oobabooga/textgen

16.3

Adjusted Score

16.3

Raw Score

100%

Time Factor

2026-06-02

Last Push

47.4K

Stars

Python

Language

51.6K

Lines of Code

230

Files

555

Pattern Hits

2026-07-14

Scan Date

0.21

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 48MEDIUM 44LOW 463

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 555 distinct pattern matches across 18 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.

Cross-File Repetition42 hits · 210 pts

Severity	File	Snippet	Context
HIGH	docs/07 - Extensions.md	manipulates the probabilities for the next token before it gets sampled. used in the logits_processor_modifier function	STRING
HIGH	extensions/example/script.py	manipulates the probabilities for the next token before it gets sampled. used in the logits_processor_modifier function	STRING
HIGH	extensions/long_replies/script.py	manipulates the probabilities for the next token before it gets sampled. used in the logits_processor_modifier function	STRING
HIGH	docs/07 - Extensions.md	modifies the state variable, which is a dictionary containing the input values in the ui like sliders and checkboxes.	STRING
HIGH	extensions/example/script.py	modifies the state variable, which is a dictionary containing the input values in the ui like sliders and checkboxes.	STRING
HIGH	extensions/long_replies/script.py	modifies the state variable, which is a dictionary containing the input values in the ui like sliders and checkboxes.	STRING
HIGH	docs/07 - Extensions.md	modifies the user input string in chat mode (visible_text). you can also modify the internal representation of the user	STRING
HIGH	extensions/example/script.py	modifies the user input string in chat mode (visible_text). you can also modify the internal representation of the user	STRING
HIGH	extensions/long_replies/script.py	modifies the user input string in chat mode (visible_text). you can also modify the internal representation of the user	STRING
HIGH	docs/07 - Extensions.md	in default/notebook modes, modifies the whole prompt. in chat mode, it is the same as chat_input_modifier but only appli	STRING
HIGH	extensions/example/script.py	in default/notebook modes, modifies the whole prompt. in chat mode, it is the same as chat_input_modifier but only appli	STRING
HIGH	extensions/long_replies/script.py	in default/notebook modes, modifies the whole prompt. in chat mode, it is the same as chat_input_modifier but only appli	STRING
HIGH	docs/07 - Extensions.md	modifies the prefix for the next bot reply in chat mode. by default, the prefix will be something like "bot name:".	STRING
HIGH	extensions/example/script.py	modifies the prefix for the next bot reply in chat mode. by default, the prefix will be something like "bot name:".	STRING
HIGH	extensions/long_replies/script.py	modifies the prefix for the next bot reply in chat mode. by default, the prefix will be something like "bot name:".	STRING
HIGH	docs/07 - Extensions.md	adds logits processors to the list, allowing you to access and modify the next token probabilities. only used by loaders	STRING
HIGH	extensions/example/script.py	adds logits processors to the list, allowing you to access and modify the next token probabilities. only used by loaders	STRING
HIGH	extensions/long_replies/script.py	adds logits processors to the list, allowing you to access and modify the next token probabilities. only used by loaders	STRING
HIGH	docs/07 - Extensions.md	modifies the llm output before it gets presented. in chat mode, the modified version goes into history['visible'], and t	STRING
HIGH	extensions/example/script.py	modifies the llm output before it gets presented. in chat mode, the modified version goes into history['visible'], and t	STRING
HIGH	extensions/long_replies/script.py	modifies the llm output before it gets presented. in chat mode, the modified version goes into history['visible'], and t	STRING
HIGH	docs/07 - Extensions.md	replaces the function that generates the prompt from the chat history. only used in chat mode.	STRING
HIGH	extensions/example/script.py	replaces the function that generates the prompt from the chat history. only used in chat mode.	STRING
HIGH	extensions/long_replies/script.py	replaces the function that generates the prompt from the chat history. only used in chat mode.	STRING
HIGH	docs/07 - Extensions.md	returns a css string that gets appended to the css for the webui.	STRING
HIGH	extensions/example/script.py	returns a css string that gets appended to the css for the webui.	STRING
HIGH	extensions/long_replies/script.py	returns a css string that gets appended to the css for the webui.	STRING
HIGH	docs/07 - Extensions.md	returns a javascript string that gets appended to the javascript for the webui.	STRING
HIGH	extensions/example/script.py	returns a javascript string that gets appended to the javascript for the webui.	STRING
HIGH	extensions/long_replies/script.py	returns a javascript string that gets appended to the javascript for the webui.	STRING
HIGH	docs/07 - Extensions.md	gets executed only once, when the extension is imported.	STRING
HIGH	extensions/example/script.py	gets executed only once, when the extension is imported.	STRING
HIGH	extensions/long_replies/script.py	gets executed only once, when the extension is imported.	STRING
HIGH	docs/07 - Extensions.md	gets executed when the ui is drawn. custom gradio elements and their corresponding event handlers should be defined here	STRING
HIGH	extensions/example/script.py	gets executed when the ui is drawn. custom gradio elements and their corresponding event handlers should be defined here	STRING
HIGH	extensions/long_replies/script.py	gets executed when the ui is drawn. custom gradio elements and their corresponding event handlers should be defined here	STRING
HIGH	extensions/sd_api_pictures/script.py	this function is applied to your text inputs before they are fed into the model.	STRING
HIGH	extensions/character_bias/script.py	this function is applied to your text inputs before they are fed into the model.	STRING
HIGH	extensions/google_translate/script.py	this function is applied to your text inputs before they are fed into the model.	STRING
HIGH	extensions/sd_api_pictures/script.py	this function is only applied in chat mode. it modifies the prefix text for the bot and can be used to bias its behavior	STRING
HIGH	extensions/character_bias/script.py	this function is only applied in chat mode. it modifies the prefix text for the bot and can be used to bias its behavior	STRING
HIGH	extensions/google_translate/script.py	this function is only applied in chat mode. it modifies the prefix text for the bot and can be used to bias its behavior	STRING

Hyper-Verbose Identifiers177 hits · 176 pts

Severity	File	Line	Snippet	Context
LOW	download-model.py	59	def sanitize_model_and_branch_names(self, model, branch):	CODE
LOW	download-model.py	79	def get_download_links_from_huggingface(self, model, branch, text_only=False, specific_file=None, exclude_pattern=No	CODE
LOW⚡	download-model.py	205	def initialize_progress_bar_slots(self, num_threads):	CODE
LOW⚡	download-model.py	208	def get_progress_bar_position(self):	CODE
LOW⚡	download-model.py	217	def release_progress_bar_position(self, slot):	CODE
LOW	one_click.py	111	def get_pytorch_install_command(gpu_choice):	CODE
LOW	one_click.py	129	def get_pytorch_update_command(gpu_choice):	CODE
LOW	one_click.py	237	def generate_alphabetic_sequence(index):	CODE
LOW	one_click.py	265	def update_pytorch_and_python():	CODE
LOW	one_click.py	272	def clean_outdated_pytorch_cuda_dependencies():	CODE
LOW	one_click.py	476	def install_extensions_requirements():	CODE
LOW	js/main.js	58	function isFocusedOnEditableTextbox(event) {	CODE
LOW	js/main.js	694	function handleIndividualSidebarClose(event) {	CODE
LOW	js/main.js	799	function navigateLastAssistantMessage(direction) {	CODE
LOW	js/morphdom/morphdom-umd.min.js	1	(function(global,factory){typeof exports==="object"&&typeof module!=="undefined"?module.exports=factory():typeof define=	CODE
LOW	docs/07 - Extensions.md	54	\| `def custom_generate_chat_prompt(...)` \| Overrides the prompt generator in chat mode. \|	CODE
LOW	docs/07 - Extensions.md	195	def logits_processor_modifier(processor_list, input_ids):	CODE
LOW	docs/07 - Extensions.md	213	def custom_generate_chat_prompt(user_input, state, **kwargs):	CODE
LOW	extensions/example/script.py	86	def logits_processor_modifier(processor_list, input_ids):	CODE
LOW	extensions/example/script.py	104	def custom_generate_chat_prompt(user_input, state, **kwargs):	CODE
LOW	extensions/silero_tts/tts_preprocessor.py	162	def replace_lowercase_abbreviations(string):	CODE
LOW	extensions/perplexity_colors/script.py	92	def logits_processor_modifier(logits_processor_list, input_ids):	CODE
LOW	extensions/perplexity_colors/script.py	234	def probability_perplexity_color_scale(prob, max_prob, ppl):	CODE
LOW	extensions/perplexity_colors/script.py	436	def convert_to_markdown_wrapped(string, use_cache=True):	STRING
LOW⚡	extensions/perplexity_colors/script.py	449	def update_color_by_ppl_check(x):	STRING
LOW⚡	extensions/perplexity_colors/script.py	452	def update_color_by_prob_check(x):	STRING
LOW⚡	extensions/perplexity_colors/script.py	455	def update_prob_dropdown_check(x):	STRING
LOW	extensions/superboogav2/chat_handler.py	102	def custom_generate_chat_prompt_internal(user_input: str, state: dict, collector: ChromaCollector, **kwargs):	CODE
LOW	extensions/superboogav2/data_processor.py	17	def preprocess_text_no_summary(text) -> str:	CODE
LOW	extensions/superboogav2/data_processor.py	56	def _create_chunks_with_context(corpus, chunk_len, context_left, context_right):	CODE
LOW	extensions/superboogav2/data_processor.py	142	def process_and_add_to_collector(corpus: str, collector: ChromaCollector, clear_collector_before_adding: bool, metadata:	CODE
LOW	extensions/superboogav2/chromadb.py	142	def _split_texts_by_cache_hit(self, texts: list[str], new_ids: list[str], metadatas: list[dict]):	CODE
LOW	extensions/superboogav2/chromadb.py	173	def _find_min_max_start_index(self):	CODE
LOW	extensions/superboogav2/chromadb.py	187	def _apply_sigmoid_time_weighing(self, infos: list[Info], document_len: int, time_steepness: float, time_power: floa	CODE
LOW	extensions/superboogav2/chromadb.py	205	def _filter_outliers_by_median_distance(self, infos: list[Info], significant_level: float):	CODE
LOW	extensions/superboogav2/chromadb.py	242	def _get_documents_ids_distances(self, search_strings: list[str], n_results: int):	CODE
LOW	extensions/superboogav2/chromadb.py	289	def _get_documents_up_to_token_count(self, documents: list[str], max_token_count: int):	CODE
LOW	extensions/superboogav2/parameters.py	83	def get_num_conversion_strategy() -> str:	CODE
LOW	extensions/superboogav2/parameters.py	95	def should_remove_punctuation() -> bool:	CODE
LOW	extensions/superboogav2/parameters.py	103	def should_remove_specific_pos() -> bool:	CODE
LOW	extensions/superboogav2/parameters.py	123	def set_num_conversion_strategy(value: str):	CODE
LOW⚡	extensions/superboogav2/script.py	50	def _feed_data_into_collector(corpus):	CODE
LOW⚡	extensions/superboogav2/script.py	56	def _feed_file_into_collector(files):	CODE
LOW	extensions/superboogav2/script.py	195	def _get_optimizable_settings() -> list:	CODE
LOW	extensions/superboogav2/script.py	288	def custom_generate_chat_prompt(user_input, state, **kwargs):	CODE
LOW	extensions/superbooga/chromadb.py	31	def get_documents_ids_distances(self, search_strings: list[str], n_results: int):	CODE
LOW	extensions/superbooga/chromadb.py	58	def apply_time_weight_to_distances(self, ids: list[int], distances: list[float], time_weight: float = 1.0) -> list[f	CODE
LOW	extensions/superbooga/script.py	96	def custom_generate_chat_prompt(user_input, state, **kwargs):	CODE
LOW	extensions/long_replies/script.py	88	def logits_processor_modifier(processor_list, input_ids):	CODE
LOW	extensions/long_replies/script.py	106	def custom_generate_chat_prompt(user_input, state, **kwargs):	CODE
LOW	modules/llama_cpp_server.py	157	def _process_images_for_generation(self, state: dict) -> List[Any]:	CODE
LOW	modules/llama_cpp_server.py	329	def get_prompt_logprob_entries(self, token_ids, n_probs=5, prompt=""):	CODE
LOW	modules/llama_cpp_server.py	634	def filter_stderr_with_progress(process_stderr):	CODE
LOW	modules/exllamav3_hf.py	117	def prepare_inputs_for_generation(self, input_ids, **kwargs):	CODE
LOW	modules/exllamav3.py	256	def _process_images_for_generation(self, prompt: str, state: dict) -> Tuple[str, List[Any]]:	CODE
LOW⚡	modules/image_utils.py	96	def convert_image_attachments_to_pil(image_attachments: List[dict]) -> List[Image.Image]:	CODE
LOW⚡	modules/image_utils.py	111	def convert_openai_messages_to_images(messages: List[dict]) -> List[Image.Image]:	CODE
LOW	modules/ui_chat.py	153	def create_character_settings_ui():	CODE
LOW	modules/models.py	15	def load_model_if_idle_unloaded():	CODE
LOW	modules/presets.py	107	def neutralize_samplers_for_ui(state):	CODE
117 more matches not shown…

Excessive Try-Catch Wrapping126 hits · 161 pts

Severity	File	Line	Snippet	Context
MEDIUM	download-model.py	308	print(f"Error downloading {filename}: {e}.")	CODE
MEDIUM	download-model.py	404	print("Error: Please specify the model you'd like to download (e.g. 'python download-model.py facebook/opt-1.3b'	CODE
MEDIUM	download-model.py	432	print(f"Error: {err_branch}")	CODE
LOW	server.py	43	except Exception:	CODE
LOW	one_click.py	69	except Exception:	CODE
LOW	extensions/sd_api_pictures/script.py	267	except Exception:	CODE
LOW	extensions/sd_api_pictures/script.py	287	except Exception:	CODE
LOW	extensions/sd_api_pictures/script.py	301	except Exception:	CODE
LOW	extensions/sd_api_pictures/script.py	310	except Exception:	CODE
MEDIUM	extensions/sd_api_pictures/script.py	305	def get_samplers():	CODE
LOW	extensions/superboogav2/api.py	138	except Exception as e:	CODE
LOW	extensions/superboogav2/api.py	152	except Exception as e:	CODE
MEDIUM	extensions/superboogav2/api.py	88	def do_POST(self):	CODE
MEDIUM	extensions/superboogav2/api.py	141	def do_DELETE(self):	CODE
LOW	extensions/superboogav2/download_urls.py	36	except Exception:	CODE
MEDIUM	extensions/superboogav2/script.py	61	def read_binary_file(file_path):	CODE
MEDIUM	extensions/superboogav2/script.py	69	def extract_with_utf8(text):	CODE
MEDIUM	extensions/superboogav2/script.py	75	def extract_with_fitz(file_content):	CODE
MEDIUM	extensions/superboogav2/script.py	85	def extract_with_docx(file_path):	CODE
MEDIUM	extensions/superboogav2/script.py	94	def extract_with_pptx(file_path):	CODE
MEDIUM	extensions/superboogav2/script.py	134	def extract_with_pandas(file_path):	CODE
LOW⚡	extensions/superboogav2/script.py	65	except Exception:	CODE
LOW⚡	extensions/superboogav2/script.py	72	except Exception:	CODE
LOW⚡	extensions/superboogav2/script.py	82	except Exception:	CODE
LOW⚡	extensions/superboogav2/script.py	91	except Exception:	CODE
LOW	extensions/superboogav2/script.py	102	except Exception:	CODE
LOW	extensions/superboogav2/script.py	130	except Exception as e:	CODE
LOW	extensions/superboogav2/script.py	140	except Exception:	CODE
LOW	extensions/superboogav2/script.py	284	except Exception as e:	CODE
LOW	extensions/superbooga/download_urls.py	32	except Exception:	CODE
LOW	user_data/tools/calculate.py	51	except Exception as e:	CODE
LOW	modules/llama_cpp_server.py	598	except Exception:	CODE
LOW	modules/llama_cpp_server.py	688	except Exception:	CODE
LOW	modules/llama_cpp_server.py	696	except Exception:	CODE
LOW	modules/exllamav3_hf.py	22	except Exception:	CODE
LOW	modules/exllamav3.py	35	except Exception:	CODE
LOW	modules/exllamav3.py	81	except Exception:	CODE
LOW	modules/exllamav3.py	196	except Exception as e:	CODE
LOW	modules/exllamav3.py	303	except Exception as e:	CODE
LOW⚡	modules/exllamav3.py	560	except Exception as e:	CODE
LOW⚡	modules/exllamav3.py	566	except Exception as e:	CODE
LOW⚡	modules/exllamav3.py	572	except Exception as e:	CODE
LOW	modules/image_models.py	159	except Exception as e:	CODE
LOW	modules/image_utils.py	21	except Exception as e:	CODE
LOW	modules/image_utils.py	44	except Exception as e:	CODE
LOW	modules/image_utils.py	74	except Exception as e:	CODE
LOW⚡	modules/image_utils.py	86	except Exception as e:	CODE
LOW⚡	modules/image_utils.py	106	except Exception as e:	CODE
LOW	modules/models.py	101	except Exception as e:	CODE
LOW	modules/ui.py	370	except Exception:	CODE
LOW	modules/ui.py	415	except Exception as e:	CODE
LOW	modules/tool_use.py	41	except Exception:	CODE
LOW	modules/tool_use.py	105	except Exception:	CODE
LOW	modules/tool_use.py	264	except Exception as e:	CODE
LOW	modules/prompts.py	38	except Exception:	CODE
MEDIUM	modules/prompts.py	34	def count_tokens(text):	CODE
LOW	modules/extensions.py	75	except Exception:	CODE
MEDIUM	modules/chat.py	2062	def load_history_json(file, history):	CODE
LOW	modules/chat.py	785	except Exception as e:	CODE
LOW	modules/chat.py	1003	except Exception as e:	CODE
66 more matches not shown…

Deep Nesting111 hits · 102 pts

Severity	File	Line	Context
LOW	download-model.py	79	CODE
LOW	download-model.py	221	CODE
LOW	one_click.py	111	CODE
LOW	one_click.py	129	CODE
LOW	one_click.py	147	CODE
LOW	one_click.py	323	CODE
LOW	extensions/sd_api_pictures/script.py	46	CODE
LOW	extensions/sd_api_pictures/script.py	316	CODE
LOW	extensions/gallery/script.py	72	CODE
LOW	extensions/perplexity_colors/script.py	108	CODE
LOW	extensions/superboogav2/optimize.py	40	CODE
LOW	extensions/superboogav2/chat_handler.py	102	CODE
LOW	extensions/superboogav2/data_processor.py	17	CODE
LOW	extensions/superboogav2/data_processor.py	142	CODE
LOW	extensions/superboogav2/benchmark.py	19	CODE
LOW	extensions/superboogav2/chromadb.py	27	CODE
LOW	extensions/superboogav2/api.py	88	CODE
LOW	extensions/superboogav2/script.py	56	CODE
LOW	extensions/superboogav2/script.py	228	CODE
LOW	extensions/superboogav2/script.py	296	CODE
LOW	extensions/superboogav2/script.py	105	CODE
LOW	extensions/superbooga/script.py	96	CODE
LOW	modules/llama_cpp_server.py	634	CODE
LOW	modules/llama_cpp_server.py	700	CODE
LOW	modules/llama_cpp_server.py	73	CODE
LOW	modules/llama_cpp_server.py	178	CODE
LOW	modules/llama_cpp_server.py	415	CODE
LOW	modules/exllamav3_hf.py	124	CODE
LOW	modules/exllamav3.py	72	CODE
LOW	modules/exllamav3.py	307	CODE
LOW	modules/image_models.py	80	CODE
LOW	modules/image_utils.py	49	CODE
LOW	modules/image_utils.py	96	CODE
LOW	modules/ui_chat.py	17	CODE
LOW	modules/ui_chat.py	153	CODE
LOW	modules/ui_chat.py	212	CODE
LOW	modules/models.py	163	CODE
LOW	modules/ui.py	317	CODE
LOW	modules/ui_default.py	19	CODE
LOW	modules/html_generator.py	242	CODE
LOW	modules/html_generator.py	529	CODE
LOW	modules/html_generator.py	262	CODE
LOW	modules/sane_markdown_lists.py	201	CODE
LOW	modules/sane_markdown_lists.py	245	CODE
LOW	modules/sane_markdown_lists.py	277	CODE
LOW	modules/shared.py	432	CODE
LOW	modules/ui_parameters.py	9	CODE
LOW	modules/extensions.py	27	CODE
LOW	modules/extensions.py	87	CODE
LOW	modules/chat.py	193	CODE
LOW	modules/chat.py	236	CODE
LOW	modules/chat.py	282	CODE
LOW	modules/chat.py	333	CODE
LOW	modules/chat.py	351	CODE
LOW	modules/chat.py	827	CODE
LOW	modules/chat.py	928	CODE
LOW	modules/chat.py	1024	CODE
LOW	modules/chat.py	1071	CODE
LOW	modules/chat.py	1108	CODE
LOW	modules/chat.py	1403	CODE
51 more matches not shown…

Redundant / Tautological Comments27 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	one_click.py	204	# Set executable to None for Windows, bash for everything else	COMMENT
LOW	one_click.py	539	# Check if a model has been downloaded yet	COMMENT
LOW	extensions/superboogav2/optimize.py	58	# Check if the parameter is for optimization.	COMMENT
LOW	extensions/superboogav2/chat_handler.py	117	# Check if the strategy is to modify the last message. If so, prepend or append to the user query.	COMMENT
LOW	extensions/superboogav2/benchmark.py	36	# Check if the file exists	COMMENT
LOW	extensions/superboogav2/benchmark.py	38	# Open the file and read its content	COMMENT
LOW	extensions/superboogav2/chromadb.py	69	# Check if s1 and s2 are adjacent or overlapping	COMMENT
LOW⚡	extensions/superboogav2/data_preprocessor.py	41	# Check if token is a word	COMMENT
LOW⚡	extensions/superboogav2/data_preprocessor.py	43	# Check if token is not an abbreviation or constant	COMMENT
LOW⚡	extensions/superboogav2/data_preprocessor.py	53	# Check if token is a number of length `min_len` or more	COMMENT
LOW	extensions/superboogav2/data_preprocessor.py	65	# Check if token is a number of length `min_len` or more	COMMENT
LOW	extensions/superboogav2/data_preprocessor.py	80	# Check if token is a number of length `min_len` or more	COMMENT
LOW	extensions/superboogav2/data_preprocessor.py	121	# Check if token is a word	COMMENT
LOW	modules/llama_cpp_server.py	251	# Check if the line starts with "data: " and remove it	COMMENT
LOW	modules/llama_cpp_server.py	589	# Check if process is still alive	COMMENT
LOW	modules/html_generator.py	227	# Check if thinking is complete or still in progress	STRING
LOW	modules/sane_markdown_lists.py	176	# Check if a custom start integer is set	COMMENT
LOW	modules/sane_markdown_lists.py	181	# Loop through items in block, recursively parsing each with the	COMMENT
LOW	modules/sane_markdown_lists.py	304	# Check if paragraph contains a list	COMMENT
LOW	modules/chat.py	548	# Check if we have attachments	COMMENT
LOW	modules/chat.py	1204	# Check if the current row has version metadata to sync during streaming	COMMENT
LOW	modules/training.py	239	# Check if the file already exists in the subfolder	COMMENT
LOW	modules/ui_image_generation.py	221	# Check if we need to refresh cache	COMMENT
LOW	modules/ui_image_generation.py	699	# Check if LLM is loaded	COMMENT
LOW	modules/grammar/grammar_utils.py	536	if not stacks: # Check if stacks is empty	CODE
LOW	modules/api/completions.py	634	# Check if usage should be included in streaming chunks per OpenAI spec	COMMENT
LOW	modules/api/completions.py	983	# Check if usage should be included in streaming chunks per OpenAI spec	COMMENT

Self-Referential Comments13 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	one_click.py	13	# Define the required versions	COMMENT
MEDIUM	extensions/superboogav2/optimize.py	64	# Create a hashable representation of the parameters	COMMENT
MEDIUM	extensions/superboogav2/chromadb.py	133	# Create a dictionary that maps each ID to its context and starting index	COMMENT
MEDIUM	extensions/superboogav2/utils.py	8	# Create the context using the prefix + data_separator + postfix from parameters.	COMMENT
MEDIUM	modules/ui_default.py	161	# Create the new prompt file	COMMENT
MEDIUM	modules/html_generator.py	87	# Define a list of quote pairs (opening and closing), using HTML entities	COMMENT
MEDIUM	modules/html_generator.py	100	# Create a regex pattern that matches any of the quote pairs, including newlines	COMMENT
MEDIUM	modules/sane_markdown_lists.py	311	# Create a regular paragraph	COMMENT
MEDIUM	modules/shared.py	241	# Create a mapping of all argument aliases to their canonical names	COMMENT
MEDIUM	modules/extensions.py	216	# Creating the extension ui elements	COMMENT
MEDIUM	modules/chat.py	2454	# Create a default user if none exist	COMMENT
MEDIUM	modules/ui_notebook.py	196	# Create the new prompt file	COMMENT
MEDIUM	modules/training.py	235	# Create the new subfolder	COMMENT

Cross-Language Confusion6 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH⚡	one_click.py	327	"git init -b main && git remote add origin https://github.com/oobabooga/textgen && "	CODE
HIGH⚡	one_click.py	328	"git fetch && git symbolic-ref refs/remotes/origin/HEAD refs/remotes/origin/main && "	CODE
HIGH⚡	one_click.py	329	"git reset --hard origin/main && git branch --set-upstream-to=origin/main",	CODE
HIGH	extensions/perplexity_colors/script.py	353	if (name != null && name.includes("opt_")) {	CODE
HIGH	extensions/perplexity_colors/script.py	371	if (msg_part_name != null) {	CODE
HIGH	extensions/perplexity_colors/script.py	374	if (current_token_index == token_index && current_message_pos == msg_pos) {	CODE

Unused Imports24 hits · 24 pts

Severity	File	Line	Context
LOW	extensions/example/script.py	10	CODE
LOW	extensions/example/script.py	11	CODE
LOW	extensions/example/script.py	14	CODE
LOW	extensions/example/script.py	15	CODE
LOW	extensions/example/script.py	15	CODE
LOW	extensions/example/script.py	15	CODE
LOW	extensions/perplexity_colors/script.py	1	CODE
LOW	extensions/perplexity_colors/script.py	5	CODE
LOW	extensions/long_replies/script.py	1	CODE
LOW	extensions/long_replies/script.py	3	CODE
LOW	extensions/long_replies/script.py	3	CODE
LOW	modules/exllamav3_hf.py	21	CODE
LOW	modules/exllamav3.py	34	CODE
LOW	modules/ui_chat.py	3	CODE
LOW	modules/presets.py	3	CODE
LOW	modules/ui_default.py	1	CODE
LOW	modules/sane_markdown_lists.py	19	CODE
LOW	modules/prompts.py	1	CODE
LOW	modules/ui_parameters.py	1	CODE
LOW	modules/ui_notebook.py	3	CODE
LOW	modules/evaluate.py	2	CODE
LOW	modules/tensorrt_llm.py	7	CODE
LOW	modules/training.py	10	CODE
LOW	modules/api/anthropic.py	4	CODE

Verbosity Indicators6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	modules/html_generator.py	30	# Step 1: Remove comments	COMMENT
LOW⚡	modules/html_generator.py	33	# Step 2: Remove leading and trailing whitespace	COMMENT
LOW⚡	modules/html_generator.py	36	# Step 3: Remove spaces after specific characters ({ : ; ,})	COMMENT
LOW⚡	modules/html_generator.py	39	# Step 4: Remove spaces before `{`	COMMENT
LOW⚡	modules/html_generator.py	42	# Step 5: Remove empty lines	COMMENT
LOW⚡	modules/html_generator.py	45	# Step 6: Collapse all lines into one	COMMENT

Structural Annotation Overuse6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	modules/html_generator.py	30	# Step 1: Remove comments	COMMENT
LOW⚡	modules/html_generator.py	33	# Step 2: Remove leading and trailing whitespace	COMMENT
LOW⚡	modules/html_generator.py	36	# Step 3: Remove spaces after specific characters ({ : ; ,})	COMMENT
LOW⚡	modules/html_generator.py	39	# Step 4: Remove spaces before `{`	COMMENT
LOW⚡	modules/html_generator.py	42	# Step 5: Remove empty lines	COMMENT
LOW⚡	modules/html_generator.py	45	# Step 6: Collapse all lines into one	COMMENT

AI Structural Patterns6 hits · 6 pts

Severity	File	Line	Context
LOW	extensions/example/script.py	110	CODE
LOW	extensions/silero_tts/tts_preprocessor.py	97	CODE
LOW	extensions/silero_tts/tts_preprocessor.py	136	CODE
LOW	extensions/silero_tts/tts_preprocessor.py	143	CODE
LOW	extensions/long_replies/script.py	112	CODE
LOW	modules/models_settings.py	548	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	extensions/superboogav2/chat_handler.py	87	# TODO: This is an extremely naive solution. A more robust implementation must be made.	COMMENT
MEDIUM	modules/html_generator.py	312	# Manual line iteration for robust structure parsing	STRING

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	extensions/ngrok/script.py	1	# Adds ngrok ingress, to use add `--extension ngrok` to the command line options	COMMENT
LOW	user_data/CMD_FLAGS.txt	1	# Add persistent flags here to use every time you launch the web UI.	COMMENT
LOW	modules/sampler_hijack.py	81	normalized_entropy = entropy / max_entropy	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	modules/sane_markdown_lists.py	2	# =======================================	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	modules/api/cache_embedding_model.py	2	# preload the embedding model, useful for Docker images to prevent re-download on config change	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	js/highlightjs/highlight.min.js	317	}),re=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","code",	CODE
LOW	extensions/gallery/script.py	80	image_html = "<div class='placeholder'></div>"	STRING

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	modules/shared.py	404	logger.warning("You are potentially exposing the web UI to the entire internet without any access password.\	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	modules/grammar/grammar_utils.py	22	logger = logging.getLogger(__name__)	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings