hero8152/Infinite-Canvas

6.8

Adjusted Score

6.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

2.1K

Stars

Python

Language

102.3K

Lines of Code

Files

1.1K

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 2MEDIUM 19LOW 1088

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 1109 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 Identifiers773 hits · 477 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	659	def runninghub_wallet_key_env():	CODE
LOW⚡	main.py	662	def volcengine_access_key_env():	CODE
LOW⚡	main.py	665	def volcengine_secret_key_env():	CODE
LOW⚡	main.py	695	def runninghub_wallet_key_value() -> str:	CODE
LOW⚡	main.py	699	def volcengine_access_key_value() -> str:	CODE
LOW⚡	main.py	703	def volcengine_secret_key_value() -> str:	CODE
LOW⚡	main.py	707	def volcengine_provider_api_key(explicit_key: str = "") -> str:	CODE
LOW⚡	main.py	1141	def locked_recommended_provider_rule(provider_id="", name="", base_url=""):	CODE
LOW⚡	main.py	1155	def apply_locked_recommended_model_rules(base_url="", grouped=None):	CODE
LOW⚡	main.py	4413	def codex_output_url_from_path(path):	CODE
LOW⚡	main.py	5090	def gemini_cli_reference_note(reference_images=None):	CODE
LOW⚡	main.py	5100	async def gemini_cli_reference_paths(reference_images=None):	CODE
LOW⚡	main.py	5103	def gemini_cli_image_size_instruction(size="", model=""):	CODE
LOW⚡	main.py	5714	def jimeng_transition_duration(total_duration, transition_count):	CODE
LOW⚡	main.py	5722	def jimeng_video_model_version(model):	CODE
LOW⚡	main.py	6685	def parse_asset_classification_text(text):	CODE
LOW⚡	main.py	6698	def _read_local_upload_classification(filename):	CODE
LOW⚡	main.py	6708	def _write_local_upload_classification(filename, classification):	CODE
LOW⚡	main.py	6713	def asset_classification_prompt(extra_prompt=""):	CODE
LOW⚡	main.py	6719	async def classify_image_with_provider(abs_path, provider_id="", model="", ms_model="", prompt=""):	CODE
LOW⚡	main.py	6732	async def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_model="", prompt=""):	CODE
LOW⚡	main.py	6739	def migrate_asset_library_into_dirs():	CODE
LOW⚡	main.py	6786	def asset_library_workflow_category(lib, library_id="", category_id=""):	CODE
LOW⚡	main.py	7025	def normalize_prompt_category_id(category="custom"):	CODE
LOW⚡	main.py	7029	def normalize_prompt_library_item(item):	CODE
LOW⚡	main.py	7500	def attachment_embedded_image_data_urls(refs, max_images=4):	CODE
LOW⚡	main.py	7610	def volcengine_video_duration(duration) -> int:	CODE
LOW⚡	main.py	7617	def volcengine_video_resolution(value: str) -> str:	CODE
LOW⚡	main.py	7627	def probe_local_audio_duration_seconds(value: str) -> Optional[float]:	CODE
LOW⚡	main.py	9167	def rewrite_runninghub_file_url(url):	CODE
LOW⚡	main.py	9178	def runninghub_extract_outputs(data):	CODE
LOW⚡	main.py	9252	def runninghub_is_workflow_link_value(value):	CODE
LOW⚡	main.py	9260	def runninghub_workflow_node_info_list(workflow_json):	CODE
LOW⚡	main.py	10505	def image_size_from_reference(ref):	CODE
LOW⚡	main.py	10518	def chat_requested_image_count(message):	CODE
LOW⚡	main.py	10528	def chat_split_parallel_prompts(prompt, count):	CODE
LOW⚡	main.py	10979	def _local_upload_safe_folder(path_value):	CODE
LOW⚡	main.py	10983	def _local_upload_safe_folder_name(name):	CODE
LOW⚡	main.py	10990	def _local_upload_safe_file_stem(name):	CODE
LOW⚡	main.py	10998	def _local_upload_caption_path(filename):	CODE
LOW⚡	main.py	11001	def _read_local_upload_caption(filename):	CODE
LOW⚡	main.py	11051	def _local_upload_folder_node(path="", name="全部上传"):	CODE
LOW⚡	main.py	11061	def _local_upload_tree_and_items():	CODE
LOW⚡	main.py	12331	def volcengine_task_probe_url(base_url: str):	CODE
LOW⚡	main.py	12339	async def probe_volcengine_task_endpoint(client, base_url: str, api_key: str):	CODE
LOW⚡	main.py	12356	def openai_compat_root_for_probe(base_url: str):	CODE
LOW⚡	main.py	12364	async def probe_openai_compat_bearer_endpoint(client, base_url: str, api_key: str):	CODE
LOW⚡	main.py	12386	async def probe_openai_models_endpoint(client, base_url: str, api_key: str):	CODE
LOW⚡	main.py	13702	async def generate_lingjing_openai_video(client, payload, provider, base_url, requested_model):	CODE
LOW⚡	main.py	15063	async def rename_asset_library_category(category_id: str, payload: AssetLibraryRenameRequest):	CODE
LOW⚡	main.py	15073	async def delete_asset_library_category(category_id: str, library_id: str = ""):	CODE
LOW⚡	main.py	16695	def runninghub_workflow_store_path() -> str:	CODE
LOW⚡	main.py	16698	def load_runninghub_workflow_store():	CODE
LOW⚡	main.py	16708	def save_runninghub_workflow_store(store):	CODE
LOW⚡	main.py	16713	def runninghub_workflow_config_has_payload(cfg):	CODE
LOW⚡	main.py	16718	def runninghub_static_workflow_entry(workflow_id: str):	CODE
LOW⚡	main.py	16728	def runninghub_static_workflow_config(workflow_id: str):	CODE
LOW⚡	main.py	16857	def runninghub_select_workflow_config(local_cfg, provider_cfg, workflow_id: str = ""):	CODE
LOW	main.py	456	def ensure_runtime_config_files():	CODE
713 more matches not shown…

Excessive Try-Catch Wrapping242 hits · 158 pts

Severity	File	Line	Snippet	Context
MEDIUM	main.py	3054	def get_comfy_history(comfy_address, prompt_id):	CODE
MEDIUM	main.py	3150	def load_projects():	CODE
MEDIUM	main.py	3826	def extract_image(data):	CODE
MEDIUM	main.py	4158	def remember_stream_images_from(value):	CODE
MEDIUM	main.py	5381	def jimeng_poll_seconds(default=JIMENG_DEFAULT_POLL_SECONDS):	CODE
MEDIUM	main.py	6732	def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_mode	CODE
MEDIUM	main.py	6882	def shared_folders_load():	CODE
MEDIUM	main.py	7352	def _xlsx_shared_strings(archive):	CODE
MEDIUM	main.py	7610	def volcengine_video_duration(duration) -> int:	CODE
MEDIUM	main.py	7909	def apimart_video_duration(duration) -> int:	CODE
MEDIUM	main.py	7916	def apimart_veo31_duration(duration) -> int:	CODE
MEDIUM	main.py	9834	def normalize_seed_uint32(value):	CODE
MEDIUM	main.py	9876	def _num(raw, default):	CODE
MEDIUM	main.py	10780	def stream_remote():	CODE
MEDIUM	main.py	11151	def _sniff_image_ext(path):	CODE
MEDIUM	main.py	13525	def agnes_video_frame_count(duration, fps=24):	CODE
MEDIUM	main.py	13657	def yuli_video_seconds(duration) -> str:	CODE
MEDIUM	main.py	14487	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	1147	except Exception:	CODE
LOW⚡	main.py	3519	except Exception:	CODE
LOW⚡	main.py	3522	except Exception:	CODE
LOW⚡	main.py	3525	except Exception:	CODE
LOW⚡	main.py	4409	except Exception:	CODE
LOW⚡	main.py	4419	except Exception:	CODE
LOW⚡	main.py	5710	except Exception:	CODE
LOW⚡	main.py	5718	except Exception:	CODE
LOW⚡	main.py	6693	except Exception:	CODE
LOW⚡	main.py	6705	except Exception:	CODE
LOW⚡	main.py	6735	except Exception as exc:	CODE
LOW⚡	main.py	6744	except Exception as exc:	CODE
LOW⚡	main.py	6778	except Exception as exc:	CODE
LOW⚡	main.py	6783	except Exception as exc:	CODE
LOW⚡	main.py	7021	except Exception as e:	CODE
LOW⚡	main.py	7494	except Exception as exc:	CODE
LOW⚡	main.py	7496	except Exception as exc:	CODE
LOW⚡	main.py	7613	except Exception:	CODE
LOW⚡	main.py	9173	except Exception:	CODE
LOW⚡	main.py	9248	except Exception:	CODE
LOW⚡	main.py	10514	except Exception as exc:	CODE
LOW⚡	main.py	11041	except Exception:	CODE
LOW⚡	main.py	12346	except Exception:	CODE
LOW⚡	main.py	12376	except Exception:	CODE
LOW⚡	main.py	12391	except Exception:	CODE
LOW⚡	main.py	13677	except Exception:	CODE
LOW⚡	main.py	13686	except Exception:	CODE
LOW⚡	main.py	13695	except Exception:	CODE
LOW⚡	main.py	15055	except Exception as exc:	CODE
LOW⚡	main.py	16705	except Exception:	CODE
LOW⚡	main.py	16862	except Exception:	CODE
LOW⚡	main.py	16866	except Exception:	CODE
LOW	main.py	116	except Exception as e:	CODE
LOW	main.py	125	except Exception as e:	CODE
LOW	main.py	211	except Exception as e:	CODE
LOW	main.py	312	except Exception:	CODE
182 more matches not shown…

Deep Nesting84 hits · 42 pts

Severity	File	Line	Context
LOW	main.py	467	CODE
LOW	main.py	668	CODE
LOW	main.py	787	CODE
LOW	main.py	1089	CODE
LOW	main.py	1420	CODE
LOW	main.py	1555	CODE
LOW	main.py	1807	CODE
LOW	main.py	2161	CODE
LOW	main.py	2333	CODE
LOW	main.py	2838	CODE
LOW	main.py	2868	CODE
LOW	main.py	3040	CODE
LOW	main.py	3276	CODE
LOW	main.py	3359	CODE
LOW	main.py	3381	CODE
LOW	main.py	3721	CODE
LOW	main.py	3826	CODE
LOW	main.py	3985	CODE
LOW	main.py	4119	CODE
LOW	main.py	4981	CODE
LOW	main.py	5123	CODE
LOW	main.py	5289	CODE
LOW	main.py	5933	CODE
LOW	main.py	6108	CODE
LOW	main.py	6739	CODE
LOW	main.py	6944	CODE
LOW	main.py	6965	CODE
LOW	main.py	7294	CODE
LOW	main.py	7393	CODE
LOW	main.py	7424	CODE
LOW	main.py	7472	CODE
LOW	main.py	7513	CODE
LOW	main.py	7675	CODE
LOW	main.py	7730	CODE
LOW	main.py	8066	CODE
LOW	main.py	8128	CODE
LOW	main.py	8173	CODE
LOW	main.py	8387	CODE
LOW	main.py	8605	CODE
LOW	main.py	9178	CODE
LOW	main.py	9260	CODE
LOW	main.py	9388	CODE
LOW	main.py	9605	CODE
LOW	main.py	9666	CODE
LOW	main.py	9980	CODE
LOW	main.py	10222	CODE
LOW	main.py	10791	CODE
LOW	main.py	10819	CODE
LOW	main.py	11103	CODE
LOW	main.py	11158	CODE
LOW	main.py	11226	CODE
LOW	main.py	11370	CODE
LOW	main.py	11396	CODE
LOW	main.py	11800	CODE
LOW	main.py	12184	CODE
LOW	main.py	12490	CODE
LOW	main.py	12603	CODE
LOW	main.py	12748	CODE
LOW	main.py	12965	CODE
LOW	main.py	13310	CODE
24 more matches not shown…

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	main.py	5473	". ~/.profile >/dev/null 2>&1 \|\| true; . ~/.bashrc >/dev/null 2>&1 \|\| true; "	CODE
HIGH	main.py	5474	"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	6576		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