langflow-ai/openrag

19.6

Adjusted Score

19.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.3K

Stars

Python

Language

271.9K

Lines of Code

958

Files

4.6K

Pattern Hits

2026-07-14

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 31MEDIUM 439LOW 4109

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 4579 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers1209 hits · 1251 pts

Severity	File	Line	Snippet	Context
LOW	frontend/contexts/task-context.tsx	521	async function refetchKnowledgeAfterTaskCompletion() {	CODE
LOW	frontend/app/knowledge/page.tsx	74	function syncGridSelectionToDeletableRows(	CODE
LOW	frontend/app/knowledge/page.tsx	87	function pruneNonDeletableGridSelection(	CODE
LOW	frontend/app/api/queries/useGetConnectorsQuery.ts	69	export function updateAllConnectorQueries(	CODE
LOW	frontend/app/api/queries/useGetConnectorsQuery.ts	160	async function fetchWorkspaceConnectorAccess(): Promise<	CODE
LOW	frontend/app/api/queries/useGetConnectorsQuery.ts	263	function connectorUserAccessQueryKey(	CODE
LOW	frontend/app/api/queries/useGetConnectorsQuery.ts	270	function filterConnectorAccessItems(	CODE
LOW	frontend/components/cloud-picker/types.ts	121	export function getIngestChunkSettingsError(	CODE
LOW	frontend/components/task-dialog/file-error-details.tsx	18	export function TaskDialogFileErrorDetails({	CODE
LOW	…connectors/azure-blob/useAzureBlobConfigureMutation.ts	28	export function useAzureBlobConfigureMutation() {	CODE
LOW	…nts/connectors/azure-blob/useAzureBlobDefaultsQuery.ts	19	export function useAzureBlobDefaultsQuery(options?: { enabled?: boolean }) {	CODE
LOW	…nectors/azure-blob/useAzureBlobContainerStatusQuery.ts	9	async function fetchAzureBlobContainerStatus(	CODE
LOW	…nectors/azure-blob/useAzureBlobContainerStatusQuery.ts	23	export function useAzureBlobContainerStatusQuery(	CODE
LOW	…ments/connectors/ibm-cos/useIBMCOSBucketStatusQuery.ts	23	export function useIBMCOSBucketStatusQuery(	CODE
LOW	…ments/connectors/ibm-cos/useIBMCOSConfigureMutation.ts	30	export function useIBMCOSConfigureMutation() {	CODE
LOW	frontend/lib/brand.ts	47	function isConnectorAllowedByWorkspace(	CODE
LOW	frontend/lib/brand.ts	59	export function isConnectorShownInWorkspace(	CODE
LOW	frontend/lib/brand.ts	146	export function canShowRbacGatedSettingsTab(	CODE
LOW	frontend/lib/brand.ts	154	export function canAccessConnectorAccessTab(	CODE
LOW	frontend/lib/ingest-settings-knowledge.ts	6	export function knowledgeToIngestSettings(	CODE
LOW	frontend/lib/task-error-display.ts	117	function buildPipelineStepsFromFailurePhase(	CODE
LOW	frontend/lib/task-error-display.ts	176	export function analyzeTaskFileIngestionFailure(	CODE
LOW	frontend/lib/filter-normalization.ts	33	export function buildSearchPayloadFilters(	CODE
LOW	frontend/lib/task-utils.ts	37	export function getTaskFileDialogStatusLabel(	CODE
LOW	frontend/lib/task-utils.ts	131	function getTaskFileStatusCategory(	CODE
LOW	frontend/lib/task-utils.ts	153	export function countTaskFileEntriesByCategory(	CODE
LOW	frontend/lib/task-utils.ts	310	export function didTaskReachTerminalState(	CODE
LOW	frontend/lib/task-utils.ts	342	function isPendingTaskFileSourceUrl(sourceUrl: string): boolean {	CODE
LOW	frontend/lib/task-utils.ts	362	export function getEnhancedListDisappearedFilePaths(	CODE
LOW	frontend/lib/knowledge-table-state.ts	36	function getKnowledgeFilenameAliases(filename?: string): string[] {	CODE
LOW	frontend/lib/knowledge-table-state.ts	64	export function getKnowledgeFileAliasKeys(file?: {	CODE
LOW	frontend/lib/knowledge-table-state.ts	78	function isMeaningfulConnectorType(connectorType?: string): boolean {	CODE
LOW	frontend/lib/knowledge-table-state.ts	84	export function inferTaskFileConnectorType(	CODE
LOW	frontend/lib/knowledge-table-state.ts	113	export function resolveKnowledgeRowConnectorType(	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	60	def test_docling_failed_status(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	69	def test_docling_expired_status(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	78	def test_docling_timeout_via_error_string(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	197	def test_unknown_failure_returns_none(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	206	def test_no_error_string_unknown_phase(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	222	def test_missing_task_id_returns_none(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	225	def test_unknown_task_id_returns_none(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	235	def test_docling_failed_adds_metadata(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	326	def test_completed_file_has_no_metadata(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	378	def test_only_failed_files_get_metadata(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	453	def test_resolves_anonymous_task(self, task_service):	CODE
LOW⚡	tests/unit/test_task_service_get_task_status2.py	474	def test_no_metadata_fields_in_original_method(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	90	def test_docling_polling_timeout_sets_failed_status(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	103	def test_docling_conversion_failed_not_retryable(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	114	def test_corrupt_docx_bad_zip_not_retryable(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	126	def test_langflow_empty_content_not_retryable(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	136	def test_docling_phase_still_processing(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	148	def test_task_cancelled_by_user_not_retryable(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	161	def test_langflow_phase_failure(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	173	def test_duplicate_file_error(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	185	def test_langflow_duplicate_file_error_prefers_file_validation(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	254	def test_docling_expired_adds_metadata(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	267	def test_langflow_failure_adds_metadata(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	284	def test_duplicate_file_failure_adds_metadata(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	301	def test_unknown_failure_adds_no_metadata_fields(self, task_service):	CODE
LOW	tests/unit/test_task_service_get_task_status2.py	343	def test_running_file_has_no_metadata(self, task_service):	CODE
1149 more matches not shown…

Decorative Section Separators305 hits · 1155 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/tests/core/financial_document.spec.ts	55	// ── Test 1: Table data retrieval ──────────────────────────────────────────	COMMENT
MEDIUM	frontend/tests/core/financial_document.spec.ts	75	// ── Test 2: Out-of-scope query (no hallucination) ─────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	216	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	229	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	320	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	322	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	372	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	374	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	447	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	449	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	468	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_task_service_get_task_status2.py	470	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_task_service_get_task_status2.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_task_service_get_task_status2.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_langflow_utils.py	33	# ── Success on first attempt ──────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_langflow_utils.py	47	# ── Success after transient failures ─────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_langflow_utils.py	94	# ── Exhausted retries ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_langflow_utils.py	131	# ── Backoff behavior ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_langflow_utils.py	180	# ── Edge cases ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_jwt_claims_cache.py	29	# ─── fixtures ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_jwt_claims_cache.py	50	# ─── session_manager.verify_token ────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_jwt_claims_cache.py	137	# ─── auth.ibm_auth.decode_ibm_jwt ────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	167	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	205	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_env_manager.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_docling_service_status_check.py	40	# ── check_task_status ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_docling_service_status_check.py	117	# ── fetch_task_result ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	240	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	242	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_settings_provider_removal_defaults.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_settings_provider_removal_defaults.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	122	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	124	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_shared_flag.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_connector_processor_filename_dedupe.py	485	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_connector_processor_filename_dedupe.py	488	# ---------------------------------------------------------------------------	COMMENT
245 more matches not shown…

Fake / Example Data1404 hits · 868 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_api_key_service.py	39	user_email="user@example.com",	CODE
LOW	tests/unit/test_api_key_service.py	70	"user_email": "user@example.com",	CODE
LOW	tests/unit/test_api_key_service.py	84	"user_email": "user@example.com",	CODE
LOW⚡	tests/unit/test_group_acl.py	245	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_group_acl.py	357	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_group_acl.py	490	email="user@example.com",	CODE
LOW⚡	tests/unit/test_group_acl.py	698	email="user@example.com",	CODE
LOW⚡	tests/unit/test_group_acl.py	702	) == [google_drive_user_principal("user@example.com")]	CODE
LOW⚡	tests/unit/test_group_acl.py	714	{"email": "user@example.com"},	CODE
LOW	tests/unit/test_group_acl.py	51	user = User(user_id="user-1", email="user@example.com", name="User")	CODE
LOW	tests/unit/test_group_acl.py	73	user = User(user_id="user-1", email="user@example.com", name="User")	CODE
LOW	tests/unit/test_group_acl.py	123	User(user_id="user-1", email="user@example.com", name="User")	CODE
LOW	tests/unit/test_group_acl.py	296	email="user@example.com",	CODE
LOW	tests/unit/test_group_acl.py	325	and label.get("email") == "user@example.com"	CODE
LOW	tests/unit/test_group_acl.py	398	email="user@example.com",	CODE
LOW	tests/unit/test_group_acl.py	728	assert kwargs["userKey"] == "user@example.com"	CODE
LOW	tests/unit/test_group_acl.py	772	{"email": "user@example.com"},	CODE
LOW	tests/unit/test_group_acl.py	787	assert "member_key_id == 'user@example.com'" in kwargs["query"]	CODE
LOW	tests/unit/test_oauth_encryption.py	120	m_oauth.app.get_accounts = lambda: [{"username": "fake-user"}]	CODE
LOW⚡	tests/unit/test_langflow_ingest_callback.py	30	allowed_users=["user@example.com"],	CODE
LOW⚡	tests/unit/test_langflow_ingest_callback.py	38	"email": "user@example.com",	CODE
LOW	tests/unit/test_langflow_ingest_callback.py	80	assert indexed_context.allowed_users == ["user@example.com"]	CODE
LOW	tests/unit/test_langflow_ingest_callback.py	88	"email": "user@example.com",	CODE
LOW	tests/unit/test_langflow_ingest_callback.py	197	owner_email="user@example.com",	CODE
LOW	tests/unit/test_connector_processor_filename_dedupe.py	42	acl=DocumentACL(owner="user@example.com"),	CODE
LOW	tests/unit/test_connector_processor_filename_dedupe.py	239	acl=DocumentACL(owner="user@example.com"),	CODE
LOW	tests/unit/test_connector_processor_filename_dedupe.py	382	acl=DocumentACL(owner="user@example.com"),	CODE
LOW	…/unit/connectors/test_google_drive_orphan_detection.py	44	token_file="/tmp/fake-token.json",	CODE
LOW	tests/unit/connectors/test_webhook_notification_url.py	147	token_file="/tmp/fake-token.json",	CODE
LOW⚡	tests/unit/connectors/test_webhook_renewal.py	437	token_file="/tmp/fake-token.json",	CODE
LOW	…ts/unit/connectors/test_google_drive_webhook_events.py	32	token_file="/tmp/fake-token.json",	CODE
LOW	tests/unit/dependencies/test_auth_jwt_attachment.py	29	email="user@example.com",	CODE
LOW⚡	flows/openrag_url_mcp.json	3627	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	467	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	487	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	507	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	528	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	552	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	579	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	604	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	629	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	779	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	799	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	820	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	837	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	857	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	884	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	910	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	956	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	984	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1004	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1028	"placeholder": "Enter a URL...",	CODE
LOW	flows/openrag_url_mcp.json	1049	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1190	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1211	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1229	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1250	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1274	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1307	"placeholder": "",	CODE
LOW	flows/openrag_url_mcp.json	1332	"placeholder": "",	CODE
1344 more matches not shown…

Excessive Try-Catch Wrapping728 hits · 709 pts

Severity	File	Line	Snippet	Context
LOW	warm_up_docling.py	25	except Exception:	CODE
LOW	sdks/python/openrag_sdk/client.py	220	except Exception:	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	129	except Exception:	CODE
LOW	plugins/openrag/skills/sdk/SKILL.md	614	except Exception as e:	CODE
LOW	plugins/openrag/skills/sdk/SKILL.md	631	except Exception as e:	CODE
MEDIUM	plugins/openrag/skills/sdk/SKILL.md	535	def handle_errors():	CODE
LOW	tests/conftest.py	93	except Exception as e:	CODE
LOW	tests/conftest.py	124	except Exception:	CODE
LOW	tests/conftest.py	144	except Exception:	CODE
LOW	tests/integration/core/test_startup_ingest.py	54	except Exception as e:	CODE
LOW	tests/integration/core/test_startup_ingest.py	89	except Exception:	CODE
LOW	tests/integration/core/test_startup_ingest.py	149	except Exception:	CODE
LOW	tests/integration/core/test_startup_ingest.py	156	except Exception:	CODE
LOW	tests/integration/core/test_onboarding_sample_docs.py	56	except Exception as exc:	CODE
LOW	tests/integration/core/test_onboarding_sample_docs.py	132	except Exception:	CODE
LOW	tests/integration/core/test_non_langflow_ingestion.py	50	except Exception as e:	CODE
LOW	tests/integration/core/test_non_langflow_ingestion.py	66	except Exception:	CODE
LOW	tests/integration/core/test_non_langflow_ingestion.py	102	except Exception:	CODE
LOW	tests/integration/core/test_group_acl_dls.py	73	except Exception:	CODE
LOW	tests/integration/core/test_shared_flag_dls.py	74	except Exception:	CODE
LOW	tests/integration/core/test_shared_flag_dls.py	179	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	45	except Exception as e:	CODE
LOW	tests/integration/core/test_api_endpoints.py	118	except Exception as e:	CODE
LOW	tests/integration/core/test_api_endpoints.py	184	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	203	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	276	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	290	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	320	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	349	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	480	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	521	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	625	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	669	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	687	except Exception:	CODE
LOW	tests/integration/core/test_api_endpoints.py	718	except Exception:	CODE
LOW	tests/integration/sdk/conftest.py	50	except Exception as e:	CODE
MEDIUM	scripts/clear_opensearch_data.py	19	print("Error: No container runtime available")	CODE
LOW	scripts/migrate_embedding_model_field.py	89	except Exception as e:	CODE
LOW	scripts/migrate_embedding_model_field.py	137	except Exception as e:	CODE
LOW	scripts/migrate_embedding_model_field.py	210	except Exception as e:	CODE
LOW	scripts/migrate_embedding_model_field.py	310	except Exception as e:	CODE
LOW	scripts/connectors/azure/seed_azurite.py	541	except Exception as exc: # ResourceNotFoundError if it didn't exist	CODE
LOW	scripts/connectors/azure/seed_azurite.py	548	except Exception as exc: # ResourceExistsError on re-run	CODE
LOW	scripts/ci/pypi_nightly_tag.py	72	except Exception as e:	CODE
MEDIUM	scripts/ci/pypi_nightly_tag.py	73	print(f"Error creating tag: {e}", file=sys.stderr)	CODE
LOW	scripts/test_scripts/sdk/python/harness.py	110	except Exception:	CODE
LOW	scripts/test_scripts/sdk/python/harness.py	141	except Exception as e:	CODE
LOW	scripts/test_scripts/sdk/python/harness.py	164	except Exception:	CODE
MEDIUM	scripts/test_scripts/sdk/python/harness.py	159	def _sdk_version() -> str:	CODE
LOW	scripts/test_scripts/sdk/python/main.py	155	except Exception as e:	CODE
LOW	enhancements/connectors/ibm_cos/api.py	92	except Exception:	CODE
LOW	enhancements/connectors/ibm_cos/api.py	140	except Exception:	CODE
LOW	enhancements/connectors/ibm_cos/api.py	167	except Exception:	CODE
LOW	enhancements/connectors/ibm_cos/api.py	187	except Exception:	CODE
LOW	enhancements/connectors/ibm_cos/connector.py	177	except Exception as exc:	CODE
LOW	enhancements/connectors/ibm_cos/connector.py	195	except Exception as exc:	CODE
LOW	enhancements/connectors/ibm_cos/connector.py	278	except Exception as exc:	CODE
LOW⚡	enhancements/connectors/ibm_cos/connector.py	376	except Exception as exc:	CODE
LOW	enhancements/connectors/azure_blob/api.py	94	except Exception:	CODE
LOW	enhancements/connectors/azure_blob/api.py	128	except Exception:	CODE
668 more matches not shown…

Unused Imports250 hits · 227 pts

Severity	File	Line	Context
LOW	sdks/python/openrag_sdk/documents.py	11	CODE
LOW	sdks/python/openrag_sdk/__init__.py	30	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	31	CODE
LOW	sdks/python/openrag_sdk/__init__.py	39	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/__init__.py	40	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	6	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	6	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	6	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	18	CODE
LOW	sdks/python/openrag_sdk/chat.py	23	CODE
LOW	sdks/python/openrag_sdk/search.py	5	CODE
LOW	sdks/python/openrag_sdk/search.py	10	CODE
LOW	sdks/mcp/src/openrag_mcp/__init__.py	3	CODE
LOW	tests/unit/test_opensearch_disk_space.py	9	CODE
LOW	tests/unit/test_opensearch_disk_space.py	10	CODE
LOW	tests/unit/test_opensearch_disk_space.py	10	CODE
LOW	tests/unit/test_opensearch_disk_space.py	10	CODE
LOW	tests/unit/config/test_storage_mode.py	27	CODE
LOW	…s/unit/dependencies/test_require_api_key_permission.py	27	CODE
LOW	tests/unit/dependencies/test_require_permission.py	27	CODE
LOW	tests/unit/dependencies/test_rbac_kill_switch.py	30	CODE
LOW	tests/unit/db/test_rbac_seed_idempotency.py	17	CODE
LOW	tests/unit/api/test_connectors_connector_access.py	19	CODE
LOW	tests/unit/api/test_auth_init_connector_access.py	19	CODE
LOW	tests/unit/services/test_connector_access_service.py	16	CODE
LOW	tests/unit/services/test_bootstrap_race.py	17	CODE
LOW	tests/unit/services/test_rbac_service.py	16	CODE
LOW	tests/unit/services/test_default_role_sync.py	16	CODE
190 more matches not shown…

Modern AI Meta-Vocabulary68 hits · 206 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	323	└── docker-compose.yml # Container orchestration	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	tests/unit/test_settings_provider_removal_defaults.py	241	# Simulated provider removal: embedding model default	COMMENT
MEDIUM	tests/integration/core/test_api_endpoints.py	430	# Ensure embedding model is configured via settings	COMMENT
MEDIUM	tests/integration/core/test_api_endpoints.py	579	# Start with explicit small embedding model	COMMENT
MEDIUM	tests/integration/core/test_api_endpoints.py	599	# Update embedding model via settings	COMMENT
MEDIUM	tests/integration/core/test_api_endpoints.py	606	# Ingest second document which should use the large embedding model	COMMENT
MEDIUM	tests/integration/sdk/test_e2e.py	25	f"# E2E RAG Test\n\n"	CODE
MEDIUM	tests/integration/sdk/test_filters.py	134	# Beta must NOT appear; alpha may or may not (RAG can return empty),	COMMENT
MEDIUM⚡	kubernetes/operator/config/crd/kustomization.yaml	3	#+kubebuilder:scaffold:crdkustomizeresource	COMMENT
MEDIUM⚡	kubernetes/operator/config/crd/kustomization.yaml	8	#+kubebuilder:scaffold:crdkustomizewebhookpatch	COMMENT
MEDIUM⚡	kubernetes/operator/config/crd/kustomization.yaml	12	#+kubebuilder:scaffold:crdkustomizecainjectionpatch	COMMENT
MEDIUM⚡	flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM	flows/components/ollama_llm.json	35	"value": "import asyncio\nfrom typing import Any\nfrom urllib.parse import urljoin\n\nimport httpx\nfrom langc	CODE
MEDIUM	flows/components/ollama_llm_text.json	35	"value": "import asyncio\nfrom typing import Any\nfrom urllib.parse import urljoin\n\nimport httpx\nfrom langc	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM	src/config/settings.py	659	# Track which embedding model was used for this chunk	COMMENT
MEDIUM⚡	src/tui/_assets/flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM	src/tui/_assets/flows/components/ollama_llm.json	35	"value": "import asyncio\nfrom typing import Any\nfrom urllib.parse import urljoin\n\nimport httpx\nfrom langc	CODE
MEDIUM	src/tui/_assets/flows/components/ollama_llm_text.json	35	"value": "import asyncio\nfrom typing import Any\nfrom urllib.parse import urljoin\n\nimport httpx\nfrom langc	CODE
MEDIUM	src/utils/embeddings.py	40	# Track which embedding model was used for this chunk	COMMENT
MEDIUM⚡	src/models/processors.py	411	# Use provided embedding model or configured model.	COMMENT
MEDIUM⚡	src/models/processors.py	413	# but OpenRAG processors still need a concrete embedding model.	COMMENT
MEDIUM	src/api/settings/endpoints.py	1093	# Initialize the OpenSearch index if embedding model is configured	COMMENT
MEDIUM	src/services/chat_service.py	79	# Prepare extra headers for JWT authentication and embedding model	COMMENT
MEDIUM	src/services/chat_service.py	84	# Pass the selected embedding model as a global variable	COMMENT
8 more matches not shown…

Redundant / Tautological Comments106 hits · 156 pts

Severity	File	Line	Snippet	Context
LOW	patch-netty.sh	66	# Check if the artifact is one of the core Netty artifacts we want to patch	COMMENT
LOW	tests/unit/test_oauth_encryption.py	35	# Check if upgraded	COMMENT
LOW	scripts/migrate_embedding_model_field.py	252	# Check if index exists	COMMENT
LOW	.github/workflows/build-multiarch.yml	54	# Check if tag already exists	COMMENT
LOW	.github/workflows/build-multiarch.yml	62	# Check if version is numeric (e.g., 0.1.16) vs prerelease (e.g., 0.1.16-rc1)	COMMENT
LOW	.github/workflows/deploy-docs-draft.yml	34	# Check if branch names contain invalid characters. Only alphanumeric, _, -, ., and / are allowed.	COMMENT
LOW	.github/workflows/deploy-docs-draft.yml	52	# Check if input_branch starts with "refs/heads/"	COMMENT
LOW	kubernetes/helm/openrag/values.yaml	324	noColor: false # Set true to disable ANSI color codes in log output	CODE
LOW	kubernetes/helm/openrag/values.yaml	325	accessLog: true # Set false to disable HTTP access log events	CODE
LOW	kubernetes/helm/openrag/values.yaml	338	disableIngestWithLangflow: false # Set true to use traditional processor instead of Langflow	CODE
LOW	kubernetes/helm/openrag/values.yaml	339	ingestSampleData: true # Set true to ingest sample data on startup	CODE
LOW⚡	flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	flows/openrag_url_mcp.json	825	"value": "import importlib\nimport io\nimport re\n\nimport requests\nfrom bs4 import BeautifulSoup\nfrom	CODE
LOW⚡	flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW⚡	flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	flows/openrag_agent.json	4815	"value": "from __future__ import annotations\n\nimport asyncio\nimport json\nimport uuid\n\nfrom langcha	CODE
LOW⚡	flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	flows/components/mcp_component.py	81	# Check if servers key exists and is not CacheMiss	COMMENT
LOW	flows/components/mcp_component.py	86	# Check if last_selected_server key exists and is not CacheMiss	COMMENT
LOW	flows/components/mcp_component.py	230	# Check if caching is enabled, default to False	COMMENT
LOW	flows/components/mcp_component.py	556	# Check if tools are already cached for this server before clearing	COMMENT
LOW	flows/components/opensearch_multimodal.py	771	# Check if this is the known OpenSearch k-NN NullPointerException issue	COMMENT
LOW	flows/components/opensearch_multimodal.py	1195	# Check if we're in ingestion-only mode (no search query)	COMMENT
LOW	flows/components/opensearch_multimodal.py	1311	# Check if target is in available_models dict - use dedicated instance	COMMENT
LOW	flows/components/opensearch_multimodal.py	1961	# Check if embedding is None (fail-safe mode)	COMMENT
LOW	flows/components/opensearch_multimodal.py	2094	# Check if we have an embedding object for this model	COMMENT
LOW	flows/components/opensearch_multimodal.py	2110	# Check if this is a dedicated instance from available_models dict	COMMENT
LOW	src/agent.py	234	# Check if this chunk contains retrieval results	COMMENT
LOW⚡	src/connectors/connection_manager.py	573	# Check if the webhook ID is stored in the connection config	COMMENT
LOW	src/connectors/connection_manager.py	299	# Check if this update is adding authentication and webhooks are configured	COMMENT
LOW	src/connectors/connection_manager.py	335	# Check if we already have an active connection for this provider and user	COMMENT
LOW	src/connectors/connection_manager.py	339	# Check if the existing connection has a valid token	COMMENT
LOW	src/connectors/connection_manager.py	588	# Check if webhook is already set up	COMMENT
LOW	src/connectors/connection_manager.py	595	# Check if webhook URL is configured	COMMENT
LOW	src/connectors/onedrive/connector.py	742	# Check if it's a folder	COMMENT
LOW	src/connectors/onedrive/connector.py	778	# Check if ID contains '!' which indicates driveId!itemId format	COMMENT
LOW	src/connectors/sharepoint/connector.py	795	# Check if ID contains '!' which indicates driveId!itemId format	COMMENT
LOW	src/connectors/sharepoint/connector.py	830	# Check if it's a folder	COMMENT
LOW	src/connectors/sharepoint/connector.py	851	# Check if ID contains '!' which indicates driveId!itemId format	COMMENT
LOW	src/config/config_manager.py	325	# Check if api_key is unencrypted and we have a key	COMMENT
LOW	src/tui/main.py	577	# Check if migration already completed	COMMENT
LOW⚡	src/tui/_assets/flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	src/tui/_assets/flows/openrag_url_mcp.json	825	"value": "import importlib\nimport io\nimport re\n\nimport requests\nfrom bs4 import BeautifulSoup\nfrom	CODE
LOW⚡	src/tui/_assets/flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW⚡	src/tui/_assets/flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	src/tui/_assets/flows/openrag_agent.json	4815	"value": "from __future__ import annotations\n\nimport asyncio\nimport json\nimport uuid\n\nfrom langcha	CODE
LOW⚡	src/tui/_assets/flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
LOW	src/tui/managers/env_manager.py	323	# Set OPENRAG_VERSION to TUI version if not already set	COMMENT
LOW	src/tui/managers/env_manager.py	831	# Check if OPENRAG_VERSION is already set in .env	COMMENT
LOW	src/tui/managers/docling_manager.py	133	# Check if we have a direct process handle	COMMENT
LOW	src/tui/managers/docling_manager.py	140	# Check if we have a PID from file	COMMENT
LOW	src/tui/managers/docling_manager.py	255	# Check if port is already in use before trying to start	COMMENT
LOW	src/tui/managers/docling_manager.py	371	# Check if process is still alive	COMMENT
LOW	src/tui/managers/docling_manager.py	375	# Check if it's listening on the port	COMMENT
LOW	src/tui/managers/docling_manager.py	603	# Check if we have new logs	COMMENT
LOW	src/tui/managers/container_manager.py	553	# Check if we have a carriage return (progress update) before newline	COMMENT
LOW	src/tui/managers/container_manager.py	1150	# Check if containers already exist (stopped or otherwise)	COMMENT
LOW	src/tui/utils/platform.py	93	# Check if we have docker/podman runtime but no working compose	COMMENT
LOW	src/tui/utils/startup_checks.py	354	# Check if machine exists	COMMENT
LOW	src/tui/utils/startup_checks.py	380	# Check if machine is running	COMMENT
46 more matches not shown…

Deep Nesting211 hits · 152 pts

Severity	File	Line	Context
LOW	sdks/python/openrag_sdk/client.py	212	CODE
LOW	sdks/python/openrag_sdk/knowledge_filters.py	133	CODE
LOW	sdks/python/openrag_sdk/chat.py	136	CODE
LOW	sdks/python/openrag_sdk/chat.py	337	CODE
LOW	tests/unit/test_encryption.py	68	CODE
LOW	tests/integration/core/test_startup_ingest.py	71	CODE
LOW	tests/integration/core/test_non_langflow_ingestion.py	56	CODE
LOW	tests/integration/core/test_api_endpoints.py	280	CODE
LOW	tests/integration/core/test_api_endpoints.py	309	CODE
LOW	tests/integration/core/test_api_endpoints.py	339	CODE
LOW	scripts/extract_flow_component.py	81	CODE
LOW	scripts/ci/get_image_hash.py	8	CODE
LOW	scripts/test_scripts/sdk/python/harness.py	87	CODE
LOW	enhancements/connectors/ibm_cos/connector.py	199	CODE
LOW	enhancements/connectors/ibm_cos/connector.py	340	CODE
LOW	enhancements/connectors/azure_blob/connector.py	224	CODE
LOW	flows/components/docling_remote.py	151	CODE
LOW	flows/components/docling_remote.py	213	CODE
LOW	flows/components/mcp_component.py	214	CODE
LOW	flows/components/mcp_component.py	422	CODE
LOW	flows/components/mcp_component.py	692	CODE
LOW	flows/components/mcp_component.py	758	CODE
LOW	flows/components/export_docling_document.py	140	CODE
LOW	flows/components/opensearch_multimodal.py	468	CODE
LOW	flows/components/opensearch_multimodal.py	574	CODE
LOW	flows/components/opensearch_multimodal.py	974	CODE
LOW	flows/components/opensearch_multimodal.py	1208	CODE
LOW	flows/components/opensearch_multimodal.py	1654	CODE
LOW	flows/components/opensearch_multimodal.py	1926	CODE
LOW	flows/components/opensearch_multimodal.py	2452	CODE
LOW	src/session_manager.py	92	CODE
LOW	src/agent.py	106	CODE
LOW	src/agent.py	287	CODE
LOW	src/agent.py	552	CODE
LOW	src/agent.py	752	CODE
LOW	src/connectors/service.py	79	CODE
LOW	src/connectors/service.py	344	CODE
LOW	src/connectors/service.py	479	CODE
LOW	src/connectors/microsoft_graph_acl.py	143	CODE
LOW	src/connectors/microsoft_graph_acl.py	231	CODE
LOW	src/connectors/microsoft_graph_acl.py	296	CODE
LOW	src/connectors/connection_manager.py	99	CODE
LOW	src/connectors/connection_manager.py	154	CODE
LOW	src/connectors/connection_manager.py	326	CODE
LOW	src/connectors/google_drive_acl.py	102	CODE
LOW	src/connectors/google_drive_acl.py	165	CODE
LOW	src/connectors/google_drive_acl.py	252	CODE
LOW	src/connectors/google_drive_acl.py	316	CODE
LOW	src/connectors/onedrive/connector.py	310	CODE
LOW	src/connectors/onedrive/connector.py	474	CODE
LOW	src/connectors/onedrive/connector.py	640	CODE
LOW	src/connectors/onedrive/connector.py	772	CODE
LOW	src/connectors/onedrive/connector.py	871	CODE
LOW	src/connectors/onedrive/connector.py	997	CODE
LOW	src/connectors/onedrive/connector.py	1028	CODE
LOW	src/connectors/onedrive/connector.py	1123	CODE
LOW	src/connectors/onedrive/connector.py	316	CODE
LOW	src/connectors/onedrive/oauth.py	76	CODE
LOW	src/connectors/onedrive/oauth.py	270	CODE
LOW	src/connectors/sharepoint/connector.py	335	CODE
151 more matches not shown…

AI Slop Vocabulary32 hits · 92 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM⚡	frontend/lib/constants.ts	7	'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou have access to sever	CODE
MEDIUM	docs/package-lock.json	17243	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
LOW	.github/workflows/nightly-build.yml	261	# or just use the updated pyproject.toml if it's shared (it's not).	COMMENT
MEDIUM⚡	flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/components/opensearch_multimodal.py	1992	# Create a comprehensive map of model names to embedding objects	COMMENT
MEDIUM⚡	flows/components/opensearch_multimodal.py	1994	# Also leverage available_models list from EmbeddingsWithModels	COMMENT
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/agent.py	37	"content": 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nY	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/config/config_manager.py	189	system_prompt: str = 'You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	1601	"value": "You are the OpenRAG Agent. You answer questions using retrieval, reasoning, and tool use.\nYou	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM	src/tui/managers/container_manager.py	948	"""Get resolved image names from compose files using docker/podman compose, with robust fallbacks."""	STRING
LOW	src/services/document_service.py	197	# For context, we don't need to chunk - just return the full content	COMMENT

Verbosity Indicators41 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	33	// Step 2: Set models for OpenAI	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	41	// Step 3: Ingest URL via chat	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	49	// Step 4: Verify tool call arguments	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	58	// Step 5: Verify ingestion succeeded (tool did not fail)	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	64	// Step 6: Verify document is active in knowledge base	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	179	// Step 1: Cleanup test document if it exists	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	187	// Step 2: Set models for OpenAI	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	195	// Step 3: Ingest URL via chat	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	201	// Step 4: Verify tool call arguments	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	210	// Step 5: Verify ingestion succeeded (tool did not fail)	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	216	// Step 6: Delete the conversation	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	222	// Step 7: Open a new chat and ask a question related to the ingested URL	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	229	// Step 8: Verify the response contains relevant information from the ingested URL	COMMENT
LOW	frontend/tests/core/url_ingestion.spec.ts	20	// Step 1: Cleanup test document if it exists	COMMENT
LOW	frontend/tests/core/url_ingestion.spec.ts	249	// Step 9: Verify response does NOT contain "no relevant sources" message	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	33	// Step 1: Upload all files first (without verifying status yet)	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	46	// Step 2: After all uploads complete, verify each file's status becomes Active	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	51	// Step 1: Clear all files from the folder if they exist in the KB	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	86	// Step 2: Ingest the entire folder	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	98	// Step 3: Verify all files are active (using ingested names)	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	171	// Step 1: Clear existing files from knowledge base	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	206	// Step 2: Upload combo folder	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	221	// Step 3: Verify immediate toast message	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	233	// Step 4: Wait for task completion	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	247	// Step 5: Verify all files are active	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	37	// Step 1: Cleanup test document if it exists	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	46	// Step 2: Set embedding model for OpenAI	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	52	// Step 3: Ingest the test document	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	60	// Step 4: Wait for document to be indexed (Active status)	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	65	// Step 5: Open the chunk viewer	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	70	// Step 6: Test chunk search for multiple tokens	COMMENT
LOW	frontend/tests/core/chunk_search.spec.ts	107	// Step 7: Report results	COMMENT
LOW	frontend/tests/core/chunk_search.spec.ts	118	// Step 8: Assertions	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	32	// Step 2: Set embedding model for OpenAI	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	38	// Step 3: Ingest the test document	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	46	// Step 4: Wait for document to be indexed (Active status)	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	51	// Step 5: Search for the unique token	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	61	// Step 6: Verify results	COMMENT
LOW	src/tui/managers/container_manager.py	1632	# Step 1: Stop all services first	COMMENT
LOW	src/tui/screens/welcome.py	517	# Step 1: Start container services first (to create the network)	COMMENT
LOW	src/tui/screens/welcome.py	598	# Step 1: Stop container services	COMMENT

Structural Annotation Overuse41 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	33	// Step 2: Set models for OpenAI	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	41	// Step 3: Ingest URL via chat	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	49	// Step 4: Verify tool call arguments	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	58	// Step 5: Verify ingestion succeeded (tool did not fail)	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	64	// Step 6: Verify document is active in knowledge base	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	179	// Step 1: Cleanup test document if it exists	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	187	// Step 2: Set models for OpenAI	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	195	// Step 3: Ingest URL via chat	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	201	// Step 4: Verify tool call arguments	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	210	// Step 5: Verify ingestion succeeded (tool did not fail)	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	216	// Step 6: Delete the conversation	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	222	// Step 7: Open a new chat and ask a question related to the ingested URL	COMMENT
LOW⚡	frontend/tests/core/url_ingestion.spec.ts	229	// Step 8: Verify the response contains relevant information from the ingested URL	COMMENT
LOW	frontend/tests/core/url_ingestion.spec.ts	20	// Step 1: Cleanup test document if it exists	COMMENT
LOW	frontend/tests/core/url_ingestion.spec.ts	249	// Step 9: Verify response does NOT contain "no relevant sources" message	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	33	// Step 1: Upload all files first (without verifying status yet)	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	46	// Step 2: After all uploads complete, verify each file's status becomes Active	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	51	// Step 1: Clear all files from the folder if they exist in the KB	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	86	// Step 2: Ingest the entire folder	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	98	// Step 3: Verify all files are active (using ingested names)	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	171	// Step 1: Clear existing files from knowledge base	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	206	// Step 2: Upload combo folder	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	221	// Step 3: Verify immediate toast message	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	233	// Step 4: Wait for task completion	COMMENT
LOW	frontend/tests/core/bulk_document_ingestion.spec.ts	247	// Step 5: Verify all files are active	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	37	// Step 1: Cleanup test document if it exists	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	46	// Step 2: Set embedding model for OpenAI	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	52	// Step 3: Ingest the test document	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	60	// Step 4: Wait for document to be indexed (Active status)	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	65	// Step 5: Open the chunk viewer	COMMENT
LOW⚡	frontend/tests/core/chunk_search.spec.ts	70	// Step 6: Test chunk search for multiple tokens	COMMENT
LOW	frontend/tests/core/chunk_search.spec.ts	107	// Step 7: Report results	COMMENT
LOW	frontend/tests/core/chunk_search.spec.ts	118	// Step 8: Assertions	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	32	// Step 2: Set embedding model for OpenAI	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	38	// Step 3: Ingest the test document	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	46	// Step 4: Wait for document to be indexed (Active status)	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	51	// Step 5: Search for the unique token	COMMENT
LOW⚡	frontend/tests/core/search.spec.ts	61	// Step 6: Verify results	COMMENT
LOW	src/tui/managers/container_manager.py	1632	# Step 1: Stop all services first	COMMENT
LOW	src/tui/screens/welcome.py	517	# Step 1: Start container services first (to create the network)	COMMENT
LOW	src/tui/screens/welcome.py	598	# Step 1: Stop container services	COMMENT

Self-Referential Comments24 hits · 73 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/unit/test_env_manager.py	215	# Create the legacy file with deliberately permissive permissions.	COMMENT
MEDIUM	tests/unit/test_task_service.py	204	# Create a task with multiple files	COMMENT
MEDIUM	tests/unit/test_encryption.py	41	# Create an initial config manager with a temporary file	COMMENT
MEDIUM	tests/unit/api/test_settings_endpoints.py	23	# Create a body with an invalid preset	COMMENT
MEDIUM	tests/integration/core/test_api_endpoints.py	213	# Create a temporary markdown file to upload	COMMENT
MEDIUM⚡	flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	flows/components/opensearch_multimodal.py	1992	# Create a comprehensive map of model names to embedding objects	COMMENT
MEDIUM	src/bootstrap.py	6	# This module is intended to be imported as the first line in entry points	COMMENT
MEDIUM	src/tui/main.py	369	self.docling_manager = DoclingManager() # Initialize singleton instance	STRING
MEDIUM⚡	src/tui/_assets/flows/openrag_url_mcp.json	3632	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/ingestion_flow.json	2711	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_agent.json	2544	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM⚡	src/tui/_assets/flows/openrag_nudges.json	2347	"value": "from __future__ import annotations\n\nimport copy\nimport json\nimport uuid\nfrom concurrent.f	CODE
MEDIUM	src/tui/screens/diagnostics.py	173	# Create a timestamped filename	COMMENT
MEDIUM	src/utils/embedding_fields.py	168	# Define the field mapping for both the vector field and the tracking field	COMMENT
MEDIUM	src/api/settings/helpers.py	183	# Create the filter document	COMMENT
MEDIUM	src/services/api_key_service.py	37	# Create the full key with prefix	COMMENT
MEDIUM	src/services/api_key_service.py	113	# Create a unique key_id	COMMENT
MEDIUM	src/services/api_key_service.py	118	# Create the document to store	COMMENT
MEDIUM	src/services/monitor_service.py	57	# Create the document-level monitor	COMMENT
MEDIUM	src/services/monitor_service.py	119	# Create the monitor	COMMENT

Over-Commented Block69 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	161	# FastAPI handlers in these modules declare a Pydantic response model as	COMMENT
LOW	docker-compose.host-backend.yml	1	# docker-compose.host-backend.yml	COMMENT
LOW	frontend/app/knowledge/chunks/page.tsx	101	// setSelectedChunks((prevSelected) => {	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	61	// test.setTimeout(300000);	COMMENT
LOW	frontend/tests/core/diverse-format-ingestion.spec.ts	81	// await knowledge.fetchLatestDocs();	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	61	// await knowledge.open();	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	81	// logger.info(`📋 Verified task failed for 05_Automation-protected.pdf`);	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	101	// logger.info('Document is Active, waiting for indexing to complete...');	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	121		COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	141	// await chat.askQuestion(question);	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	161	// const responseForced = await chat.getLastResponse(TEST_CONFIG.timeouts.default);	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	181	// const filePath3M = path.join(process.cwd(), 'test-data', testDocument3M);	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	201	// const lowerResponse1 = response1.toLowerCase();	COMMENT
LOW	frontend/tests/core/upload-and-query.spec.ts	221	// 'outside\\s+(the\\s+)?(scope\|context\|data\|system\|knowledge\|coverage\|dataset\|available)',	COMMENT
LOW	frontend/tests/core/tasks-menu.spec.ts	201	result2.status === "Complete" \|\| result2.status === "COMPLETED",	COMMENT
LOW	frontend/tests/core/tasks-menu.spec.ts	221	// await page.waitForTimeout(500);	COMMENT
LOW	frontend/tests/core/tasks-menu.spec.ts	241	// expect(isFailed).toBeTruthy();	COMMENT
LOW	tests/__init__.py	1	# Test package	COMMENT
LOW	tests/integration/__init__.py	1	# Integration tests package	COMMENT
LOW	tests/integration/core/test_api_endpoints.py	141	# Pop these from sys.modules so the next `from main import ...`	COMMENT
LOW	docs/docusaurus.config.js	161	// Remove this to remove the "edit this page" links.	COMMENT
LOW	scripts/backend-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	.github/workflows/codeql.yml	41	# By default, queries listed here will override any specified in a config file.	COMMENT
LOW	.github/workflows/deploy-gh-pages.yml	41	# The GH actions bot is used by default if you didn't specify the two fields.	COMMENT
LOW	.github/workflows/react-doctor.yml	41	# sticky summary comment, inline review comments, and a commit status	COMMENT
LOW	kubernetes/helm/operator/values.yaml	21	# Specifies whether a service account should be created	COMMENT
LOW	kubernetes/operator/config/crd/kustomization.yaml	1	resources:	COMMENT
LOW	…onfig/samples/openrag_v1alpha1_openrag-kind-local.yaml	1	# OpenRAG sample for local kind/Colima clusters (typically 2 CPUs).	COMMENT
LOW	…/operator/config/samples/openrag_v1alpha1_openrag.yaml	61	# projectId: ""	COMMENT
LOW	…/operator/config/samples/openrag_v1alpha1_openrag.yaml	81	# resources:	COMMENT
LOW	…/operator/config/samples/openrag_v1alpha1_openrag.yaml	101	# annotations:	COMMENT
LOW	…/operator/config/samples/openrag_v1alpha1_openrag.yaml	121	# limits:	COMMENT
LOW	…/operator/config/samples/openrag_v1alpha1_openrag.yaml	141	# team: "ml-ops"	COMMENT
LOW	…s/operator/config/samples/kind-cluster-openrag-cr.yaml	61	# doclingComponents:	COMMENT
LOW	…s/operator/config/samples/kind-cluster-openrag-cr.yaml	81	# resources:	COMMENT
LOW	kubernetes/operator/internal/controller/env.go	181	}	COMMENT
LOW	…tes/operator/internal/controller/openrag_controller.go	61	Client: c,	COMMENT
LOW	…tes/operator/internal/controller/openrag_controller.go	2521	func mergeDeploymentAnnotations(customAnnotations map[string]string) map[string]string {	COMMENT
LOW	kubernetes/operator/hack/update-codegen.sh	1	#!/usr/bin/env bash	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	61	// Labels are custom labels to add to the Deployment/StatefulSet object metadata.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	81	// +kubebuilder:validation:MaxProperties=64	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	101	// +optional	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	141	// Merged with operator-managed labels and CommonResourceLabels from OpenRAGSpec.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	161	// SecretLabels are custom labels to add to component-managed Secrets (e.g., .env secrets).	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	221	// WARNING: Do not change or delete after initial deployment - will break existing JWT tokens.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	261	// FlowsRef is the git branch name or commit SHA from which flow JSON files	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	321	// +optional	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	341	// +kubebuilder:validation:MaxProperties=64	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	401	// Storage configures a PVC for model cache and temporary files.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	481	// Password for Valkey authentication (optional).	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	541	// Languages is a list of language codes for OCR (e.g., ["en", "de", "fr"]).	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	561	Mode string `json:"mode,omitempty"`	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	581	// +kubebuilder:default=4	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	621	// +kubebuilder:default=false	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	641	// TargetMemoryUtilizationPercentage is the target average memory utilization.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	681	type OpenRAGSpec struct {	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	701	// +optional	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	721	// Useful for backup policies, monitoring configuration, and GitOps metadata.	COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	741		COMMENT
LOW	kubernetes/operator/api/v1alpha1/openrag_types.go	781	Message string `json:"message,omitempty"`	COMMENT
9 more matches not shown…

Cross-File Repetition11 hits · 55 pts

Severity	File	Snippet	Context
HIGH	enhancements/connectors/ibm_cos/support.py	resolve s3 credentials and build the connection config dict. resolution order for each credential: request body → enviro	STRING
HIGH	enhancements/connectors/azure_blob/support.py	resolve s3 credentials and build the connection config dict. resolution order for each credential: request body → enviro	STRING
HIGH	src/connectors/aws_s3/support.py	resolve s3 credentials and build the connection config dict. resolution order for each credential: request body → enviro	STRING
HIGH	enhancements/connectors/ibm_cos/connector.py	no-op: webhooks are not supported in this connector version.	STRING
HIGH	enhancements/connectors/azure_blob/connector.py	no-op: webhooks are not supported in this connector version.	STRING
HIGH	src/connectors/aws_s3/connector.py	no-op: webhooks are not supported in this connector version.	STRING
HIGH	src/tui/widgets/prune_options_modal.py	flowbackupwarningmodal { align: center middle; } #dialog { width: 70; height: auto; border: solid #3f3f46; background: #	STRING
HIGH	src/tui/widgets/upgrade_instructions_modal.py	flowbackupwarningmodal { align: center middle; } #dialog { width: 70; height: auto; border: solid #3f3f46; background: #	STRING
HIGH	src/tui/widgets/version_mismatch_warning_modal.py	flowbackupwarningmodal { align: center middle; } #dialog { width: 70; height: auto; border: solid #3f3f46; background: #	STRING
HIGH	src/tui/widgets/factory_reset_warning_modal.py	flowbackupwarningmodal { align: center middle; } #dialog { width: 70; height: auto; border: solid #3f3f46; background: #	STRING
HIGH	src/tui/widgets/flow_backup_warning_modal.py	flowbackupwarningmodal { align: center middle; } #dialog { width: 70; height: auto; border: solid #3f3f46; background: #	STRING

Cross-Language Confusion8 hits · 48 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/test_shared_flag.py	83	"""Critical DLS test: owner key must be absent, not null, for must_not-exists-owner clause."""	STRING
HIGH⚡	src/connectors/service.py	307	if (params.filename != null) {	CODE
HIGH⚡	src/connectors/service.py	310	if (params.created_time != null) {	CODE
HIGH⚡	src/connectors/service.py	313	if (params.modified_time != null) {	CODE
HIGH⚡	src/connectors/service.py	316	if (params.metadata != null) {	CODE
HIGH	src/tui/managers/container_manager.py	1287	"rm -rf /work/* /work/.[!.]* 2>/dev/null; echo done",	CODE
HIGH	src/tui/managers/container_manager.py	1348	"rm -rf /work/* /work/.[!.]* 2>/dev/null; echo done",	CODE
HIGH	src/tui/utils/platform.py	203	status += "\nTo increase: podman machine stop && podman machine rm && podman machine init --memory 8192	CODE

Docstring Block Structure9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/openrag_sdk/documents.py	30	Ingest a document into the knowledge base. Args: file_path: Path to the file to ingest.	STRING
HIGH	sdks/python/openrag_sdk/documents.py	106	Wait for an ingestion task to complete. Args: task_id: The task ID to wait for.	STRING
HIGH	flows/components/opensearch_multimodal.py	469	Execute a raw OpenSearch query against the target index. Args: query (dict[str, Any]): The OpenSear	STRING
HIGH	flows/components/opensearch_multimodal.py	575	Get the embedding model name from component config or embedding object. Priority: deployment > model > model_id	STRING
HIGH	flows/components/opensearch_multimodal.py	1927	Perform multi-model hybrid search combining multiple vector similarities and keyword matching. This method exec	STRING
HIGH	src/utils/embedding_fields.py	54	Convert an embedding model name to a valid OpenSearch field suffix. Examples: - "text-embedding-3-smal	STRING
HIGH	src/utils/embedding_fields.py	86	Get the OpenSearch field name for storing embeddings from a specific model. Args: model_name: The embe	STRING
HIGH	src/utils/embedding_fields.py	111	Ensure that an embedding field for the specified model exists in the OpenSearch index. If the field doesn't exi	STRING
HIGH	src/services/task_service.py	226	Wrapper to add timeout protection to file processing Args: coro: Coroutine to execute with timeout	STRING

Modern Structural Boilerplate37 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	warm_up_docling.py	11	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/openrag_sdk/__init__.py	73	__all__ = [	CODE
LOW	sdks/mcp/src/openrag_mcp/__init__.py	6	__all__ = ["main"]	CODE
LOW	scripts/connectors/azure/seed_azurite.py	560	def _update_blobs(svc: BlobServiceClient, name: str, blobs: dict[str, bytes]) -> None:	CODE
LOW	…ripts/test_scripts/sdk/python/checks/check_settings.py	12	async def update_roundtrip(ctx: Context) -> None:	CODE
LOW	enhancements/connectors/ibm_cos/__init__.py	10	__all__ = [	CODE
LOW	enhancements/connectors/azure_blob/__init__.py	11	__all__ = [	CODE
LOW	flows/components/mcp_component.py	692	async def _update_tool_config(self, build_config: dict, tool_name: str) -> None:	CODE
LOW	src/main.py	48	__all__ = [	CODE
LOW	src/dependencies.py	53	__all__ = [	CODE
LOW	src/connectors/__init__.py	7	__all__ = [	CODE
LOW	src/connectors/onedrive/__init__.py	4	__all__ = ["OneDriveConnector", "OneDriveOAuth"]	CODE
LOW⚡	src/connectors/onedrive/connector.py	185	def set_file_infos(self, file_infos: list[dict[str, Any]]) -> None:	CODE
LOW	src/connectors/onedrive/oauth.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/connectors/sharepoint/__init__.py	4	__all__ = ["SharePointConnector", "SharePointOAuth"]	CODE
LOW⚡	src/connectors/sharepoint/connector.py	198	def set_file_infos(self, file_infos: list[dict[str, Any]]) -> None:	CODE
LOW	src/connectors/sharepoint/oauth.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/connectors/aws_s3/__init__.py	12	__all__ = [	CODE
LOW	src/connectors/google_drive/__init__.py	4	__all__ = ["GoogleDriveConnector", "GoogleDriveOAuth"]	CODE
LOW⚡	src/tui/screens/config.py	650	def _set_path(result) -> None:	CODE
LOW	src/tui/screens/config.py	703	def _update_langflow_username_visibility(self, password_value: str) -> None:	CODE
LOW⚡	src/tui/screens/monitor.py	851	def _update_mode_row(self) -> None:	CODE
LOW⚡	src/tui/screens/monitor.py	876	def _update_controls(self, services: list[ServiceInfo]) -> None:	CODE
LOW⚡	src/tui/screens/monitor.py	1093	def _set_cursor_row(self, table: DataTable \| None, row: int) -> None:	CODE
LOW	src/tui/screens/monitor.py	914	def _update_docling_controls(self) -> None:	CODE
LOW	src/tui/screens/welcome.py	461	def _update_default_button(self) -> None:	CODE
LOW⚡	src/tui/widgets/command_modal.py	365	def _update_output(self, message: str, replace_last: bool = False) -> None:	CODE
LOW	src/tui/widgets/__init__.py	5	__all__ = ["FlowBackupWarningModal"]	CODE
LOW	src/utils/provider_health_cache.py	93	def set_and_release(key: str, value: dict) -> None:	CODE
LOW	src/utils/telemetry/client.py	59	def set_base_url(url: str) -> None:	CODE
LOW	src/utils/telemetry/__init__.py	7	__all__ = ["TelemetryClient", "Category", "MessageId"]	CODE
LOW	src/db/__init__.py	15	__all__ = [	CODE
LOW	src/db/repositories/__init__.py	16	__all__ = [	CODE
LOW	src/db/repositories/user_repo.py	48	async def update_last_login(self, user_id: str) -> None:	CODE
LOW	src/db/models/__init__.py	20	__all__ = [	CODE
LOW	src/api/settings/__init__.py	53	__all__ = [	CODE
LOW⚡	src/services/auth_service.py	15	logger = logging.getLogger(__name__)	CODE

AI Structural Patterns22 hits · 16 pts

Severity	File	Line	Context
LOW	tests/unit/test_settings_provider_removal_defaults.py	36	CODE
LOW	flows/components/opensearch_multimodal.py	974	CODE
LOW	src/connectors/service.py	15	CODE
LOW	src/connectors/google_drive/connector.py	1374	CODE
LOW	src/config/settings.py	600	CODE
LOW	src/models/processors.py	374	CODE
LOW	src/models/processors.py	646	CODE
LOW	src/models/processors.py	806	CODE
LOW	src/models/processors.py	1321	CODE
LOW	src/api/files.py	24	CODE
LOW	src/api/files.py	63	CODE
LOW	src/api/langflow_files.py	132	CODE
LOW	src/api/connectors.py	2215	CODE
LOW	src/api/router.py	25	CODE
LOW	src/api/v1/documents.py	41	CODE
LOW	src/api/settings/endpoints.py	815	CODE
LOW	src/services/file_service.py	22	CODE
LOW	src/services/chat_service.py	56	CODE
LOW	src/services/chat_service.py	478	CODE
LOW	src/services/task_service.py	281	CODE
LOW	src/services/langflow_file_service.py	344	CODE
LOW	src/services/langflow_file_service.py	881	CODE

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…end/app/settings/_components/watsonx-settings-form.tsx	126	placeholder="your-api-key"	CODE
HIGH	frontend/app/onboarding/_components/ibm-onboarding.tsx	225	placeholder="your-api-key"	CODE
HIGH	plugins/openrag/skills/sdk/SKILL.md	84	OPENRAG_API_KEY=your-api-key # Required if authentication is enabled	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.host-backend.yml	19	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings