open-webui/open-webui

6.3

Adjusted Score

6.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

145.3K

Stars

Python

Language

444.0K

Lines of Code

985

Files

2.5K

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 2HIGH 13MEDIUM 226LOW 2261

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 2502 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 Wrapping982 hits · 903 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	291	def stream_content():	CODE
LOW	backend/open_webui/functions.py	62	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	96	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	140	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	171	except Exception:	CODE
LOW	backend/open_webui/functions.py	200	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	249	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	304	except Exception as e:	CODE
LOW	backend/open_webui/functions.py	331	except Exception as e:	CODE
LOW⚡	backend/open_webui/tasks.py	40	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	103	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	105	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	114	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	122	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	130	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	138	except Exception as e:	CODE
LOW⚡	backend/open_webui/config.py	538	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	548	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	558	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	568	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	667	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	677	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	687	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	697	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	711	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	721	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	731	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	744	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	754	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	764	except Exception:	CODE
LOW⚡	backend/open_webui/config.py	774	except Exception:	CODE
LOW	backend/open_webui/config.py	74	except Exception as e:	CODE
LOW	backend/open_webui/config.py	212	except Exception as e:	CODE
LOW	backend/open_webui/config.py	355	except Exception:	CODE
LOW	backend/open_webui/config.py	373	except Exception as e:	CODE
LOW	backend/open_webui/config.py	392	except Exception:	CODE
LOW	backend/open_webui/config.py	582	except Exception:	CODE
LOW	backend/open_webui/config.py	1145	except Exception as e:	STRING
LOW	backend/open_webui/config.py	1631	except Exception as e:	STRING
LOW	backend/open_webui/config.py	1671	except Exception as e:	STRING
LOW	backend/open_webui/config.py	1679	except Exception as e:	STRING
LOW	backend/open_webui/config.py	2007	except Exception as e:	STRING
LOW	backend/open_webui/config.py	2106	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	141	except Exception:	CODE
LOW	backend/open_webui/env.py	177	except Exception:	CODE
LOW	backend/open_webui/env.py	354	except Exception:	CODE
LOW	backend/open_webui/env.py	422	except Exception:	CODE
LOW	backend/open_webui/env.py	454	except Exception:	CODE
LOW	backend/open_webui/env.py	610	except Exception:	CODE
LOW	backend/open_webui/env.py	660	except Exception:	CODE
LOW	backend/open_webui/env.py	742	except Exception as e:	CODE
LOW	backend/open_webui/env.py	925	except Exception:	STRING
LOW	backend/open_webui/env.py	954	except Exception:	STRING
LOW	backend/open_webui/env.py	970	except Exception:	STRING
LOW	backend/open_webui/env.py	992	except Exception:	STRING
922 more matches not shown…

Hyper-Verbose Identifiers489 hits · 456 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	147	async def generate_function_chat_completion(request, form_data, user, models: dict = {}):	CODE
LOW	backend/open_webui/tasks.py	25	async def redis_task_command_listener(app):	CODE
LOW	backend/open_webui/config.py	82	async def import_legacy_config_json():	CODE
LOW	backend/open_webui/env.py	515	def _build_ssl_context_from_file(path: str) -> '_ssl.SSLContext \| None':	CODE
LOW	backend/open_webui/events.py	810	async def migrate_legacy_webhook_config() -> list[dict[str, Any]]:	CODE
LOW	backend/open_webui/events.py	1015	def schedule_webhook_dispatch(app: Any, event: Event) -> None:	CODE
LOW	backend/open_webui/events.py	1072	def schedule_event_function_dispatch(app: Any, event: Event, request: Any \| None = None) -> None:	CODE
LOW	backend/open_webui/events.py	1118	async def publish_model_provider_request_failed(	CODE
LOW	backend/open_webui/main.py	1783	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	1801	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	2167	async def get_app_latest_release_version(user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/main.py	534	async def initialize_runtime_config(app: FastAPI):	STRING
LOW	backend/open_webui/main.py	860	def strip_provider_model_prefix(model_id: str, prefix_id: str \| None) -> str:	STRING
LOW	backend/open_webui/main.py	1329	async def run_initial_title_generation():	STRING
LOW	backend/open_webui/routers/functions.py	434	async def get_function_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	460	async def get_function_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	490	async def update_function_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	542	async def get_function_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	563	async def get_function_user_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/functions.py	588	async def update_function_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/files.py	646	async def get_file_data_content_by_id(	CODE
LOW	backend/open_webui/routers/files.py	676	async def update_file_data_content_by_id(	CODE
LOW	backend/open_webui/routers/files.py	816	async def get_html_file_content_by_id(	CODE
LOW⚡	backend/open_webui/routers/terminals.py	203	async def _resolve_authenticated_connection(ws: WebSocket, server_id: str):	CODE
LOW	backend/open_webui/routers/configs.py	314	async def get_terminal_servers_config(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	319	async def set_terminal_servers_config(	CODE
LOW	backend/open_webui/routers/configs.py	341	async def verify_terminal_server_connection(	CODE
LOW	backend/open_webui/routers/configs.py	416	async def put_terminal_server_policy(	CODE
LOW	backend/open_webui/routers/configs.py	451	async def put_terminal_server_lifecycle(	CODE
LOW	backend/open_webui/routers/configs.py	489	async def refresh_terminal_server_terminals(	CODE
LOW	backend/open_webui/routers/configs.py	536	async def verify_tool_servers_config(request: Request, form_data: ToolServerConnection, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	689	async def get_code_execution_config(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/configs.py	694	async def set_code_execution_config(	CODE
LOW	backend/open_webui/routers/models.py	51	def _safe_static_redirect_path(url: str) -> str \| None:	CODE
LOW	backend/open_webui/routers/models.py	86	async def _verify_knowledge_file_access(	CODE
LOW	backend/open_webui/routers/models.py	756	async def update_model_access_by_id(	CODE
LOW	backend/open_webui/routers/skills.py	354	async def update_skill_access_by_id(	CODE
LOW	backend/open_webui/routers/users.py	263	async def get_default_user_permissions(request: Request, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	276	async def update_default_user_permissions(request: Request, form_data: UserPermissions, user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	290	async def get_default_user_permissions_defaults(user=Depends(get_admin_user)):	CODE
LOW	backend/open_webui/routers/users.py	309	async def get_user_settings_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	322	async def update_user_settings_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	373	async def get_user_status_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	393	async def update_user_status_by_session_user(	CODE
LOW	backend/open_webui/routers/users.py	426	async def get_user_info_by_session_user(user=Depends(get_verified_user), db: AsyncSession = Depends(get_async_session)):	CODE
LOW	backend/open_webui/routers/users.py	437	async def update_user_info_by_session_user( # PATCH-style merge	CODE
LOW	backend/open_webui/routers/users.py	514	async def get_user_oauth_sessions_by_id(	CODE
LOW	backend/open_webui/routers/users.py	533	async def get_user_profile_image_by_id(user_id: str, user=Depends(get_verified_user)):	CODE
LOW	backend/open_webui/routers/users.py	580	async def get_user_active_status_by_id(	CODE
LOW	backend/open_webui/routers/tools.py	728	async def get_tools_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/tools.py	774	async def update_tools_valves_by_id(	CODE
LOW	backend/open_webui/routers/tools.py	839	async def get_tools_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/tools.py	876	async def get_tools_user_valves_spec_by_id(	CODE
LOW	backend/open_webui/routers/tools.py	917	async def update_tools_user_valves_by_id(	CODE
LOW	backend/open_webui/routers/prompts.py	442	async def update_prompt_access_by_id(	CODE
LOW	backend/open_webui/routers/prompts.py	682	async def delete_prompt_history_entry(	CODE
LOW	backend/open_webui/routers/auths.py	984	async def delete_oauth_session_by_provider(	CODE
LOW	backend/open_webui/routers/auths.py	1340	def _parse_oauth_update_value(field: str, value):	CODE
LOW	backend/open_webui/routers/auths.py	1376	async def _check_api_key_permission(request: Request, user, db: AsyncSession):	CODE
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Decorative Section Separators147 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	44	### ------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/tasks.py	46	### ------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/routers/terminals.py	198	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/routers/terminals.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	212	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	214	# =============================================================================	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	426	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	428	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3017	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3019	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3347	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	3349	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/builtin.py	79	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/builtin.py	81	# =============================================================================	COMMENT
MEDIUM⚡	backend/open_webui/tools/builtin.py	593	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	595	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	920	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	922	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1198	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1200	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1351	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1353	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1634	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	1636	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2812	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2814	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2872	# =============================================================================	STRING
MEDIUM⚡	backend/open_webui/tools/builtin.py	2874	# =============================================================================	STRING
MEDIUM	backend/open_webui/tools/knowledge_fs.py	30	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/knowledge_fs.py	32	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/knowledge_fs.py	72	# =============================================================================	COMMENT
MEDIUM	backend/open_webui/tools/knowledge_fs.py	74	# =============================================================================	COMMENT
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Unused Imports349 hits · 286 pts

Severity	File	Line	Context
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	8	CODE
LOW	backend/open_webui/functions.py	19	CODE
LOW	backend/open_webui/functions.py	22	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/tasks.py	8	CODE
LOW	backend/open_webui/config.py	1	CODE
LOW	backend/open_webui/config.py	3	CODE
LOW	backend/open_webui/config.py	10	CODE
LOW	backend/open_webui/config.py	12	CODE
LOW	backend/open_webui/config.py	12	CODE
LOW	backend/open_webui/config.py	15	CODE
LOW	backend/open_webui/config.py	20	CODE
LOW	backend/open_webui/config.py	20	CODE
LOW	backend/open_webui/config.py	20	CODE
LOW	backend/open_webui/config.py	20	CODE
LOW	backend/open_webui/events.py	1	CODE
LOW	backend/open_webui/constants.py	1	CODE
LOW	backend/open_webui/__init__.py	73	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	32	CODE
LOW	backend/open_webui/routers/files.py	40	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	6	CODE
LOW	backend/open_webui/routers/models.py	9	CODE
LOW	backend/open_webui/routers/models.py	29	CODE
LOW	backend/open_webui/routers/skills.py	22	CODE
LOW	backend/open_webui/routers/users.py	1	CODE
LOW	backend/open_webui/routers/users.py	6	CODE
LOW	backend/open_webui/routers/users.py	7	CODE
LOW	backend/open_webui/routers/users.py	19	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	7	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
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Deep Nesting282 hits · 204 pts

Severity	File	Line	Context
LOW	contribution_stats.py	42	CODE
LOW	backend/open_webui/functions.py	71	CODE
LOW	backend/open_webui/main.py	534	CODE
LOW	backend/open_webui/main.py	867	CODE
LOW	backend/open_webui/main.py	1009	CODE
LOW	backend/open_webui/main.py	2249	CODE
LOW	backend/open_webui/main.py	1473	CODE
LOW	backend/open_webui/routers/functions.py	154	CODE
LOW	backend/open_webui/routers/files.py	111	CODE
LOW	backend/open_webui/routers/files.py	582	CODE
LOW	backend/open_webui/routers/files.py	676	CODE
LOW	backend/open_webui/routers/files.py	753	CODE
LOW	backend/open_webui/routers/files.py	971	CODE
LOW	backend/open_webui/routers/files.py	120	CODE
LOW	backend/open_webui/routers/files.py	600	CODE
LOW	backend/open_webui/routers/terminals.py	86	CODE
LOW	backend/open_webui/routers/terminals.py	257	CODE
LOW	backend/open_webui/routers/terminals.py	326	CODE
LOW	backend/open_webui/routers/terminals.py	340	CODE
LOW	backend/open_webui/routers/configs.py	231	CODE
LOW	backend/open_webui/routers/configs.py	536	CODE
LOW	backend/open_webui/routers/models.py	335	CODE
LOW	backend/open_webui/routers/models.py	553	CODE
LOW	backend/open_webui/routers/users.py	533	CODE
LOW	backend/open_webui/routers/users.py	594	CODE
LOW	backend/open_webui/routers/tools.py	67	CODE
LOW	backend/open_webui/routers/auths.py	405	CODE
LOW	backend/open_webui/routers/auths.py	654	CODE
LOW	backend/open_webui/routers/auths.py	878	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	358	CODE
LOW	backend/open_webui/routers/openai.py	431	CODE
LOW	backend/open_webui/routers/openai.py	549	CODE
LOW	backend/open_webui/routers/openai.py	629	CODE
LOW	backend/open_webui/routers/openai.py	719	CODE
LOW	backend/open_webui/routers/openai.py	928	CODE
LOW	backend/open_webui/routers/openai.py	1070	CODE
LOW	backend/open_webui/routers/openai.py	1105	CODE
LOW	backend/open_webui/routers/openai.py	1355	CODE
LOW	backend/open_webui/routers/openai.py	1482	CODE
LOW	backend/open_webui/routers/openai.py	1591	CODE
LOW	backend/open_webui/routers/openai.py	580	CODE
LOW	backend/open_webui/routers/scim.py	48	CODE
LOW	backend/open_webui/routers/scim.py	649	CODE
LOW	backend/open_webui/routers/scim.py	717	CODE
LOW	backend/open_webui/routers/scim.py	1015	CODE
LOW	backend/open_webui/routers/retrieval.py	162	CODE
LOW	backend/open_webui/routers/retrieval.py	1594	CODE
LOW	backend/open_webui/routers/retrieval.py	1810	CODE
LOW	backend/open_webui/routers/retrieval.py	2168	CODE
LOW	backend/open_webui/routers/retrieval.py	2516	CODE
LOW	backend/open_webui/routers/retrieval.py	2909	CODE
LOW	backend/open_webui/routers/images.py	201	CODE
LOW	backend/open_webui/routers/images.py	366	CODE
LOW	backend/open_webui/routers/images.py	591	CODE
LOW	backend/open_webui/routers/images.py	885	CODE
LOW	backend/open_webui/routers/chats.py	172	CODE
LOW	backend/open_webui/routers/chats.py	291	CODE
LOW	backend/open_webui/routers/chats.py	436	CODE
222 more matches not shown…

Redundant / Tautological Comments88 hits · 137 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/functions.py	83	# Check if function is a manifold	COMMENT
LOW	backend/open_webui/functions.py	213	# Check if tool_ids is None	COMMENT
LOW	backend/open_webui/config.py	2061	# Check if the scheme is either http or https, or a custom scheme	STRING
LOW	backend/open_webui/env.py	222	# Check if the data directory exists in the package directory	COMMENT
LOW	backend/open_webui/env.py	253	# Check if the file exists	COMMENT
LOW	backend/open_webui/main.py	1031	# Check if user has access to the model	STRING
LOW	backend/open_webui/routers/files.py	772	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/files.py	839	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/files.py	888	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/tasks.py	151	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	230	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	300	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	364	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	446	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	527	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/tasks.py	591	# Check if the user has a custom task model	COMMENT
LOW	backend/open_webui/routers/auths.py	1169	# Check if the input string matches the pattern	COMMENT
LOW	backend/open_webui/routers/auths.py	1472	# Check if provider is configured	COMMENT
LOW	backend/open_webui/routers/openai.py	378	# Check if the file already exists in the cache	COMMENT
LOW	backend/open_webui/routers/openai.py	1154	# Check if model is already in app state cache to avoid expensive get_all_models() call	COMMENT
LOW	backend/open_webui/routers/openai.py	1184	# Check if model is a reasoning model that needs special handling	COMMENT
LOW	backend/open_webui/routers/openai.py	1268	# Check if response is SSE	COMMENT
LOW	backend/open_webui/routers/openai.py	1372	# Check if model is already in app state cache to avoid expensive get_all_models() call	COMMENT
LOW	backend/open_webui/routers/openai.py	1545	# Check if response is SSE	COMMENT
LOW	backend/open_webui/routers/openai.py	1666	# 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	2912	# Check if the directory exists	COMMENT
LOW	backend/open_webui/routers/retrieval.py	1623	# Check if entries with the same hash (metadata.hash) already exist	COMMENT
LOW	backend/open_webui/routers/retrieval.py	1633	# Check if the existing document belongs to the same file	COMMENT
LOW	backend/open_webui/routers/retrieval.py	1863	# Check if the file has already been processed and save the content	COMMENT
LOW	backend/open_webui/routers/chats.py	481	# Check if the user has permission to share/export chats	COMMENT
LOW	backend/open_webui/routers/chats.py	530	# Check if the user has permission to share/export chats	COMMENT
LOW	backend/open_webui/routers/chats.py	1173	# Check if user has access via access grants (shared_chat grants)	COMMENT
LOW	backend/open_webui/routers/channels.py	1804	# Check if it's url or base64	COMMENT
LOW	backend/open_webui/routers/folders.py	122	# Check if creating a subfolder in a shared folder	COMMENT
LOW	backend/open_webui/routers/folders.py	281	# Check if folder with same name exists	COMMENT
LOW	backend/open_webui/routers/folders.py	537	# Check if it's a shared subfolder with write access	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	1519	# Check if user has access to the channel	STRING
LOW	backend/open_webui/utils/misc.py	1133	# Check if buffer exceeds limit	COMMENT
LOW	backend/open_webui/utils/files.py	201	# 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	1293	# Check if URL ends with .yaml or .yml to determine format	COMMENT
LOW	backend/open_webui/utils/payload.py	229	# Check if the content is a string (just a simple message)	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	261	# Iterate through the list of content items	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	263	# Check if it's a text type	COMMENT
LOW⚡	backend/open_webui/utils/payload.py	267	# Check if it's an image URL type	COMMENT
LOW	backend/open_webui/utils/chat.py	199	# 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/filter.py	81	# Check if the function has a file_handler variable	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	1362	# Check if generated queries are empty	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	1366	# Check if queries are not found	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	2780	# Check if file context extraction is enabled for this model (default True)	COMMENT
LOW⚡	backend/open_webui/utils/middleware.py	4618	# Check if citations are enabled for this model	COMMENT
LOW	backend/open_webui/utils/middleware.py	1768	# Check if all files are in full context mode	COMMENT
LOW	backend/open_webui/utils/middleware.py	2343	# Check if the request has chat_id and is inside of a folder	COMMENT
LOW	backend/open_webui/utils/middleware.py	4229	# Check if the tool call already exists	COMMENT
LOW	backend/open_webui/utils/middleware.py	4402	# Check if we're inside a tag-based block	COMMENT
LOW	backend/open_webui/utils/oauth.py	1826	# Check if the user exists	COMMENT
LOW	backend/open_webui/utils/oauth.py	1831	# Check if the user exists by email	COMMENT
28 more matches not shown…

Modern AI Meta-Vocabulary26 hits · 88 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/open_webui/config.py	514	# 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	824	# Information Retrieval (RAG)	COMMENT
MEDIUM	backend/open_webui/config.py	853	# RAG Content Extraction	COMMENT
MEDIUM	backend/open_webui/routers/files.py	712	# collection and RAG returns both stale and current data (#20558).	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	134	# not into hallucination, but deliver us from noise.	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	502	# unloads current internal embedding model and clears VRAM cache	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	616	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	843	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	931	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	1317	# RAG settings	COMMENT
MEDIUM	backend/open_webui/routers/memories.py	298	# same RELEVANCE_THRESHOLD used by RAG ensures only genuinely matching	COMMENT
MEDIUM	backend/open_webui/routers/channels.py	1103	# tools, filters, RAG — everything. The pipeline runs as	COMMENT
MEDIUM	backend/open_webui/routers/folders.py	292	# Folder files are consumed by chat middleware as RAG context.	COMMENT
MEDIUM	backend/open_webui/utils/headers.py	68	# UA from the live request; fall back to metadata for detached RAG/tool calls.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	2790	# Save the pre-RAG message state so the native tool call loop can	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	2792	# than a snapshot that already has the RAG template baked in.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4623	# Use the pre-RAG system content captured before the	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4625	# This ensures restore truly undoes the RAG template.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4854	# Restoring to pre-RAG original prevents duplicating	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4855	# the RAG template across file and tool sources.	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4858	# Restore pre-RAG message state before re-applying	COMMENT
MEDIUM⚡	backend/open_webui/utils/middleware.py	4859	# to prevent RAG template duplication.	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	2369	# Native FC: skip RAG injection, builtin tools	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	2457	# Skip forced RAG web search when native FC is enabled - model can use web_search tool	COMMENT
MEDIUM	backend/open_webui/retrieval/utils.py	1087	# 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

Self-Referential Comments24 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/open_webui/tasks.py	109	task = asyncio.create_task(coroutine) # Create the task	CODE
MEDIUM	backend/open_webui/main.py	359	# Creating a mock request object to pass to get_all_models	STRING
MEDIUM	backend/open_webui/routers/files.py	901	# Create a generator that encodes the file content	COMMENT
MEDIUM	backend/open_webui/routers/retrieval.py	2638	# Create a single collection for all documents	COMMENT
MEDIUM	backend/open_webui/routers/chats.py	1718	# Create a new share	COMMENT
MEDIUM	backend/open_webui/internal/db.py	249	# Create a custom creator function that uses sqlcipher3	COMMENT
MEDIUM	backend/open_webui/utils/misc.py	663	# Create a SHA256 hash of the final string	COMMENT
MEDIUM	backend/open_webui/utils/misc.py	685	# Create a new SHA-256 hash object	COMMENT
MEDIUM⚡	backend/open_webui/utils/chat.py	122	# Define a background task to run the event generator	COMMENT
MEDIUM	backend/open_webui/utils/chat.py	102	# Define a generator to stream responses	COMMENT
MEDIUM	backend/open_webui/utils/plugin.py	226	# Create a temporary file and use it to define `__file__` so	COMMENT
MEDIUM	backend/open_webui/utils/plugin.py	271	# Create a temporary file and use it to define `__file__` so	COMMENT
MEDIUM	backend/open_webui/utils/middleware.py	3632	task_id = str(uuid4()) # Create a unique task ID.	CODE
MEDIUM	backend/open_webui/models/functions.py	204	# Create a dict for O(1) lookup	COMMENT
MEDIUM	backend/open_webui/retrieval/utils.py	590	# Create the output dictionary	COMMENT
MEDIUM	backend/open_webui/retrieval/vector/dbs/pinecone.py	414	# 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	89	# Create the appropriate connection pool based on DB type	COMMENT
MEDIUM	backend/open_webui/socket/main.py	214	# Creating a list of sids to remove if they have timed out	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

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

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	790	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	793	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	796	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	800	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	804	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	807	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	862	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	865	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	868	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	872	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	876	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	879	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	985	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	995	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	998	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	1068	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1071	// 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	302	// 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	790	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	793	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	796	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	800	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	804	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	807	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	862	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	865	// Step 2: Attempt to fix common JSON format issues like single quotes	COMMENT
LOW⚡	src/lib/apis/index.ts	868	// Step 3: Find the relevant JSON block within the response	COMMENT
LOW⚡	src/lib/apis/index.ts	872	// Step 4: Check if we found a valid JSON block (with both `{` and `}`)	COMMENT
LOW⚡	src/lib/apis/index.ts	876	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	879	// Step 6: If there's a "tags" key, return the tags array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	985	// Step 1: Safely extract the response string	COMMENT
LOW⚡	src/lib/apis/index.ts	995	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	998	// Step 6: If there's a "queries" key, return the queries array; otherwise, return an empty array	COMMENT
LOW⚡	src/lib/apis/index.ts	1068	// Step 5: Parse the JSON block	COMMENT
LOW⚡	src/lib/apis/index.ts	1071	// 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	302	// 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	10	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	backend/open_webui/retrieval/vector/dbs/weaviate.py	115	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	781		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	481	#	COMMENT
LOW	backend/open_webui/main.py	501	app.state.TERMINAL_SERVERS = []	COMMENT
LOW	backend/open_webui/main.py	661	#	COMMENT
LOW	backend/open_webui/main.py	681	app.state.speech_speaker_embeddings_dataset = None	COMMENT
LOW	backend/open_webui/main.py	1541	pass	COMMENT
LOW	backend/open_webui/routers/evaluations.py	41	# Leaderboard Elo Rating Computation	COMMENT
LOW	backend/open_webui/routers/openai.py	61		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	…/lib/components/common/RichTextInput/AutoCompletion.js	141		COMMENT
LOW	…/lib/components/common/RichTextInput/AutoCompletion.js	241	// const { state, dispatch } = view;	COMMENT
LOW	src/routes/+layout.js	1	// if you want to generate a static html file	COMMENT

AI Slop Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	12739	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	backend/open_webui/utils/oauth.py	884	# 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	backend/open_webui/retrieval/loaders/mistral.py	730	# MONITORING: Log comprehensive batch processing statistics	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	56	// Vertical positioning with robust bounds clamping (shift method)	COMMENT

AI Structural Patterns19 hits · 14 pts

Severity	File	Line	Context
LOW	backend/open_webui/main.py	1812	CODE
LOW	backend/open_webui/routers/models.py	123	CODE
LOW	backend/open_webui/routers/evaluations.py	405	CODE
LOW	backend/open_webui/routers/notes.py	148	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	1290	CODE
LOW	backend/open_webui/routers/ollama.py	92	CODE
LOW	backend/open_webui/tools/builtin.py	2089	CODE
LOW	backend/open_webui/tools/builtin.py	3500	CODE
LOW	backend/open_webui/tools/builtin.py	3627	CODE
LOW	backend/open_webui/utils/response.py	220	CODE
LOW	backend/open_webui/utils/oauth.py	1211	CODE
LOW	backend/open_webui/retrieval/utils.py	597	CODE
LOW	backend/open_webui/retrieval/utils.py	772	CODE
LOW	backend/open_webui/retrieval/web/utils.py	293	CODE
LOW	backend/open_webui/retrieval/web/utils.py	560	CODE
LOW	backend/open_webui/retrieval/loaders/datalab_marker.py	15	CODE

Modern Structural Boilerplate6 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/open_webui/routers/knowledge.py	569	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/automations.py	307	async def _set_terminal_cwd(app, server_id: str, user, cwd: str, chat_id: str) -> 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	629	async def update_last_active_by_id(self, id: str, db: AsyncSession \| None = None) -> None:	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/open_webui/retrieval/vector/dbs/oracle23ai.py	355	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

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	727	// Usage example	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/lib/components/workspace/Tools/ToolkitEditor.svelte	62	# 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

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/open_webui/models/auths.py	22	PLACEHOLDER_HASH = bcrypt.hashpw(b'placeholder', bcrypt.gensalt()).decode('utf-8')	CODE
LOW	backend/open_webui/retrieval/loaders/main.py	207	'image_export_mode': 'placeholder',	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings