open-webui/open-webui

5.7

Adjusted Score

5.7

Raw Score

100%

Time Factor

2026-08-27

Last Push

150.2K

Stars

Python

Language

508.2K

Lines of Code

1.1K

Files

2.6K

Pattern Hits

2026-08-29

Scan Date

0.01

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 2HIGH 13MEDIUM 230LOW 2392

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 2637 distinct pattern matches across 21 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 Wrapping1031 hits · 930 pts

Severity	File	Line	Snippet	Context
LOW	contribution_stats.py	16	except Exception:	CODE
MEDIUM	contribution_stats.py	38	print('Error: Are you in a git repository?')	CODE
LOW	contribution_stats.py	59	except Exception:	CODE
MEDIUM	backend/open_webui/functions.py	308	def stream_content():	CODE
LOW	backend/open_webui/functions.py	62	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	99	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	146	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	180	except Exception:	CODE
LOW	backend/open_webui/functions.py	209	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	265	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	321	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	348	except Exception as e:	CODE
LOW	backend/open_webui/tasks.py	50	except Exception as e:	CODE
LOW	backend/open_webui/tasks.py	55	except Exception as e:	CODE
LOW	backend/open_webui/tasks.py	209	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	104	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	106	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	115	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	126	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	134	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	142	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	545	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	555	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	565	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	575	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	674	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	684	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	694	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	704	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	718	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	728	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	738	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	751	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	761	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	771	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	781	except Exception:	CODE
LOW	backend/open_webui/config.py	75	except Exception as e:	CODE
LOW	backend/open_webui/config.py	219	except Exception as e:	CODE
LOW	backend/open_webui/config.py	362	except Exception:	CODE
LOW	backend/open_webui/config.py	380	except Exception as e:	CODE
LOW	backend/open_webui/config.py	399	except Exception:	CODE
LOW	backend/open_webui/config.py	589	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	1702	except Exception as e:	STRING
LOW⚡	backend/open_webui/config.py	1710	except Exception as e:	STRING
LOW⚡	backend/open_webui/config.py	1718	except Exception as e:	STRING
LOW⚡	backend/open_webui/config.py	1727	except Exception as e:	STRING
LOW	backend/open_webui/config.py	1177	except Exception as e:	STRING
LOW	backend/open_webui/config.py	1664	except Exception as e:	STRING
LOW	backend/open_webui/config.py	2074	except Exception as e:	STRING
LOW	backend/open_webui/config.py	2175	except Exception as e:	STRING
LOW	backend/open_webui/config.py	2198	except Exception as e:	STRING
LOW	backend/open_webui/env.py	55	except Exception as exc:	CODE
LOW	backend/open_webui/env.py	66	except Exception:	CODE
LOW	backend/open_webui/env.py	142	except Exception:	CODE
LOW	backend/open_webui/env.py	183	except Exception:	CODE
LOW	backend/open_webui/env.py	439	except Exception:	CODE
LOW	backend/open_webui/env.py	474	except Exception:	CODE
LOW	backend/open_webui/env.py	659	except Exception:	CODE
LOW	backend/open_webui/env.py	678	except Exception:	CODE
LOW	backend/open_webui/env.py	728	except Exception:	CODE
971 more matches not shown…

Hyper-Verbose Identifiers591 hits · 544 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/functions.py	52	async def get_function_module_by_id(request: Request, pipe_id: str):	CODE
LOW	backend/open_webui/functions.py	153	async def generate_function_chat_completion(request, form_data, user, models: dict \| None = None):	CODE
LOW	backend/open_webui/tasks.py	28	async def redis_task_command_listener(app):	CODE
LOW	backend/open_webui/tasks.py	196	async def get_response_streams_by_chat_id(redis, chat_id: str) -> list[dict]:	CODE
LOW	backend/open_webui/config.py	83	async def import_legacy_config_json():	CODE
LOW	backend/open_webui/env.py	544	def _build_ssl_context_from_file(path: str) -> '_ssl.SSLContext \| None':	CODE
LOW	backend/open_webui/events.py	854	async def migrate_legacy_webhook_config() -> list[dict[str, Any]]:	CODE
LOW	backend/open_webui/events.py	1062	def schedule_webhook_dispatch(app: Any, event: Event) -> None:	CODE
LOW	backend/open_webui/events.py	1074	def schedule_notification_dispatch(app: Any, event: Event) -> None:	CODE
LOW	backend/open_webui/events.py	1159	def schedule_event_function_dispatch(app: Any, event: Event, request: Any \| None = None) -> None:	CODE
LOW	backend/open_webui/events.py	1205	async def publish_model_provider_request_failed(	CODE
LOW	backend/open_webui/main.py	2116	async def list_tasks_by_chat_id_endpoint(request: Request, chat_id: str, user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/main.py	2134	async def stop_tasks_by_chat_id_endpoint(request: Request, chat_id: str, user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/main.py	2561	async def get_app_latest_release_version(user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/main.py	598	async def initialize_runtime_config(app: FastAPI):	STRING
LOW	backend/open_webui/main.py	1463	async def run_initial_title_generation():	STRING
LOW	backend/open_webui/main.py	1867	async def resolve_chat_message_tool_call(	STRING
LOW	backend/open_webui/main.py	1916	async def passthrough_anthropic_messages(request: Request, form_data: dict, user) -> Response \| dict:	STRING
LOW	backend/open_webui/routers/functions.py	459	async def get_function_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	485	async def get_function_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	515	async def update_function_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	567	async def get_function_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	588	async def get_function_user_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	616	async def update_function_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/files.py	111	def _matches_configured_mime_type(supported: list[str] \| str, content_type: str) -> bool:	CODE
LOW	backend/open_webui/routers/files.py	120	def _media_supported_for_extraction(	CODE
LOW	backend/open_webui/routers/files.py	676	async def get_file_data_content_by_id(	CODE
LOW	backend/open_webui/routers/files.py	706	async def update_file_data_content_by_id(	CODE
LOW	backend/open_webui/routers/files.py	846	async def get_html_file_content_by_id(	CODE
LOW⚡	backend/open_webui/routers/terminals.py	242	async def _resolve_authenticated_connection(ws: WebSocket, server_id: str):	CODE
LOW	backend/open_webui/routers/tasks.py	80	async def get_task_model_generation_config(default_model_id: str, models) -> tuple[str, dict]:	CODE
LOW	backend/open_webui/routers/configs.py	324	async def get_terminal_servers_config(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	329	async def set_terminal_servers_config(	CODE
LOW	backend/open_webui/routers/configs.py	353	async def verify_terminal_server_connection(	CODE
LOW	backend/open_webui/routers/configs.py	428	async def put_terminal_server_policy(	CODE
LOW	backend/open_webui/routers/configs.py	465	async def put_terminal_server_lifecycle(	CODE
LOW	backend/open_webui/routers/configs.py	502	async def refresh_terminal_server_terminals(	CODE
LOW	backend/open_webui/routers/configs.py	549	async def verify_tool_servers_config(request: Request, form_data: ToolServerConnection, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	702	async def get_code_execution_config(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	707	async def set_code_execution_config(	CODE
LOW	backend/open_webui/routers/models.py	52	def add_chat_variables_schema(model_dict: dict) -> dict:	CODE
LOW	backend/open_webui/routers/models.py	60	def _safe_static_redirect_path(url: str) -> str \| None:	CODE
LOW	backend/open_webui/routers/models.py	95	async def _verify_knowledge_file_access(	CODE
LOW	backend/open_webui/routers/models.py	864	async def update_model_access_by_id(	CODE
LOW	backend/open_webui/routers/skills.py	358	async def update_skill_access_by_id(	CODE
LOW	backend/open_webui/routers/users.py	71	def strip_default_interface_settings(defaults: dict, settings: dict) -> dict:	CODE
LOW	backend/open_webui/routers/users.py	389	def _build_cumulative_heatmap(heatmap: list[dict]) -> list[dict]:	CODE
LOW	backend/open_webui/routers/users.py	428	async def get_default_user_permissions(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	441	async def update_default_user_permissions(request: Request, form_data: UserPermissions, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	455	async def get_default_user_permissions_defaults(user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	474	async def get_user_settings_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	499	async def update_user_settings_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	572	async def get_user_status_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	591	async def update_user_status_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	624	async def get_user_info_by_session_user(user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/routers/users.py	643	async def get_user_variables_by_session_user(user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/routers/users.py	653	async def update_user_variables_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	681	async def update_user_info_by_session_user( # PATCH-style merge	CODE
LOW	backend/open_webui/routers/users.py	708	async def get_user_usage_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	837	async def get_user_oauth_sessions_by_id(	CODE
531 more matches not shown…

Decorative Section Separators151 hits · 452 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-update-models.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-update-models.sh	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-ollama.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-ollama.sh	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-cleanup.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-cleanup.sh	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-run.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-run.sh	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-launcher.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-launcher.sh	7	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	docker-compose-launcher.sh	16	# ── GPU detection ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	35	# ── Argument helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	69	# ── Defaults ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	82	# ── Parse arguments ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	100	# ── Drop mode ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	108	# ── Build compose command ─────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	144	# ── Confirmation ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose-launcher.sh	164	# ── Launch ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/start.sh	4	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/start.sh	8	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/start.sh	19	# ── Playwright browser installation (if configured) ──────────────────────────	COMMENT
MEDIUM	backend/start.sh	30	# ── Secret key setup ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	backend/start.sh	53	# ── Ollama (bundled Docker image) ────────────────────────────────────────────	COMMENT
MEDIUM⚡	backend/start.sh	60	# ── CUDA library paths ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	backend/start.sh	67	# ── HuggingFace Space deployment ─────────────────────────────────────────────	COMMENT
MEDIUM	backend/start.sh	97	# ── Launch uvicorn ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/open_webui/tasks.py	66	### ------------------------------	COMMENT
MEDIUM	backend/open_webui/tasks.py	68	### ------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/routers/terminals.py	237	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/routers/terminals.py	239	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	288	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	290	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	364	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	366	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	502	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	504	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	616	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	618	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3657	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3659	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	4052	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	4054	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/builtin.py	125	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/builtin.py	127	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	783	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	785	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1110	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1112	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1487	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1489	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1655	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1657	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2021	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2023	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	3452	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	3454	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	3512	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	3514	# =============================================================================	STRING
MEDIUM	backend/open_webui/tools/builtin.py	1738	# =============================================================================	STRING
MEDIUM	backend/open_webui/tools/builtin.py	1740	# =============================================================================	STRING
91 more matches not shown…

Unused Imports320 hits · 264 pts

Severity	File	Line	Context
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	7	CODE
LOW	backend/open_webui/functions.py	18	CODE
LOW	backend/open_webui/functions.py	21	CODE
LOW	backend/open_webui/functions.py	32	CODE
LOW	backend/open_webui/functions.py	32	CODE
LOW	backend/open_webui/functions.py	32	CODE
LOW	backend/open_webui/functions.py	43	CODE
LOW	backend/open_webui/config.py	1	CODE
LOW	backend/open_webui/config.py	3	CODE
LOW	backend/open_webui/config.py	9	CODE
LOW	backend/open_webui/config.py	11	CODE
LOW	backend/open_webui/config.py	11	CODE
LOW	backend/open_webui/config.py	14	CODE
LOW	backend/open_webui/config.py	19	CODE
LOW	backend/open_webui/config.py	19	CODE
LOW	backend/open_webui/config.py	19	CODE
LOW	backend/open_webui/config.py	19	CODE
LOW	backend/open_webui/config.py	19	CODE
LOW	backend/open_webui/events.py	1	CODE
LOW	backend/open_webui/constants.py	1	CODE
LOW	backend/open_webui/__init__.py	76	CODE
LOW	backend/open_webui/main.py	1	CODE
LOW	backend/open_webui/routers/functions.py	1	CODE
LOW	backend/open_webui/routers/functions.py	4	CODE
LOW	backend/open_webui/routers/functions.py	6	CODE
LOW	backend/open_webui/routers/functions.py	7	CODE
LOW	backend/open_webui/routers/files.py	30	CODE
LOW	backend/open_webui/routers/files.py	39	CODE
LOW	backend/open_webui/routers/tasks.py	2	CODE
LOW	backend/open_webui/routers/tasks.py	5	CODE
LOW	backend/open_webui/routers/tasks.py	6	CODE
LOW	backend/open_webui/routers/tasks.py	7	CODE
LOW	backend/open_webui/routers/configs.py	1	CODE
LOW	backend/open_webui/routers/configs.py	3	CODE
LOW	backend/open_webui/routers/configs.py	5	CODE
LOW	backend/open_webui/routers/configs.py	14	CODE
LOW	backend/open_webui/routers/configs.py	18	CODE
LOW	backend/open_webui/routers/models.py	1	CODE
LOW	backend/open_webui/routers/models.py	3	CODE
LOW	backend/open_webui/routers/models.py	8	CODE
LOW	backend/open_webui/routers/models.py	28	CODE
LOW	backend/open_webui/routers/skills.py	23	CODE
LOW	backend/open_webui/routers/users.py	1	CODE
LOW	backend/open_webui/routers/users.py	23	CODE
LOW	backend/open_webui/routers/tools.py	1	CODE
LOW	backend/open_webui/routers/tools.py	6	CODE
LOW	backend/open_webui/routers/tools.py	19	CODE
LOW	backend/open_webui/routers/groups.py	2	CODE
LOW	backend/open_webui/routers/groups.py	3	CODE
LOW	backend/open_webui/routers/groups.py	7	CODE
LOW	backend/open_webui/routers/evaluations.py	10	CODE
LOW	backend/open_webui/routers/evaluations.py	20	CODE
LOW	backend/open_webui/routers/evaluations.py	20	CODE
LOW	backend/open_webui/routers/notes.py	5	CODE
260 more matches not shown…

Deep Nesting300 hits · 213 pts

Severity	File	Line	Context
LOW	contribution_stats.py	42	CODE
LOW	backend/open_webui/functions.py	71	CODE
LOW	backend/open_webui/tasks.py	28	CODE
LOW	backend/open_webui/main.py	598	CODE
LOW	backend/open_webui/main.py	934	CODE
LOW	backend/open_webui/main.py	1087	CODE
LOW	backend/open_webui/main.py	2134	CODE
LOW	backend/open_webui/main.py	2643	CODE
LOW	backend/open_webui/main.py	1624	CODE
LOW	backend/open_webui/routers/functions.py	163	CODE
LOW	backend/open_webui/routers/files.py	128	CODE
LOW	backend/open_webui/routers/files.py	612	CODE
LOW	backend/open_webui/routers/files.py	706	CODE
LOW	backend/open_webui/routers/files.py	783	CODE
LOW	backend/open_webui/routers/files.py	1001	CODE
LOW	backend/open_webui/routers/files.py	137	CODE
LOW	backend/open_webui/routers/files.py	633	CODE
LOW	backend/open_webui/routers/terminals.py	103	CODE
LOW	backend/open_webui/routers/terminals.py	299	CODE
LOW	backend/open_webui/routers/terminals.py	376	CODE
LOW	backend/open_webui/routers/terminals.py	390	CODE
LOW	backend/open_webui/routers/configs.py	239	CODE
LOW	backend/open_webui/routers/configs.py	549	CODE
LOW	backend/open_webui/routers/models.py	372	CODE
LOW	backend/open_webui/routers/models.py	643	CODE
LOW	backend/open_webui/routers/users.py	856	CODE
LOW	backend/open_webui/routers/users.py	917	CODE
LOW	backend/open_webui/routers/auths.py	425	CODE
LOW	backend/open_webui/routers/auths.py	475	CODE
LOW	backend/open_webui/routers/auths.py	717	CODE
LOW	backend/open_webui/routers/auths.py	955	CODE
LOW	backend/open_webui/routers/calendar.py	144	CODE
LOW	backend/open_webui/routers/openai.py	152	CODE
LOW	backend/open_webui/routers/openai.py	605	CODE
LOW	backend/open_webui/routers/openai.py	680	CODE
LOW	backend/open_webui/routers/openai.py	800	CODE
LOW	backend/open_webui/routers/openai.py	870	CODE
LOW	backend/open_webui/routers/openai.py	1068	CODE
LOW	backend/open_webui/routers/openai.py	1277	CODE
LOW	backend/open_webui/routers/openai.py	1432	CODE
LOW	backend/open_webui/routers/openai.py	1467	CODE
LOW	backend/open_webui/routers/openai.py	1723	CODE
LOW	backend/open_webui/routers/openai.py	1850	CODE
LOW	backend/open_webui/routers/openai.py	1961	CODE
LOW	backend/open_webui/routers/openai.py	820	CODE
LOW	backend/open_webui/routers/scim.py	48	CODE
LOW	backend/open_webui/routers/scim.py	660	CODE
LOW	backend/open_webui/routers/scim.py	740	CODE
LOW	backend/open_webui/routers/scim.py	1051	CODE
LOW	backend/open_webui/routers/retrieval.py	170	CODE
LOW	backend/open_webui/routers/retrieval.py	1637	CODE
LOW	backend/open_webui/routers/retrieval.py	1858	CODE
LOW	backend/open_webui/routers/retrieval.py	2442	CODE
LOW	backend/open_webui/routers/retrieval.py	2800	CODE
LOW	backend/open_webui/routers/retrieval.py	3205	CODE
LOW	backend/open_webui/routers/images.py	202	CODE
LOW	backend/open_webui/routers/images.py	367	CODE
LOW	backend/open_webui/routers/images.py	592	CODE
LOW	backend/open_webui/routers/images.py	890	CODE
LOW	backend/open_webui/routers/chats.py	308	CODE
240 more matches not shown…

Redundant / Tautological Comments74 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/functions.py	86	# Check if function is a manifold	COMMENT
LOW	backend/open_webui/functions.py	229	# Check if tool_ids is None	COMMENT
LOW	backend/open_webui/config.py	2130	# Check if the scheme is either http or https, or a custom scheme	STRING
LOW	backend/open_webui/env.py	228	# Check if the data directory exists in the package directory	COMMENT
LOW	backend/open_webui/env.py	259	# Check if the file exists	COMMENT
LOW	backend/open_webui/main.py	1126	# Check if user has access to the model	STRING
LOW	backend/open_webui/routers/files.py	802	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/files.py	869	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/files.py	918	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/auths.py	1258	# Check if the input string matches the pattern	COMMENT
LOW	backend/open_webui/routers/auths.py	1616	# Check if provider is configured	COMMENT
LOW	backend/open_webui/routers/openai.py	625	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/openai.py	1519	# Check if model is already in app state cache to avoid expensive get_all_models() call	COMMENT
LOW	backend/open_webui/routers/openai.py	1548	# Check if model is a reasoning model that needs special handling	COMMENT
LOW	backend/open_webui/routers/openai.py	1636	# Check if response is SSE	COMMENT
LOW	backend/open_webui/routers/openai.py	1740	# Check if model is already in app state cache to avoid expensive get_all_models() call	COMMENT
LOW	backend/open_webui/routers/openai.py	1915	# Check if response is SSE	COMMENT
LOW	backend/open_webui/routers/openai.py	2037	# Check if response is SSE	COMMENT
LOW	backend/open_webui/routers/scim.py	259	# Check if SCIM is enabled	COMMENT
LOW	backend/open_webui/routers/retrieval.py	1666	# Check if entries with the same hash (metadata.hash) already exist	COMMENT
LOW	backend/open_webui/routers/retrieval.py	1676	# Check if the existing document belongs to the same file	COMMENT
LOW	backend/open_webui/routers/retrieval.py	3208	# Check if the directory exists	COMMENT
LOW	backend/open_webui/routers/chats.py	617	# Check if the user has permission to share/export chats	COMMENT
LOW	backend/open_webui/routers/chats.py	666	# Check if the user has permission to share/export chats	COMMENT
LOW	backend/open_webui/routers/channels.py	1837	# Check if it's url or base64	COMMENT
LOW	backend/open_webui/routers/folders.py	165	# Check if creating a subfolder in a shared folder	COMMENT
LOW	backend/open_webui/routers/folders.py	338	# Check if folder with same name exists	COMMENT
LOW	backend/open_webui/routers/pipelines.py	227	# Check if the uploaded file is a python file	COMMENT
LOW	backend/open_webui/tools/builtin.py	1906	# Check if user has access to the channel	STRING
LOW	backend/open_webui/utils/files.py	202	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/utils/task.py	19	# Check if the user has a custom task model and use that model	COMMENT
LOW	backend/open_webui/utils/tools.py	1486	# Check if URL ends with .yaml or .yml to determine format	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	328	# Iterate through the list of content items	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	330	# Check if it's a text type	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	334	# Check if it's an image URL type	COMMENT
LOW	backend/open_webui/utils/payload.py	296	# Check if the content is a string (just a simple message)	COMMENT
LOW	backend/open_webui/utils/chat.py	201	# Check if user has access to the model	COMMENT
LOW	backend/open_webui/utils/rate_limit.py	110	# Increment bucket	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	1562	# Check if generated queries are empty	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	1566	# Check if queries are not found	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	3042	# Check if file context extraction is enabled for this model (default True)	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	5512	# Check if citations are enabled for this model	COMMENT
LOW	backend/open_webui/utils/middleware.py	1995	# Check if all files are in full context mode	COMMENT
LOW	backend/open_webui/utils/middleware.py	2545	# Check if the request has chat_id and is inside of a folder	COMMENT
LOW	backend/open_webui/utils/middleware.py	4988	# Check if the tool call already exists	COMMENT
LOW	backend/open_webui/utils/middleware.py	5269	# Check if we're inside a tag-based block	COMMENT
LOW	backend/open_webui/utils/oauth.py	1988	# Check if the user exists	COMMENT
LOW	backend/open_webui/utils/oauth.py	1993	# Check if the user exists by email	COMMENT
LOW	backend/open_webui/utils/oauth.py	2074	# Check if an existing user with the same email already exists	COMMENT
LOW	backend/open_webui/utils/access_control/files.py	45	# Check if the file is associated with any knowledge bases the user has access to.	COMMENT
LOW	backend/open_webui/utils/access_control/files.py	88	# Check if the file is associated with any channels the user has access to	COMMENT
LOW	backend/open_webui/utils/access_control/files.py	93	# Check if the file is associated with any chats the user has access to	COMMENT
LOW	backend/open_webui/utils/access_control/files.py	107	# Check if the file is directly attached to a shared workspace model (per the ownership	COMMENT
LOW	backend/open_webui/utils/access_control/__init__.py	253	# Check if user can share publicly	COMMENT
LOW⚡	backend/open_webui/models/functions.py	364	# Check if user has "functions" and "valves" settings	COMMENT
LOW⚡	backend/open_webui/models/functions.py	382	# Check if user has "functions" and "valves" settings	COMMENT
LOW⚡	backend/open_webui/models/tools.py	276	# Check if user has "tools" and "valves" settings	COMMENT
LOW⚡	backend/open_webui/models/tools.py	294	# Check if user has "tools" and "valves" settings	COMMENT
LOW	backend/open_webui/models/notes.py	379	# Check if already pinned	COMMENT
LOW	backend/open_webui/models/prompts.py	432	# Check if content changed to decide on history creation	COMMENT
14 more matches not shown…

Modern AI Meta-Vocabulary26 hits · 88 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/open_webui/config.py	521	# this uses the model defined in the Dockerfile ENV variable. If you dont use docker or docker based deployments such as	COMMENT
MEDIUM	backend/open_webui/config.py	831	# Information Retrieval (RAG)	COMMENT
MEDIUM	backend/open_webui/config.py	860	# RAG Content Extraction	COMMENT
MEDIUM	backend/open_webui/routers/files.py	742	# collection and RAG returns both stale and current data (#20558).	COMMENT
MEDIUM	backend/open_webui/routers/openai.py	1368	# separately via metadata.files/RAG and must not be converted here.	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	142	# not into hallucination, but deliver us from noise.	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	523	# unloads current internal embedding model and clears VRAM cache	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	632	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	863	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	953	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	1348	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/memories.py	358	# same RELEVANCE_THRESHOLD used by RAG ensures only genuinely matching	COMMENT
MEDIUM	backend/open_webui/routers/channels.py	1133	# tools, filters, RAG — everything. The pipeline runs as	COMMENT
MEDIUM	backend/open_webui/utils/headers.py	113	# UA from the live request; fall back to metadata for detached RAG/tool calls.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	3052	# Save the pre-RAG message state so the native tool call loop can	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	3054	# than a snapshot that already has the RAG template baked in.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5517	# Use the pre-RAG system content captured before the	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5519	# This ensures restore truly undoes the RAG template.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5809	# Restoring to pre-RAG original prevents duplicating	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5810	# the RAG template across file and tool sources.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5813	# Restore pre-RAG message state before re-applying	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	5814	# to prevent RAG template duplication.	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	2571	# Native FC: skip RAG injection, builtin tools	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	2671	# Skip forced RAG web search when native FC is enabled - model can use web_search tool	COMMENT
MEDIUM	backend/open_webui/retrieval/utils.py	1112	# Deferred so a missing local model degrades RAG instead of crashing boot.	COMMENT
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	273	# This is where you can add your custom pipelines like RAG.	STRING

Cross-File Repetition11 hits · 55 pts

Severity	File	Snippet	Context
HIGH	…ckend/open_webui/retrieval/vector/dbs/elasticsearch.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	…open_webui/retrieval/vector/dbs/qdrant_multitenancy.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/milvus.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/pinecone.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/opensearch.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/qdrant.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/s3vector.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/opengauss.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	backend/open_webui/retrieval/vector/dbs/weaviate.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	…open_webui/retrieval/vector/dbs/milvus_multitenancy.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING
HIGH	…kend/open_webui/retrieval/vector/dbs/mariadb_vector.py	note: this vector database integration is community-supported and maintained on a best-effort basis.	STRING

Self-Referential Comments23 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/open_webui/tasks.py	133	task = asyncio.create_task(coroutine) # Create the task	CODE
MEDIUM	backend/open_webui/main.py	400	# Creating a mock request object to pass to get_all_models	STRING
MEDIUM	backend/open_webui/routers/files.py	931	# Create a generator that encodes the file content	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	2928	# Create a single collection for all documents	COMMENT
MEDIUM	backend/open_webui/routers/chats.py	1960	# Create a new share	COMMENT
MEDIUM	backend/open_webui/internal/db.py	284	# Create a custom creator function that uses sqlcipher3	COMMENT
MEDIUM	backend/open_webui/utils/misc.py	838	# Create a SHA256 hash of the final string	COMMENT
MEDIUM	backend/open_webui/utils/misc.py	860	# Create a new SHA-256 hash object	COMMENT
MEDIUM⚡	backend/open_webui/utils/chat.py	121	# Define a background task to run the event generator	COMMENT
MEDIUM	backend/open_webui/utils/chat.py	101	# Define a generator to stream responses	COMMENT
MEDIUM	backend/open_webui/utils/plugin.py	231	# Create a temporary file and use it to define `__file__` so	COMMENT
MEDIUM	backend/open_webui/utils/plugin.py	281	# Create a temporary file and use it to define `__file__` so	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	4209	task_id = str(uuid4()) # Create a unique task ID.	CODE
MEDIUM	backend/open_webui/models/functions.py	203	# Create a dict for O(1) lookup	COMMENT
MEDIUM	backend/open_webui/retrieval/utils.py	627	# Create the output dictionary	COMMENT
MEDIUM	backend/open_webui/retrieval/vector/dbs/pinecone.py	420	# Create a zero vector for the dimension as Pinecone requires a vector	COMMENT
MEDIUM	backend/open_webui/retrieval/vector/dbs/pgvector.py	148	# Create the tables if they do not exist	STRING
MEDIUM	backend/open_webui/retrieval/vector/dbs/pgvector.py	428	# Create the values for query vectors	STRING
MEDIUM	backend/open_webui/retrieval/vector/dbs/oracle23ai.py	111	# Create the appropriate connection pool based on DB type	COMMENT
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	86	# This function is the pre-processor for the API where various checks on the input can be performed.	STRING
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	105	# This function is the post-processor for the API, which can be used to modify the response	STRING
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	189	# This function is the pre-processor for the API where various checks on the input can be performed.	STRING
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	206	# This function is the post-processor for the API, which can be used to modify the response	STRING

Verbosity Indicators22 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	187	# Step 1: Request presigned upload URL	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	190	# Step 2: Upload file to presigned URL	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	193	# Step 3: Poll for results	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	196	# Step 4: Download and extract markdown from ZIP	COMMENT
LOW⚡	src/lib/apis/index.ts	798	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	801	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	804	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	808	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	812	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	815	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	870	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	873	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	876	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	880	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	884	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	887	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	993	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	1003	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1006	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	1076	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1079	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW	src/lib/components/notes/NoteEditor.svelte	385	// Step 1: Safely extract the response string	COMMENT

Structural Annotation Overuse22 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	187	# Step 1: Request presigned upload URL	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	190	# Step 2: Upload file to presigned URL	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	193	# Step 3: Poll for results	COMMENT
LOW⚡	backend/open_webui/retrieval/loaders/mineru.py	196	# Step 4: Download and extract markdown from ZIP	COMMENT
LOW⚡	src/lib/apis/index.ts	798	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	801	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	804	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	808	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	812	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	815	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	870	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	873	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	876	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	880	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	884	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	887	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	993	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	1003	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1006	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	1076	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1079	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW	src/lib/components/notes/NoteEditor.svelte	385	// Step 1: Safely extract the response string	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/open_webui/storage/provider.py	9	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	backend/open_webui/retrieval/vector/dbs/weaviate.py	129	vector_config=weaviate.classes.config.Configure.Vectors.self_provided(),	CODE

Over-Commented Block19 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	backend/start.sh	1	#!/usr/bin/env bash	COMMENT
LOW	backend/open_webui/env.py	1001	# names, logos, manifests, metadata, and surrounding UI.	COMMENT
LOW	backend/open_webui/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	backend/open_webui/alembic.ini	21	# timezone =	COMMENT
LOW	backend/open_webui/alembic.ini	41		COMMENT
LOW	backend/open_webui/alembic.ini	61	# sqlalchemy.url = REPLACE_WITH_DATABASE_URL	COMMENT
LOW	backend/open_webui/main.py	541		COMMENT
LOW	backend/open_webui/main.py	561	# TERMINAL SERVER	COMMENT
LOW	backend/open_webui/main.py	581	app.state.SCIM_TOKEN = SCIM_TOKEN	COMMENT
LOW	backend/open_webui/main.py	741	# IMAGES	COMMENT
LOW	backend/open_webui/routers/evaluations.py	41	# Leaderboard Elo Rating Computation	COMMENT
LOW	backend/open_webui/routers/openai.py	61	log = logging.getLogger(__name__)	COMMENT
LOW	backend/open_webui/internal/db.py	41		COMMENT
LOW	scripts/generate-sbom.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/lib/apis/ollama/index.ts	521	// },	COMMENT
LOW	src/lib/components/chat/MessageInput.svelte	681	let recording = false;	COMMENT
LOW	…/lib/components/common/RichTextInput/AutoCompletion.js	141	if ($head.parent.type.name !== 'paragraph') return false;	COMMENT
LOW	…/lib/components/common/RichTextInput/AutoCompletion.js	241	// mouseup: (view, event) => {	COMMENT
LOW	src/routes/+layout.js	1	// if you want to generate a static html file	COMMENT

AI Structural Patterns21 hits · 14 pts

Severity	File	Line	Context
LOW	backend/open_webui/routers/models.py	136	CODE
LOW	backend/open_webui/routers/evaluations.py	405	CODE
LOW	backend/open_webui/routers/notes.py	149	CODE
LOW	backend/open_webui/routers/prompts.py	72	CODE
LOW	backend/open_webui/routers/analytics.py	126	CODE
LOW	backend/open_webui/routers/analytics.py	286	CODE
LOW	backend/open_webui/routers/knowledge.py	204	CODE
LOW	backend/open_webui/routers/knowledge.py	1334	CODE
LOW	backend/open_webui/routers/ollama.py	94	CODE
LOW	backend/open_webui/tools/builtin.py	1660	CODE
LOW	backend/open_webui/tools/builtin.py	2727	CODE
LOW	backend/open_webui/tools/builtin.py	4204	CODE
LOW	backend/open_webui/tools/builtin.py	4331	CODE
LOW	backend/open_webui/utils/response.py	227	CODE
LOW	backend/open_webui/utils/oauth.py	1314	CODE
LOW	backend/open_webui/models/chats.py	1521	CODE
LOW	backend/open_webui/retrieval/utils.py	634	CODE
LOW	backend/open_webui/retrieval/utils.py	809	CODE
LOW	backend/open_webui/retrieval/web/utils.py	394	CODE
LOW	backend/open_webui/retrieval/web/utils.py	663	CODE
LOW	backend/open_webui/retrieval/loaders/datalab_marker.py	16	CODE

AI Slop Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	12725	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	backend/open_webui/utils/oauth.py	941	# TODO: Replace this logic with a more robust OAuth client registration validation	COMMENT
LOW	backend/open_webui/utils/mcp/client.py	170	# We simply call aclose() directly. If the task is cancelled, the	COMMENT
MEDIUM	src/lib/components/common/Textarea.svelte	40	// and it makes the fix 100% robust without relying on hardcoded CSS classes.	COMMENT
MEDIUM	src/lib/components/common/DropdownSub.svelte	83	// Vertical positioning with robust bounds clamping (shift method)	COMMENT

Modern Structural Boilerplate10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/main.py	1074	async def _set_direct_model(request: Request, model_item: dict, user) -> None:	STRING
LOW⚡	backend/open_webui/routers/knowledge.py	615	async def _set_external_connections(connections: list[dict]) -> None:	CODE
LOW	backend/open_webui/utils/code_interpreter.py	12	logger = logging.getLogger(__name__)	CODE
LOW	backend/open_webui/utils/asgi_middleware.py	126	def _set_token(self, request: Request) -> None:	CODE
LOW	backend/open_webui/utils/automations.py	338	async def _set_terminal_cwd(app, server_id: str, user, cwd: str, chat_id: str) -> None:	CODE
LOW	backend/open_webui/utils/timers.py	416	async def _set_timer_state(timer_id: str, status: str, **fields) -> None:	CODE
LOW⚡	backend/open_webui/utils/telemetry/metrics.py	53	logger = logging.getLogger(__name__)	CODE
LOW	backend/open_webui/utils/telemetry/instrumentors.py	31	logger = logging.getLogger(__name__)	CODE
LOW	backend/open_webui/models/users.py	671	async def update_last_active_by_id(self, id: str, db: AsyncSession \| None = None) -> None:	CODE
LOW	backend/open_webui/models/chats.py	847	async def update_chat_tags_by_id(self, id: str, tags: list[str], user) -> None:	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/open_webui/retrieval/vector/dbs/oracle23ai.py	377	Handle Decimal objects for JSON serialization. Args: obj: Object to serialize Ret	STRING

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/lib/workers/pyodide.worker.ts	217	print(f"data:image/png;base64,{img_str}")	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/utils/chat_variables.py	109	'placeholder',	CODE
LOW	backend/open_webui/models/auths.py	23	PLACEHOLDER_HASH = bcrypt.hashpw(b'placeholder', bcrypt.gensalt()).decode('utf-8')	CODE
LOW	backend/open_webui/retrieval/loaders/main.py	264	'image_export_mode': 'placeholder',	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate-sbom.sh	13	# Usage:	COMMENT
LOW	src/lib/components/common/RichTextInput.svelte	763	// Usage example	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/components/workspace/Tools/ToolkitEditor.svelte	63	# Add your custom tools using pure Python code here, make sure to add type hints and descriptions	COMMENT
MEDIUM	…c/lib/components/admin/Functions/FunctionEditor.svelte	273	# This is where you can add your custom pipelines like RAG.	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings