matches not shown…

Hyper-Verbose Identifiers77 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	sau_cli.py	243	async def login_xiaohongshu_account(account_name: str, headless: bool = True) -> dict:	CODE
LOW	sau_cli.py	248	async def check_xiaohongshu_account(account_name: str) -> bool:	CODE
LOW	uploader/bilibili_uploader/runtime.py	43	def build_biliup_runtime_path(system_name: str \| None = None) -> Path:	CODE
LOW	uploader/bilibili_uploader/runtime.py	48	def _build_biliup_version_path(system_name: str \| None = None) -> Path:	CODE
LOW	uploader/bilibili_uploader/runtime.py	96	def read_local_biliup_version() -> str \| None:	CODE
LOW	uploader/bilibili_uploader/runtime.py	103	def write_local_biliup_version(version: str) -> None:	CODE
LOW⚡	uploader/tencent_uploader/main.py	136	async def _extract_tencent_qrcode_src(page: Page) -> str:	CODE
LOW⚡	uploader/tencent_uploader/main.py	248	async def _is_tencent_qrcode_scanned(page: Page) -> bool:	CODE
LOW	uploader/tencent_uploader/main.py	93	def format_str_for_short_title(origin_title: str) -> str:	CODE
LOW	uploader/tencent_uploader/main.py	199	async def _is_tencent_login_completed(page: Page) -> bool:	CODE
LOW	uploader/tencent_uploader/main.py	231	async def _is_tencent_qrcode_expired(page: Page) -> bool:	CODE
LOW	uploader/tencent_uploader/main.py	473	async def set_schedule_time_tencent(self, page: Page, publish_date: datetime):	CODE
LOW	uploader/tencent_uploader/main.py	808	async def upload_thumbnail_in_dialog(self, page: Page, cover_dialog, thumbnail_path: str) -> None:	CODE
LOW	uploader/tencent_uploader/main.py	876	async def prepare_video_for_publish(self, page: Page) -> None:	CODE
LOW	uploader/douyin_uploader/main.py	89	async def _extract_douyin_qrcode_src(page: Page) -> str:	CODE
LOW	uploader/douyin_uploader/main.py	149	async def _is_douyin_login_completed(page: Page) -> bool:	CODE
LOW	uploader/douyin_uploader/main.py	305	async def fill_title_and_description(self, page: Page, title: str, description: str, tags: list[str] \| None = None):	CODE
LOW	uploader/xiaohongshu_uploader/main.py	323	async def set_schedule_time_xiaohongshu(self, page: Page, publish_date: datetime):	CODE
LOW	uploader/xiaohongshu_uploader/main.py	449	async def check_original_declaration(self, page: Page) -> None:	CODE
LOW	tests/test_xiaohongshu_uploader.py	93	def test_creator_urls_keep_xiaohongshu_domain_by_default(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	100	def test_creator_urls_use_configured_rednote_domain(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	116	def test_find_xhs_qrcode_locator_prefers_scan_sibling_inside_login_box(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	144	def test_setup_returns_detail_when_cookie_invalid_without_handle(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	156	def test_setup_uses_login_flow_when_handle_is_true(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	180	def test_video_validate_upload_args_normalizes_video_and_thumbnail(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	207	def test_note_uploader_exists_and_validates_required_fields(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	221	def test_video_fill_meta_uses_desc_then_first_tag(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	249	def test_video_fill_meta_can_fill_first_tag_without_desc(self):	CODE
LOW	tests/test_xiaohongshu_uploader.py	268	def test_note_title_defaults_do_not_override_explicit_title(self):	CODE
LOW	tests/test_bilibili_runtime.py	13	def test_build_biliup_runtime_path_returns_platform_path(self):	CODE
LOW	tests/test_bilibili_runtime.py	18	def test_ensure_biliup_binary_downloads_when_missing(self, mock_release):	CODE
LOW	tests/test_bilibili_runtime.py	33	def test_ensure_biliup_binary_reuses_local_when_up_to_date(self, mock_release):	CODE
LOW	tests/test_bilibili_runtime.py	49	def test_run_biliup_command_returns_completed_process(self, mock_ensure_binary, mock_run):	CODE
LOW	tests/test_bilibili_runtime.py	57	def test_run_biliup_command_login_uses_interactive_stdio(self, mock_ensure_binary, mock_run):	CODE
LOW	tests/test_sau_browser_cli.py	12	def test_build_parser_accepts_xiaohongshu_login(self):	CODE
LOW	tests/test_sau_browser_cli.py	18	def test_douyin_upload_video_accepts_desc(self):	CODE
LOW	tests/test_sau_browser_cli.py	41	def test_douyin_upload_video_accepts_dual_thumbnail_aspects(self):	CODE
LOW	tests/test_sau_browser_cli.py	71	def test_tencent_upload_video_accepts_dual_thumbnail_aspects(self):	CODE
LOW	tests/test_sau_browser_cli.py	101	def test_kuaishou_upload_note_accepts_title_and_note(self):	CODE
LOW	tests/test_sau_browser_cli.py	125	def test_xiaohongshu_upload_video_defaults_to_headless(self):	CODE
LOW	tests/test_sau_browser_cli.py	146	def test_xiaohongshu_upload_note_accepts_headed(self):	CODE
LOW	tests/test_sau_browser_cli.py	172	def test_dispatch_xiaohongshu_check_prints_valid(self):	CODE
LOW	tests/test_sau_browser_cli.py	178	def test_dispatch_douyin_upload_note_uses_new_request_fields(self):	CODE
LOW	tests/test_sau_browser_cli.py	198	def test_dispatch_douyin_upload_video_uses_dual_thumbnail_request_fields(self):	CODE
LOW	tests/test_sau_browser_cli.py	223	def test_dispatch_tencent_upload_video_uses_dual_thumbnail_request_fields(self):	CODE
LOW	tests/test_sau_browser_cli.py	249	def test_dispatch_xiaohongshu_upload_video_uses_headed_request(self):	CODE
LOW	tests/test_sau_browser_cli.py	271	def test_dispatch_xiaohongshu_upload_note_uses_headless_request(self):	CODE
LOW	tests/test_sau_bilibili_cli.py	10	def test_build_parser_accepts_bilibili_login(self):	CODE
LOW	tests/test_sau_bilibili_cli.py	16	def test_build_parser_requires_tid_for_upload_video(self):	CODE
LOW	tests/test_sau_bilibili_cli.py	34	def test_dispatch_bilibili_check_prints_valid(self):	CODE
LOW	tests/test_sau_bilibili_cli.py	40	def test_login_bilibili_account_returns_friendly_message_without_terminal(self):	CODE
LOW	utils/base_social_media.py	13	def get_supported_social_media() -> List[str]:	CODE
LOW	utils/files_times.py	41	def generate_schedule_time_next_day(total_videos, videos_per_day = 1, daily_times=None, timestamps=False, start_days=0):	CODE
LOW	…powers/plans/2026-03-25-bilibili-cli-implementation.md	83	def test_build_biliup_runtime_path_returns_platform_path(self):	CODE
LOW	…powers/plans/2026-03-25-bilibili-cli-implementation.md	88	def test_ensure_biliup_binary_downloads_when_missing(self, mock_release):	CODE
LOW	…powers/plans/2026-03-25-bilibili-cli-implementation.md	99	def test_ensure_biliup_binary_reuses_local_when_up_to_date(self, mock_release):	CODE
LOW	…powers/plans/2026-03-25-bilibili-cli-implementation.md	111	def test_run_biliup_command_returns_completed_process(self, mock_run):	CODE
LOW⚡	…powers/plans/2026-03-25-bilibili-cli-implementation.md	135	def build_biliup_runtime_path(system_name: str \| None = None) -> Path: ...	CODE
LOW⚡	…powers/plans/2026-03-25-bilibili-cli-implementation.md	137	def read_local_biliup_version() -> str \| None: ...	CODE
LOW⚡	…powers/plans/2026-03-25-bilibili-cli-implementation.md	138	def write_local_biliup_version(version: str) -> None: ...	CODE
17 more matches not shown…

Unused Imports31 hits · 30 pts

Severity	File	Line	Context
LOW	sau_cli.py	1	CODE
LOW	sau_backend.py	11	CODE
LOW	uploader/base_video.py	1	CODE
LOW	uploader/ks_uploader/main.py	2	CODE
LOW	uploader/bilibili_uploader/runtime.py	1	CODE
LOW	uploader/tencent_uploader/__init__.py	7	CODE
LOW	uploader/tencent_uploader/__init__.py	8	CODE
LOW	uploader/tencent_uploader/__init__.py	9	CODE
LOW	uploader/tencent_uploader/__init__.py	10	CODE
LOW	uploader/tencent_uploader/__init__.py	11	CODE
LOW	uploader/tencent_uploader/__init__.py	12	CODE
LOW	uploader/tencent_uploader/__init__.py	13	CODE
LOW	uploader/tencent_uploader/__init__.py	14	CODE
LOW	uploader/tencent_uploader/__init__.py	15	CODE
LOW	uploader/tencent_uploader/__init__.py	16	CODE
LOW	uploader/tencent_uploader/__init__.py	17	CODE
LOW	uploader/tencent_uploader/main.py	2	CODE
LOW	uploader/xiaohongshu_uploader/main.py	2	CODE
LOW	examples/upload_to_kuaishou.py	14	CODE
LOW	examples/get_bilibili_cookie.py	1	CODE
LOW	db/createTable.py	2	CODE
LOW	db/createTable.py	3	CODE
LOW	…hu-upload/scripts/examples/xiaohongshu_cli_template.py	1	CODE
LOW	…ishou-upload/scripts/examples/kuaishou_cli_template.py	1	CODE
LOW	…ibili-upload/scripts/examples/bilibili_cli_template.py	1	CODE
LOW	…/douyin-upload/scripts/examples/douyin_cli_template.py	1	CODE
LOW	myUtils/auth.py	1	CODE
LOW	myUtils/auth.py	2	CODE
LOW	myUtils/auth.py	3	CODE
LOW	myUtils/auth.py	6	CODE
LOW	myUtils/auth.py	12	CODE

Deep Nesting21 hits · 19 pts

Severity	File	Line	Context
LOW	sau_cli.py	732	CODE
LOW	sau_backend.py	160	CODE
LOW	sau_backend.py	262	CODE
LOW	sau_backend.py	324	CODE
LOW	uploader/tk_uploader/main.py	241	CODE
LOW	uploader/tk_uploader/main_chrome.py	281	CODE
LOW	uploader/ks_uploader/main.py	191	CODE
LOW	uploader/ks_uploader/main.py	451	CODE
LOW	uploader/youtube_uploader/main.py	157	CODE
LOW	uploader/youtube_uploader/main.py	200	CODE
LOW	uploader/bilibili_uploader/runtime.py	123	CODE
LOW	uploader/tencent_uploader/main.py	568	CODE
LOW	uploader/tencent_uploader/main.py	688	CODE
LOW	uploader/douyin_uploader/main.py	173	CODE
LOW	uploader/douyin_uploader/main.py	550	CODE
LOW	uploader/xiaohongshu_uploader/main.py	157	CODE
LOW	uploader/xiaohongshu_uploader/main.py	222	CODE
LOW	uploader/xiaohongshu_uploader/main.py	540	CODE
LOW	uploader/baijiahao_uploader/main.py	254	CODE
LOW	tests/test_bilibili_runtime.py	18	CODE
LOW	tests/test_bilibili_runtime.py	33	CODE

Cross-Language Confusion3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH⚡	uploader/youtube_uploader/main.py	116	await page.evaluate("() => { const a = document.activeElement; if (a && a.blur) a.blur(); }")	CODE
HIGH	uploader/baijiahao_uploader/main.py	390	processedList.push(title);	CODE
HIGH	uploader/baijiahao_uploader/main.py	397	batchList.push(title);	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	uploader/tencent_uploader/__init__.py	19	__all__ = [	CODE
LOW	uploader/tencent_uploader/main.py	534	async def set_short_title(self, page: Page, title: str, short_title: str \| None = None) -> None:	CODE
LOW	uploader/tencent_uploader/main.py	841	async def set_thumbnail(self, page: Page) -> None:	CODE
LOW	uploader/douyin_uploader/main.py	406	async def set_self_declaration(self, page: Page, declaration: str = "内容为个人观点或见解") -> None:	CODE

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	uploader/tencent_uploader/main.py	720	CODE
LOW	uploader/douyin_uploader/main.py	503	CODE
LOW	myUtils/postVideo.py	32	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	uploader/baijiahao_uploader/main.py	119		CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	sau_frontend/src/api/index.js	1	// API 统一导出	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings