hero8152/Infinite-Canvas

7.2

Adjusted Score

7.2

Raw Score

100%

Time Factor

2026-08-28

Last Push

3.0K

Stars

Python

Language

109.2K

Lines of Code

Files

1.3K

Pattern Hits

2026-08-29

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 2MEDIUM 22LOW 1234

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 1258 distinct pattern matches across 7 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.

Hyper-Verbose Identifiers891 hits · 553 pts

Severity	File	Line	Snippet	Context
LOW⚡	main.py	143	async def broadcast_asset_library_updated(self, updated_at: int = 0):	CODE
LOW⚡	main.py	714	def runninghub_wallet_key_env():	CODE
LOW⚡	main.py	717	def volcengine_access_key_env():	CODE
LOW⚡	main.py	720	def volcengine_secret_key_env():	CODE
LOW⚡	main.py	750	def runninghub_wallet_key_value() -> str:	CODE
LOW⚡	main.py	754	def volcengine_access_key_value() -> str:	CODE
LOW⚡	main.py	758	def volcengine_secret_key_value() -> str:	CODE
LOW⚡	main.py	762	def volcengine_provider_api_key(explicit_key: str = "") -> str:	CODE
LOW⚡	main.py	1206	def locked_recommended_provider_rule(provider_id="", name="", base_url=""):	CODE
LOW⚡	main.py	1220	def apply_locked_recommended_model_rules(base_url="", grouped=None):	CODE
LOW⚡	main.py	2343	def update_backup_manifest_path(backup_dir: str) -> str:	CODE
LOW⚡	main.py	2346	def read_update_backup_manifest(backup_dir: str) -> Dict[str, Any]:	CODE
LOW⚡	main.py	2354	def write_update_backup_manifest(backup_dir: str, payload: Dict[str, Any]) -> None:	CODE
LOW⚡	main.py	4760	def is_tudou_async_image_mode(provider, model=""):	CODE
LOW⚡	main.py	4766	def is_tudou_async_image_model(model):	CODE
LOW⚡	main.py	4769	def tudou_image_model_for_request(model):	CODE
LOW⚡	main.py	4994	def codex_output_url_from_path(path):	CODE
LOW⚡	main.py	5671	def gemini_cli_reference_note(reference_images=None):	CODE
LOW⚡	main.py	5681	async def gemini_cli_reference_paths(reference_images=None):	CODE
LOW⚡	main.py	5684	def gemini_cli_image_size_instruction(size="", model=""):	CODE
LOW⚡	main.py	5994	def jimeng_video_submit_poll_seconds():	CODE
LOW⚡	main.py	6375	def jimeng_transition_duration(total_duration, transition_count):	CODE
LOW⚡	main.py	6383	def jimeng_multiframe_transition_prompts(prompt, segments):	CODE
LOW⚡	main.py	6628	def jimeng_normalize_upscale_resolution(value):	CODE
LOW⚡	main.py	6632	async def generate_jimeng_upscale_image(reference_images, resolution_type):	CODE
LOW⚡	main.py	7043	async def get_asset_classification_prompt():	CODE
LOW⚡	main.py	7052	async def update_asset_classification_prompt(payload: Dict[str, str]):	CODE
LOW⚡	main.py	7056	def media_preview_cache_paths(path: str, width: int):	CODE
LOW⚡	main.py	7484	def load_asset_classification_prompt():	CODE
LOW⚡	main.py	7495	def save_asset_classification_prompt(text):	CODE
LOW⚡	main.py	7587	def parse_asset_classification_text(text):	CODE
LOW⚡	main.py	7600	def _read_local_upload_classification(filename):	CODE
LOW⚡	main.py	7610	def _write_local_upload_classification(filename, classification):	CODE
LOW⚡	main.py	7615	def asset_classification_prompt(extra_prompt=""):	CODE
LOW⚡	main.py	7622	async def classify_image_with_provider(abs_path, provider_id="", model="", ms_model="", prompt=""):	CODE
LOW⚡	main.py	7635	async def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_model="", prompt=""):	CODE
LOW⚡	main.py	7642	def migrate_asset_library_into_dirs():	CODE
LOW⚡	main.py	7689	def asset_library_workflow_category(lib, library_id="", category_id=""):	CODE
LOW⚡	main.py	7928	def normalize_prompt_category_id(category="custom"):	CODE
LOW⚡	main.py	7932	def normalize_prompt_library_item(item):	CODE
LOW⚡	main.py	8403	def attachment_embedded_image_data_urls(refs, max_images=4):	CODE
LOW⚡	main.py	8513	def volcengine_video_duration(duration) -> int:	CODE
LOW⚡	main.py	8520	def volcengine_video_resolution(value: str) -> str:	CODE
LOW⚡	main.py	8530	def probe_local_audio_duration_seconds(value: str) -> Optional[float]:	CODE
LOW⚡	main.py	10076	def rewrite_runninghub_file_url(url):	CODE
LOW⚡	main.py	10087	def runninghub_extract_outputs(data):	CODE
LOW⚡	main.py	10179	def runninghub_is_workflow_link_value(value):	CODE
LOW⚡	main.py	10187	def runninghub_workflow_node_info_list(workflow_json):	CODE
LOW⚡	main.py	10522	def runninghub_size_for_aspect(aspect_ratio, fallback="1280x720"):	CODE
LOW⚡	main.py	10532	def runninghub_is_image_to_video(value):	CODE
LOW⚡	main.py	10537	def runninghub_apply_schema_defaults(body, params):	CODE
LOW⚡	main.py	11461	def image_size_from_reference(ref):	CODE
LOW⚡	main.py	11474	def chat_requested_image_count(message):	CODE
LOW⚡	main.py	11484	def chat_split_parallel_prompts(prompt, count):	CODE
LOW⚡	main.py	12017	def _local_upload_safe_folder(path_value):	CODE
LOW⚡	main.py	12021	def _local_upload_safe_folder_name(name):	CODE
LOW⚡	main.py	12028	def _local_upload_safe_file_stem(name):	CODE
LOW⚡	main.py	12036	def _local_upload_caption_path(filename):	CODE
LOW⚡	main.py	12039	def _read_local_upload_caption(filename):	CODE
LOW⚡	main.py	12089	def _local_upload_folder_node(path="", name="全部上传"):	CODE
831 more matches not shown…

Excessive Try-Catch Wrapping263 hits · 171 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	3493	def get_comfy_history(comfy_address, prompt_id):	CODE
MEDIUM	main.py	3589	def load_projects():	CODE
MEDIUM	main.py	4286	def extract_image(data):	CODE
MEDIUM	main.py	4618	def remember_stream_images_from(value):	CODE
MEDIUM	main.py	5988	def jimeng_poll_seconds(default=JIMENG_DEFAULT_POLL_SECONDS):	CODE
MEDIUM	main.py	7484	def load_asset_classification_prompt():	CODE
MEDIUM	main.py	7635	def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_mode	CODE
MEDIUM	main.py	7785	def shared_folders_load():	CODE
MEDIUM	main.py	8255	def _xlsx_shared_strings(archive):	CODE
MEDIUM	main.py	8513	def volcengine_video_duration(duration) -> int:	CODE
MEDIUM	main.py	8812	def apimart_video_duration(duration) -> int:	CODE
MEDIUM	main.py	8819	def apimart_veo31_duration(duration) -> int:	CODE
MEDIUM	main.py	10151	def log_runninghub_error(stage, raw=None, **extra):	CODE
MEDIUM	main.py	10766	def normalize_seed_uint32(value):	CODE
MEDIUM	main.py	10808	def _num(raw, default):	CODE
MEDIUM	main.py	11733	def stream_remote():	CODE
MEDIUM	main.py	12189	def _sniff_image_ext(path):	CODE
MEDIUM	main.py	14903	def agnes_video_frame_count(duration, fps=24):	CODE
MEDIUM	main.py	15035	def yuli_video_seconds(duration) -> str:	CODE
MEDIUM	main.py	15263	def tudou_snap_choice(value, choices, default):	CODE
MEDIUM	main.py	16198	def smart_canvas_prompt_templates():	CODE
LOW⚡	main.py	139	except Exception as e:	CODE
LOW⚡	main.py	151	except Exception as e:	CODE
LOW⚡	main.py	160	except Exception as e:	CODE
LOW⚡	main.py	188	except Exception as exc:	CODE
LOW⚡	main.py	193	except Exception as exc:	CODE
LOW⚡	main.py	198	except Exception as exc:	CODE
LOW⚡	main.py	1202	except Exception:	CODE
LOW⚡	main.py	1212	except Exception:	CODE
LOW⚡	main.py	2351	except Exception:	CODE
LOW⚡	main.py	3962	except Exception:	CODE
LOW⚡	main.py	3965	except Exception:	CODE
LOW⚡	main.py	3968	except Exception:	CODE
LOW⚡	main.py	4990	except Exception:	CODE
LOW⚡	main.py	5000	except Exception:	CODE
LOW⚡	main.py	5991	except Exception:	CODE
LOW⚡	main.py	5998	except Exception:	CODE
LOW⚡	main.py	6369	except Exception:	CODE
LOW⚡	main.py	6379	except Exception:	CODE
LOW⚡	main.py	6623	except Exception:	CODE
LOW⚡	main.py	7491	except Exception as exc:	CODE
LOW⚡	main.py	7595	except Exception:	CODE
LOW⚡	main.py	7607	except Exception:	CODE
LOW⚡	main.py	7638	except Exception as exc:	CODE
LOW⚡	main.py	7647	except Exception as exc:	CODE
LOW⚡	main.py	7681	except Exception as exc:	CODE
LOW⚡	main.py	7686	except Exception as exc:	CODE
LOW⚡	main.py	7924	except Exception as e:	CODE
LOW⚡	main.py	8397	except Exception as exc:	CODE
LOW⚡	main.py	8399	except Exception as exc:	CODE
LOW⚡	main.py	8516	except Exception:	CODE
LOW⚡	main.py	10082	except Exception:	CODE
LOW⚡	main.py	10175	except Exception:	CODE
LOW⚡	main.py	11470	except Exception as exc:	CODE
LOW⚡	main.py	12079	except Exception:	CODE
LOW⚡	main.py	13395	except Exception:	CODE
LOW⚡	main.py	13425	except Exception:	CODE
LOW⚡	main.py	13440	except Exception:	CODE
LOW⚡	main.py	15055	except Exception:	CODE
LOW⚡	main.py	15064	except Exception:	CODE
203 more matches not shown…

Deep Nesting94 hits · 47 pts

Severity	File	Line	Context
LOW	main.py	519	CODE
LOW	main.py	723	CODE
LOW	main.py	842	CODE
LOW	main.py	1146	CODE
LOW	main.py	1363	CODE
LOW	main.py	1567	CODE
LOW	main.py	1702	CODE
LOW	main.py	1954	CODE
LOW	main.py	2455	CODE
LOW	main.py	2645	CODE
LOW	main.py	3239	CODE
LOW	main.py	3277	CODE
LOW	main.py	3307	CODE
LOW	main.py	3479	CODE
LOW	main.py	3715	CODE
LOW	main.py	3798	CODE
LOW	main.py	3820	CODE
LOW	main.py	4176	CODE
LOW	main.py	4286	CODE
LOW	main.py	4445	CODE
LOW	main.py	4579	CODE
LOW	main.py	5562	CODE
LOW	main.py	5704	CODE
LOW	main.py	5870	CODE
LOW	main.py	6029	CODE
LOW	main.py	6292	CODE
LOW	main.py	6335	CODE
LOW	main.py	6655	CODE
LOW	main.py	6841	CODE
LOW	main.py	7484	CODE
LOW	main.py	7642	CODE
LOW	main.py	7847	CODE
LOW	main.py	7868	CODE
LOW	main.py	8197	CODE
LOW	main.py	8296	CODE
LOW	main.py	8327	CODE
LOW	main.py	8375	CODE
LOW	main.py	8416	CODE
LOW	main.py	8578	CODE
LOW	main.py	8633	CODE
LOW	main.py	8969	CODE
LOW	main.py	9031	CODE
LOW	main.py	9076	CODE
LOW	main.py	9290	CODE
LOW	main.py	9508	CODE
LOW	main.py	10087	CODE
LOW	main.py	10187	CODE
LOW	main.py	10315	CODE
LOW	main.py	10537	CODE
LOW	main.py	10598	CODE
LOW	main.py	10912	CODE
LOW	main.py	11092	CODE
LOW	main.py	11172	CODE
LOW	main.py	11744	CODE
LOW	main.py	11829	CODE
LOW	main.py	11857	CODE
LOW	main.py	12141	CODE
LOW	main.py	12196	CODE
LOW	main.py	12264	CODE
LOW	main.py	12408	CODE
34 more matches not shown…

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	main.py	6096	". ~/.profile >/dev/null 2>&1 \|\| true; . ~/.bashrc >/dev/null 2>&1 \|\| true; "	CODE
HIGH	main.py	6097	"DREAMINA_BIN=$(command -v dreamina \|\| find \"$HOME\" -maxdepth 4 -type f -name dreamina 2>/dev/null \| head	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	static/klein.html	300	<div id="placeholder" class="text-center space-y-4 opacity-20">	CODE
LOW	static/klein.html	513	const placeholder = document.getElementById('placeholder');	CODE
LOW	static/klein.html	592	const placeholder = document.getElementById('placeholder');	CODE
LOW	static/online.html	199	<div id="placeholder" class="text-center space-y-4 opacity-20"><i data-lucide="layout" class="w-12 h	CODE
LOW	static/online.html	622	const btn = document.getElementById('genBtn'), loader = document.getElementById('loader'), placeholder = doc	CODE
LOW	static/js/i18n-core.js	45	el.setAttribute('placeholder', t(el.dataset.i18nPlaceholder));	CODE

Dead Code1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	7455		CODE

Unused Imports1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	main.py	13		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings