run-llama/llama_index

Pattern Findings

9090 matches across 20 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers4152 hits · 4152 pts

Severity	File	Line	Snippet
LOW	llama-index-instrumentation/tests/test_shutdown.py	12	def test_shutdown_drops_all_open_spans():
LOW	llama-index-instrumentation/tests/test_shutdown.py	32	def test_shutdown_calls_close_on_handlers():
LOW	llama-index-instrumentation/tests/test_shutdown.py	47	def test_shutdown_walks_parent_chain():
LOW	llama-index-instrumentation/tests/test_shutdown.py	75	def test_shutdown_is_idempotent():
LOW	llama-index-instrumentation/tests/test_shutdown.py	87	def test_close_default_is_noop():
LOW	llama-index-instrumentation/tests/test_manager.py	4	def test_root_manager_add_dispatcher():
LOW	llama-index-instrumentation/tests/test_dispatcher.py	806	def test_span_decorator_is_idempotent(mock_span_enter):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	813	def test_span_decorator_is_idempotent_with_pass_through(mock_span_enter):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	821	def test_mixin_decorates_abstract_method(mock_span_enter):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	113	def func_with_event_backwards_compat(a, b=3, **kwargs):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	149	def func_with_event_backwards_compat(self, a, b=3, **kwargs):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	157	def test_dispatcher_span_args(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	193	def test_dispatcher_span_args_with_instance(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	231	def test_dispatcher_span_drop_args(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	269	async def test_dispatcher_async_span_args(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	306	async def test_dispatcher_async_span_args_with_instance(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	347	async def test_dispatcher_async_span_drop_args(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	386	async def test_dispatcher_async_span_drop_args_with_instance(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	424	def test_dispatcher_fire_event(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	456	async def test_dispatcher_async_fire_event(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	491	async def test_dispatcher_attaches_tags_to_events_and_spans(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	512	def test_dispatcher_attaches_tags_to_concurrent_events(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	550	def test_dispatcher_fire_event_with_instance(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	580	async def test_dispatcher_async_fire_event_with_instance(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	747	def test_dispatcher_fire_event_backwards_compat(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	779	def test_dispatcher_fire_event_with_instance_backwards_compat(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	833	def test_mixin_decorates_overridden_method(mock_span_enter):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	847	def test_span_naming_with_inheritance(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	898	async def test_async_span_naming_with_inheritance(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	935	def test_span_naming_regular_functions_unchanged(
LOW	llama-index-instrumentation/tests/test_dispatcher.py	960	def test_span_naming_complex_inheritance(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1011	def test_span_naming_with_method_override(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1046	def test_span_naming_with_nested_classes(mock_uuid, mock_span_enter, mock_span_exit):
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1078	def test_aevent_with_sync_handlers():
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1094	async def test_aevent_with_async_handlers():
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1111	async def test_aevent_concurrent_handlers():
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1134	async def test_aevent_error_isolation():
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1194	async def test_aevent_no_propagation():
LOW	llama-index-instrumentation/tests/test_propagation.py	15	def capture_propagation_context(self) -> Dict[str, Any]:
LOW	llama-index-instrumentation/tests/test_propagation.py	18	def restore_propagation_context(self, context: Dict[str, Any]) -> None:
LOW	llama-index-instrumentation/tests/test_propagation.py	22	def test_capture_propagation_context_basic():
LOW	llama-index-instrumentation/tests/test_propagation.py	32	def test_capture_includes_instrument_tags():
LOW	llama-index-instrumentation/tests/test_propagation.py	45	def test_capture_omits_instrument_tags_when_empty():
LOW	llama-index-instrumentation/tests/test_propagation.py	54	def test_restore_propagation_context_basic():
LOW	llama-index-instrumentation/tests/test_propagation.py	64	def test_restore_sets_instrument_tags():
LOW	llama-index-instrumentation/tests/test_propagation.py	75	def test_capture_walks_parent_chain():
LOW	llama-index-instrumentation/tests/test_propagation.py	97	def test_restore_walks_parent_chain():
LOW	llama-index-instrumentation/tests/test_propagation.py	120	def test_capture_stops_at_propagate_false():
LOW	llama-index-instrumentation/tests/test_propagation.py	142	def test_roundtrip_capture_restore():
LOW	llama-index-instrumentation/tests/test_propagation.py	164	def test_capture_swallows_handler_exceptions():
LOW	llama-index-instrumentation/tests/test_propagation.py	166	def capture_propagation_context(self) -> Dict[str, Any]:
LOW	llama-index-instrumentation/tests/test_propagation.py	177	def test_restore_swallows_handler_exceptions():
LOW	llama-index-instrumentation/tests/test_propagation.py	179	def restore_propagation_context(self, context: Dict[str, Any]) -> None:
LOW	…entation/src/llama_index_instrumentation/dispatcher.py	275	def capture_propagation_context(self) -> Dict[str, Any]:
LOW	…entation/src/llama_index_instrumentation/dispatcher.py	294	def restore_propagation_context(self, context: Dict[str, Any]) -> None:
LOW	…/src/llama_index_instrumentation/span_handlers/base.py	144	def capture_propagation_context(self) -> Dict[str, Any]:
LOW	…/src/llama_index_instrumentation/span_handlers/base.py	153	def restore_propagation_context(self, context: Dict[str, Any]) -> None:
LOW	…ocs/framework/understanding/agent/structured_output.md	107	async def structured_output_parsing(
LOW	…ama-index-utils-azure/llama_index/utils/azure/table.py	51	def validate_table_property_count(num_properties: int) -> None:
LOW	…ama-index-utils-azure/llama_index/utils/azure/table.py	63	def validate_table_total_property_size(
4092 more matches not shown…

Cross-File Repetition430 hits · 2150 pts

Severity	File	Line	Snippet
HIGH	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	0	declare input clob; begin input := :data; :summ := dbms_vector_chain.utl_to_summary(input, json(:params)); end;
HIGH	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	0	declare input clob; begin input := :data; :summ := dbms_vector_chain.utl_to_summary(input, json(:params)); end;
HIGH	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	0	declare input clob; begin input := :data; :summ := dbms_vector_chain.utl_to_summary(input, json(:params)); end;
HIGH	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	0	declare input clob; begin input := :data; :summ := dbms_vector_chain.utl_to_summary(input, json(:params)); end;
HIGH	…toredb/llama_index/vector_stores/singlestoredb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…es-supabase/llama_index/vector_stores/supabase/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…ordb/llama_index/vector_stores/tencentvectordb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…es-weaviate/llama_index/vector_stores/weaviate/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…stores-jaguar/llama_index/vector_stores/jaguar/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…stores-chroma/llama_index/vector_stores/chroma/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…lickhouse/llama_index/vector_stores/clickhouse/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…ores-hnswlib/llama_index/vector_stores/hnswlib/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…atabricks/llama_index/vector_stores/databricks/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…-typesense/llama_index/vector_stores/typesense/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings
HIGH	…toredb/llama_index/vector_stores/singlestoredb/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…-cassandra/llama_index/vector_stores/cassandra/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ma_index/vector_stores/alibabacloud_opensearch/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-deeplake/llama_index/vector_stores/deeplake/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-weaviate/llama_index/vector_stores/weaviate/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ashvector/llama_index/vector_stores/dashvector/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…stores-jaguar/llama_index/vector_stores/jaguar/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…res-faiss/llama_index/vector_stores/faiss/map_store.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…r-stores-faiss/llama_index/vector_stores/faiss/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…stores-chroma/llama_index/vector_stores/chroma/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…lickhouse/llama_index/vector_stores/clickhouse/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ores-epsilla/llama_index/vector_stores/epsilla/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-hologres/llama_index/vector_stores/hologres/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ores-hnswlib/llama_index/vector_stores/hnswlib/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…-typesense/llama_index/vector_stores/typesense/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…pensearch/llama_index/vector_stores/opensearch/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…-oceanbase/llama_index/vector_stores/oceanbase/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-dynamodb/llama_index/vector_stores/dynamodb/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…sql/llama_index/vector_stores/azurecosmosnosql/base.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…ma-index-core/llama_index/core/vector_stores/simple.py	0	delete nodes using with ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	query index for top k most similar nodes. args: query_embedding (list[float]): query embedding similarity_top_k (int): t
HIGH	…res-faiss/llama_index/vector_stores/faiss/map_store.py	0	query index for top k most similar nodes. args: query_embedding (list[float]): query embedding similarity_top_k (int): t
HIGH	…r-stores-faiss/llama_index/vector_stores/faiss/base.py	0	query index for top k most similar nodes. args: query_embedding (list[float]): query embedding similarity_top_k (int): t
HIGH	…es-hologres/llama_index/vector_stores/hologres/base.py	0	query index for top k most similar nodes. args: query_embedding (list[float]): query embedding similarity_top_k (int): t
HIGH	…es-awsdocdb/llama_index/vector_stores/awsdocdb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings returns: a list of ids for successfully a
HIGH	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings returns: a list of ids for successfully a
HIGH	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings returns: a list of ids for successfully a
HIGH	…sql/llama_index/vector_stores/azurecosmosnosql/base.py	0	add nodes to index. args: nodes: list[basenode]: list of nodes with embeddings returns: a list of ids for successfully a
HIGH	…es-postgres/llama_index/vector_stores/postgres/base.py	0	this part create a dynamic sqlalchemy model with a new table.
HIGH	…ores-lantern/llama_index/vector_stores/lantern/base.py	0	this part create a dynamic sqlalchemy model with a new table.
HIGH	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	0	this part create a dynamic sqlalchemy model with a new table.
HIGH	…-openGauss/llama_index/vector_stores/openGauss/base.py	0	this part create a dynamic sqlalchemy model with a new table.
HIGH	…-postgres/llama_index/storage/kvstore/postgres/base.py	0	this part create a dynamic sqlalchemy model with a new table.
370 more matches not shown…

Unused Imports1956 hits · 1890 pts

Severity	File	Line
LOW	…llama_index_instrumentation/event_handlers/__init__.py	1
LOW	…llama_index_instrumentation/event_handlers/__init__.py	2
LOW	…ation/src/llama_index_instrumentation/span/__init__.py	4
LOW	…ation/src/llama_index_instrumentation/span/__init__.py	5
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	1
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	2
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	3
LOW	…ation/src/llama_index_instrumentation/base/__init__.py	1
LOW	…ation/src/llama_index_instrumentation/base/__init__.py	2
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	1
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1
LOW	…-utils-oracleai/llama_index/utils/oracleai/__init__.py	1
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	10
LOW	…ed/llama_index/sparse_embeddings/fastembed/__init__.py	1
LOW	…ma-index-sparse-embeddings-fastembed/tests/conftest.py	2
LOW	…db/llama_index/vector_stores/singlestoredb/__init__.py	1
LOW	…es-qdrant/llama_index/vector_stores/qdrant/__init__.py	1
LOW	…inecone/llama_index/vector_stores/pinecone/__init__.py	1
LOW	…wsdocdb/llama_index/vector_stores/awsdocdb/__init__.py	1
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	3
LOW	…es-duckdb/llama_index/vector_stores/duckdb/__init__.py	1
LOW	…upabase/llama_index/vector_stores/supabase/__init__.py	1
LOW	…-upstash/llama_index/vector_stores/upstash/__init__.py	1
LOW	…-lancedb/llama_index/vector_stores/lancedb/__init__.py	1
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	1
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3
LOW	…ma-index-vector-stores-elasticsearch/tests/conftest.py	2
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	1
LOW	…ostgres/llama_index/vector_stores/postgres/__init__.py	1
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	17
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	18
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	20
LOW	…s/llama-index-vector-stores-postgres/tests/conftest.py	2
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	51
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	52
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	54
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	55
LOW	…-vectorx/llama_index/vector_stores/vectorx/__init__.py	1
1896 more matches not shown…

Docstring Block Structure178 hits · 890 pts

Severity	File	Line	Snippet
HIGH	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	73	Qdrant Vector Store. In this vector store, embeddings and docs are stored within a Qdrant collection.
HIGH	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	569	Asynchronous method to add nodes to Qdrant index. Args: nodes: List[BaseNode]: List of nod
HIGH	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	96	The LanceDB Vector Store. Stores text and embeddings in LanceDB. The vector store will open an existing
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	125	Elasticsearch vector store. Args: index_name: Name of the Elasticsearch index. es_client: Opti
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	295	Add nodes to Elasticsearch index. Args: nodes: List of nodes with embeddings.
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	328	Asynchronous method to add nodes to Elasticsearch index. Args: nodes: List of nodes with e
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	476	Query index for top k most similar nodes. Args: query_embedding (List[float]): query embed
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	511	Asynchronous query index for top k most similar nodes. Args: query_embedding (VectorStoreQ
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	589	Asynchronously get nodes from Elasticsearch index. Args: node_ids (Optional[List[str]]): L
HIGH	…ablestore/llama_index/vector_stores/tablestore/base.py	24	Tablestore vector store. In this vector store we store the text, its embedding and its metadata in Tablest
HIGH	…stores-milvus/llama_index/vector_stores/milvus/base.py	119	The Milvus Vector Store. In this vector store we store the text, its embedding and a its metadata in a Mil
HIGH	…stores-milvus/llama_index/vector_stores/milvus/base.py	437	Add the embeddings and their nodes into Milvus. Args: nodes (List[BaseNode]): List of node
HIGH	…stores-milvus/llama_index/vector_stores/milvus/base.py	708	Get nodes by node ids or metadata filters. Args: node_ids (Optional[List[str]], optional):
HIGH	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	314	Asynchronous method to add nodes to Qdrant index. Args: nodes: List[BaseNode]: List of nod
HIGH	…es-deeplake/llama_index/vector_stores/deeplake/base.py	581	Query index for top k most similar nodes. Args: query (VectorStoreQuery): VectorStoreQuery
HIGH	…stores-chroma/llama_index/vector_stores/chroma/base.py	372	Query index for top k most similar nodes. Args: query (VectorStoreQuery): Query object con
HIGH	…res-solr/llama_index/vector_stores/solr/query_utils.py	50	Convert a single metadata filter to Solr query string format. Handles various filter operators (EQ, NE, GT, LT,
HIGH	…res-solr/llama_index/vector_stores/solr/query_utils.py	146	Recursively unpack metadata filters to Solr filter query. Notes: Solr has issues with complex filters. We have
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	182	Build a dense vector KNN query for Solr. Args: query: The vector store query containing em
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	224	Build a BM25 text search query for Solr. Args: query: The vector store query containing th
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	315	Convert Solr search results to LlamaIndex VectorStoreQueryResult format. This method transforms raw Sol
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	417	Execute a synchronous search query against the Solr vector store. This method supports both dense vect
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	484	Execute an asynchronous search query against the Solr vector store. This method supports both dense ve
HIGH	…tor-stores-solr/llama_index/vector_stores/solr/base.py	644	Asynchronously add nodes (documents) to a Solr collection. Mapping from Solr fields to :py:class:`llam
HIGH	…res-solr/llama_index/vector_stores/solr/client/sync.py	189	Delete documents from the Solr collection using their IDs. If the set of IDs is known, this is general
HIGH	…es-solr/llama_index/vector_stores/solr/client/utils.py	19	Format an input :py:class:`datetime.datetime` or :py:class:`datetime.date` into a Solr-compatible date string.
HIGH	…s-solr/llama_index/vector_stores/solr/client/async_.py	224	Asynchronously delete documents from the Solr collection using their IDs. If the set of IDs is known,
HIGH	…ores-epsilla/llama_index/vector_stores/epsilla/base.py	29	The Epsilla Vector Store. In this vector store we store the text, its embedding and a few pieces of its me
HIGH	…idbvector/llama_index/vector_stores/tidbvector/base.py	162	Perform a similarity search with the given query embedding. Args: query (VectorStoreQuery)
HIGH	…idbvector/llama_index/vector_stores/tidbvector/base.py	240	Converts metadata filters to TiDB filters. Args: metadata_filters (Optional[MetadataFilter
HIGH	…es-bigquery/llama_index/vector_stores/bigquery/base.py	446	Retrieve nodes from BigQuery using node IDs, metadata filters, or both. If both `node_ids` and `filter
HIGH	…tor-stores-tair/llama_index/vector_stores/tair/base.py	42	Initialize TairVectorStore. Two index types are available: FLAT & HNSW. index args for HNSW: - ef
HIGH	…tor-stores-tair/llama_index/vector_stores/tair/base.py	213	Query the index. Args: query (VectorStoreQuery): query object Returns:
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	85	RedisVectorStore. The RedisVectorStore takes a user-defined schema object and a Redis connection client or
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	305	Add nodes to the index. Args: nodes (List[BaseNode]): List of nodes with embeddings
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	364	Add nodes to the index. Args: nodes (List[BaseNode]): List of nodes with embeddings
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	644	Translate a standard metadata filter to a Redis specific filter expression. Args: field (B
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	819	Query the index. Args: query (VectorStoreQuery): query object Returns:
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	864	Query the index. Args: query (VectorStoreQuery): query object Returns:
HIGH	…stores-google/llama_index/vector_stores/google/base.py	168	Create an instance that points to an existing corpus. Args: corpus_id (str): ID of an exis
HIGH	…stores-google/llama_index/vector_stores/google/base.py	207	Create an instance that points to a newly created corpus. Examples: store = GoogleVectorSt
HIGH	…db/llama_index/indices/managed/lancedb/query_engine.py	94	Executes a query against the managed LanceDB index. Args: query_str (Optional[str]): The t
HIGH	…db/llama_index/indices/managed/lancedb/query_engine.py	130	Asynchronously executes a query against the managed LanceDB index. Args: query_str (Option
HIGH	…ncedb/llama_index/indices/managed/lancedb/retriever.py	75	Retrieves nodes relevant to the given query. Args: query_str (Optional[str]): The text que
HIGH	…ncedb/llama_index/indices/managed/lancedb/retriever.py	126	Asynchronously retrieves nodes relevant to the given query. Args: query_str (Optional[str]
HIGH	…s_bedrock_agentcore/browser/browser_session_manager.py	71	Get or create an async browser for the specified thread. Args: thread_id: Unique identifie
HIGH	…s_bedrock_agentcore/browser/browser_session_manager.py	97	Get or create a sync browser for the specified thread. Args: thread_id: Unique identifier
HIGH	…s_bedrock_agentcore/browser/browser_session_manager.py	123	Create a new async browser session for the specified thread. Args: thread_id: Unique ident
HIGH	…s_bedrock_agentcore/browser/browser_session_manager.py	185	Create a new sync browser session for the specified thread. Args: thread_id: Unique identi
HIGH	…ndex-tools-typecast/llama_index/tools/typecast/base.py	34	Get list of available voices from Typecast (V2 API). Args: model (Optional[str]): Filter b
HIGH	…ndex-tools-typecast/llama_index/tools/typecast/base.py	76	Get details of a specific voice from Typecast (V2 API). Args: voice_id (str): The voice ID
HIGH	…ndex-tools-typecast/llama_index/tools/typecast/base.py	120	Convert text to speech using Typecast API. Args: text (str): The text to convert to speech
HIGH	…ma-index-tools-serpex/llama_index/tools/serpex/base.py	74	Search the web using SERPEX API. This function queries the specified search engine and returns structu
HIGH	…ndex-tools-desearch/llama_index/tools/desearch/base.py	148	Perform a basic Twitter search using the Exa API. Args: query (str, optional): The Twitter
HIGH	…ndex-tools-desearch/llama_index/tools/desearch/base.py	176	Perform a basic web search using the Exa API. Args: query (str, optional): The search quer
HIGH	…ifact-editor/llama_index/tools/artifact_editor/base.py	96	Apply a JSON patch to the current Pydantic model instance. Args: patch: JsonPatch containi
HIGH	…ma_index/tools/cassandra/cassandra_database_wrapper.py	189	Validates a CQL query string for basic formatting and safety checks. Ensures that `cql` starts with th
HIGH	…ndex-tools-box/llama_index/tools/box/ai_prompt/base.py	19	Generates AI prompts based on a Box file. Args: box_client (BoxClient): A BoxClient instance for inter
HIGH	…dex-tools-box/llama_index/tools/box/ai_extract/base.py	17	Extracts AI generated content from a Box file. Args: box_client (BoxClient): A BoxClient instance for
HIGH	…ex-embeddings-vllm/llama_index/embeddings/vllm/base.py	117	Generates embeddings with retry mechanism. Args: inputs: List of texts or images to embed
118 more matches not shown…

Excessive Try-Catch Wrapping805 hits · 886 pts

Severity	File	Line	Snippet
LOW	…ng/putting_it_all_together/apps/fullstack_app_guide.md	239	except Exception as e:
LOW	…putting_it_all_together/apps/fullstack_with_delphic.md	287	except Exception as e:
MEDIUM	…putting_it_all_together/apps/fullstack_with_delphic.md	278	def connect(self):
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	169	except Exception as ex:
LOW	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	43	except Exception as e:
MEDIUM	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	44	# print("Error: ", e)
MEDIUM	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	16	def test_summary_test() -> None:
LOW	…tores-qdrant/llama_index/vector_stores/qdrant/utils.py	91	except Exception:
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1355	except Exception:
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1638	except Exception as e:
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1676	except Exception as e:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	158	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	162	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	166	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	233	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	237	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	241	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	319	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	323	except Exception:
LOW	…res/llama-index-vector-stores-qdrant/tests/conftest.py	327	except Exception:
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	405	except Exception:
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	526	except Exception:
LOW	…es-awsdocdb/llama_index/vector_stores/awsdocdb/base.py	273	except Exception:
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	72	except Exception:
LOW	…es-supabase/llama_index/vector_stores/supabase/base.py	202	except Exception:
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	296	except Exception as e:
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	468	except Exception:
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	571	except Exception:
LOW	…earch/llama_index/vector_stores/elasticsearch/utils.py	80	except Exception:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	598	except Exception as e:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	604	except Exception as e:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	610	except Exception as e:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	617	except Exception as e:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1395	except Exception:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1623	except Exception:
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1678	except Exception:
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	165	except Exception as e:
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	276	except Exception as e:
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	296	except Exception:
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	355	except Exception as e:
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	82	except Exception as e:
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	84	print(f"Error deleting test index {index_name}: {e}")
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	96	except Exception as e:
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	97	print(f"Error cleaning up test index {index_name}: {e}")
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	98	except Exception as e:
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	99	print(f"Error listing indexes for cleanup: {e}")
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	86	def tearDown(self):
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	449	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	959	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	46	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	374	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	698	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	756	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	859	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	1095	except Exception as e:
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	1170	except Exception as e:
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	137	except Exception as e:
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	449	except Exception as e:
LOW	…ores-lindorm/llama_index/vector_stores/lindorm/base.py	737	except Exception:
LOW	…ores-tablestore/tests/test_vector_stores_tablestore.py	232	except Exception as e:
745 more matches not shown…

Magic Placeholder Names175 hits · 764 pts

Severity	File	Line	Snippet
HIGH	…ent/docs/framework/module_guides/mcp/llamacloud_mcp.md	61	llamacloud-mcp --index "index-name:Description" --extract-agent "name:description" --org-id YOUR_ORG_ID --project-id YOU
HIGH	…ations/retrievers/llama-index-retrievers-you/README.md	17	retriever = YouRetriever(api_key="your-api-key")
HIGH	…grations/tools/llama-index-tools-scrapegraph/README.md	44	api_key="your-api-key",
HIGH	…grations/tools/llama-index-tools-scrapegraph/README.md	55	url="https://example.com", api_key="your-api-key"
HIGH	…grations/tools/llama-index-tools-scrapegraph/README.md	69	text=text, api_key="your-api-key"
HIGH	…s-dappier/tests/test_tools_dappier_real_time_search.py	20	tool_instance = DappierRealTimeSearchToolSpec(api_key="your-api-key")
HIGH	…dappier/tests/test_tools_dappier_ai_recommendations.py	22	tool = DappierAIRecommendationsToolSpec(api_key="your-api-key")
HIGH	…integrations/tools/llama-index-tools-shopify/README.md	41	"your-store.myshopify.com", "2023-04", "your-api-key"
HIGH	…/llama-index-tools-valyu/examples/retriever_example.py	18	api_key=os.environ.get("VALYU_API_KEY", "your-api-key-here"),
HIGH	…ntegrations/tools/llama-index-tools-airweave/README.md	252	api_key="your-api-key",
HIGH	…-integrations/tools/llama-index-tools-serpex/README.md	33	api_key="your_api_key",
HIGH	…-integrations/tools/llama-index-tools-serpex/README.md	57	export SERPEX_API_KEY=your_api_key
HIGH	…egrations/tools/llama-index-tools-serpex/test_local.py	15	print(' export SERPEX_API_KEY="your_api_key"')
HIGH	…ma-index-tools-serpex/llama_index/tools/serpex/base.py	31	>>> tool = SerpexToolSpec(api_key="your_api_key")
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	28	api_key="your-api-key-here",
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	65	parallel_tool = ParallelWebSystemsToolSpec(api_key="your-api-key")
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	106	parallel_tool = ParallelWebSystemsToolSpec(api_key="your-api-key")
HIGH	…egrations/tools/llama-index-tools-brightdata/README.md	15	Sign up at [Bright Data](https://brightdata.com/?utm_source=tech-partner&utm_medium=link&utm_campaign=llamaindex&hs_sign
HIGH	…egrations/tools/llama-index-tools-brightdata/README.md	26	brightdata_tool = BrightDataToolSpec(api_key="your-api-key", zone="unlocker")
HIGH	…mbeddings-llm-rails/tests/test_embeddings_llm_rails.py	14	return "your_api_key"
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	22	export VOYAGE_API_KEY="your-api-key-here"
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	35	voyage_api_key="your-api-key", # Optional if VOYAGE_API_KEY is set
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	73	voyage_api_key="your-api-key",
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	213	model_name="voyage-3.5", voyage_api_key="your-api-key"
HIGH	…ons/embeddings/llama-index-embeddings-nebius/README.md	20	NEBIUS_API_KEY=your_api_key
HIGH	…ons/embeddings/llama-index-embeddings-nebius/README.md	36	api_key="your_api_key", model_name="BAAI/bge-en-icl"
HIGH	…ference/llama_index/embeddings/azure_inference/base.py	36	credential="your-api-key",
HIGH	…ns/embeddings/llama-index-embeddings-baseten/README.md	25	api_key="YOUR_API_KEY",
HIGH	…eddings-baseten/llama_index/embeddings/baseten/base.py	37	api_key="YOUR_API_KEY",
HIGH	…ns/embeddings/llama-index-embeddings-isaacus/README.md	31	export ISAACUS_API_KEY="your-api-key-here"
HIGH	…/embeddings/llama-index-embeddings-fireworks/README.md	20	api_key="your-api-key", # or set FIREWORKS_API_KEY env var
HIGH	…/embeddings/llama-index-embeddings-yandexgpt/README.md	26	api_key="your-api-key",
HIGH	…ngs-yandexgpt/llama_index/embeddings/yandexgpt/base.py	42	api_key="your-api-key",
HIGH	…ddings/llama-index-embeddings-autoembeddings/README.md	35	os.environ["OPENAI_API_KEY"] = "YOUR-API-KEY"
HIGH	…or/llama-index-postprocessor-voyageai-rerank/README.md	20	export VOYAGE_API_KEY="your-api-key-here"
HIGH	…or/llama-index-postprocessor-voyageai-rerank/README.md	42	api_key="your-api-key", # Optional if VOYAGE_API_KEY is set
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	33	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	33	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	99	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	99	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key
HIGH	…ions/graph_rag/llama-index-graph-rag-cognee/example.py	27	print(" export OPENAI_API_KEY='your-api-key-here'")
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	35	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	91	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	122	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	143	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	177	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	204	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	258	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…ag/llama-index-graph-rag-cognee/tests/test_add_data.py	25	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…a-index-graph-rag-cognee/tests/test_visualize_graph.py	21	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	43	api_key="your-api-key", filepath="valid/path/to/file"
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	61	api_key="your-api-key", filepath="valid/path/to/file"
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	77	api_key="your-api-key", filepath="valid/path/to/file"
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	86	loader = PreprocessReader(api_key="your-api-key", process_id="your-process-id")
HIGH	…aders-google/llama_index/readers/google/maps/README.md	18	export GOOGLE_MAPS_API_KEY="YOUR_API_KEY"
HIGH	…aders-google/llama_index/readers/google/maps/README.md	26	os.environ["GOOGLE_MAPS_API_KEY"] = "YOUR_API_KEY"
HIGH	…aders-web/llama_index/readers/web/spider_web/README.md	20	api_key="YOUR_API_KEY", # Get one at https://spider.cloud
HIGH	…aders-web/llama_index/readers/web/spider_web/README.md	34	api_key="YOUR_API_KEY",
HIGH	…ions/readers/llama-index-readers-document360/README.md	16	reader = Document360Reader(api_key="your_api_key")
HIGH	…ions/readers/llama-index-readers-document360/README.md	94	reader = Document360Reader(api_key="your_api_key")
115 more matches not shown…

Deep Nesting598 hits · 584 pts

Severity	File	Line
LOW	…umentation/src/llama_index_instrumentation/__init__.py	57
LOW	…rc/llama_index_instrumentation/span_handlers/simple.py	95
LOW	docs/scripts/prepare_for_build.py	118
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	46
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	321
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	563
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1023
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1172
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1379
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1603
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1643
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	54
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	76
LOW	…ores-upstash/llama_index/vector_stores/upstash/base.py	35
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	47
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	174
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	591
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	657
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	690
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1414
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1442
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	284
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	86
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	167
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	459
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	522
LOW	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	969
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	208
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	375
LOW	…-cassandra/llama_index/vector_stores/cassandra/base.py	221
LOW	…ablestore/llama_index/vector_stores/tablestore/base.py	629
LOW	…r-stores-kdbai/llama_index/vector_stores/kdbai/base.py	102
LOW	…pertureDB/llama_index/vector_stores/ApertureDB/base.py	339
LOW	…pertureDB/llama_index/vector_stores/ApertureDB/base.py	344
LOW	…ma_index/vector_stores/alibabacloud_opensearch/base.py	237
LOW	…ordb/llama_index/vector_stores/tencentvectordb/base.py	362
LOW	…ordb/llama_index/vector_stores/tencentvectordb/base.py	434
LOW	…l/llama_index/vector_stores/alibabacloud_mysql/base.py	325
LOW	…l/llama_index/vector_stores/alibabacloud_mysql/base.py	784
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	658
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	735
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	672
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	749
LOW	…tores-milvus/llama_index/vector_stores/milvus/utils.py	126
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	1374
LOW	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	512
LOW	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	550
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	256
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	525
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	675
LOW	…4jvector/llama_index/vector_stores/neo4jvector/base.py	111
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	438
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	453
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	272
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	74
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	148
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	165
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	87
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	134
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	169
538 more matches not shown…

Self-Referential Comments195 hits · 554 pts

Severity	File	Line	Snippet
MEDIUM	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	141	# Create a mock Qdrant client
MEDIUM	…search/llama_index/vector_stores/elasticsearch/base.py	162	es_api_key = "<api-key>" # Create an API key within Kibana (Security -> API Keys)
MEDIUM	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	171	# Create a new index if it doesn't exist
MEDIUM	…dex-vector-stores-lindorm/tests/test_lindorm_client.py	40	# Create a client and vector store instance
MEDIUM	…ordb/llama_index/vector_stores/tencentvectordb/base.py	182	# Create an instance of TencentVectorDB
MEDIUM	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	306	# Create a test node
MEDIUM	…stores-milvus/llama_index/vector_stores/milvus/base.py	374	# Create the collection & index if it does not exist
MEDIUM	…es-oracledb/llama_index/vector_stores/oracledb/base.py	67	# Define a type variable that can be any kind of function
MEDIUM	…es-deeplake/llama_index/vector_stores/deeplake/base.py	339	# Create an instance of DeepLakeVectorStore
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	400	# Create a KNN vector store
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	628	# Create a test node with custom field mapping
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	721	# Create a larger batch of documents
MEDIUM	…ctor/llama_index/vector_stores/timescalevector/base.py	43	# Create a TimescaleVectorStore instance
MEDIUM	…search/llama_index/vector_stores/azureaisearch/base.py	115	# Creating an Azure AI Search Vector Store
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	228	# Create a sample query
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	299	# Create a sample query
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	439	# Create a mock search client that will be returned by get_search_client
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	473	# Create a mock search client that will be returned by get_search_client
MEDIUM	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	102	# Create an instance of MongoDBAtlasVectorSearch
MEDIUM	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	110	# Create a vector search index programmatically
MEDIUM	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	113	# Create a text search index programmatically
MEDIUM	…dex-vector-stores-mongodb/tests/test_index_commands.py	77	# Create a Vector Search Index on index_name
MEDIUM	…dex-vector-stores-mongodb/tests/test_index_commands.py	170	# Create a Vector Search Index on index_name
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	74	# Create the Astra DB Vector Store object
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	410	# Create a new node object from the node metadata
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	592	# Create a new node object from the node metadata
MEDIUM	…stores-chroma/llama_index/vector_stores/chroma/base.py	143	# Create a Chroma client and collection
MEDIUM	…stores-chroma/llama_index/vector_stores/chroma/base.py	614	# Create a mapping from valid embedding indices to original prefetch indices
MEDIUM	…ores-lantern/llama_index/vector_stores/lantern/base.py	145	# Create an instance of LanternVectorStore
MEDIUM	…llama-index-vector-stores-nile/examples/multitenant.py	21	# Create a NileVectorStore instance
MEDIUM	…llama-index-vector-stores-nile/examples/multitenant.py	58	# Create a vector index (optional, the default index is flat also known as no index)
MEDIUM	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	1	# Importing required libraries and modules
MEDIUM	…es-wordlift/llama_index/vector_stores/wordlift/base.py	203	# Create the IDs.
MEDIUM	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	48	# Create an instance of AzureCosmosDBMongoDBVectorSearch
MEDIUM	…-typesense/llama_index/vector_stores/typesense/base.py	69	# Create an instance of TypesenseVectorStore
MEDIUM	…-typesense/llama_index/vector_stores/typesense/base.py	184	# Create the collection if it doesn't already exist
MEDIUM	…ector-stores-db2/llama_index/vector_stores/db2/base.py	60	# Define a type variable that can be any kind of function
MEDIUM	…ndex-vector-stores-db2/tests/test_vector_stores_db2.py	225	# Define a list of documents (These dummy examples are 4 random documents )
MEDIUM	…ndex-vector-stores-db2/tests/test_vector_stores_db2.py	287	# Create a TextNode instance
MEDIUM	…carray/llama_index/vector_stores/docarray/in_memory.py	19	# Create an instance of DocArrayInMemoryVectorStore
MEDIUM	…sql/llama_index/vector_stores/azurecosmosnosql/base.py	136	# Create the collection if it already doesn't exist
MEDIUM	…tor-stores-tair/llama_index/vector_stores/tair/base.py	74	# Create a TairVectorStore
MEDIUM	…riever/llama_index/retrievers/duckdb_retriever/base.py	71	# Create an FTS index on the 'text' column if it doesn't already exist
MEDIUM	…-index-ingestion-ray/llama_index/ingestion/ray/base.py	121	"batch_size": 10, # Define the batch size
MEDIUM	…-index-ingestion-ray/llama_index/ingestion/ray/base.py	132	# Create the Ray ingestion pipeline
MEDIUM	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	90	# Create a new browser client for this thread
MEDIUM	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	120	# Create a new code interpreter for this thread
MEDIUM	…scrapegraph/examples/scrapegraph-search-llama-index.py	86	# Create a list of tools from the tool spec
MEDIUM	…scrapegraph/examples/scrapegraph-search-llama-index.py	92	# Create an agent with the tools
MEDIUM	…-tools-elevenlabs/llama_index/tools/elevenlabs/base.py	36	# Create the client
MEDIUM	…-tools-elevenlabs/llama_index/tools/elevenlabs/base.py	93	# Create the VoiceSettings
MEDIUM	…s/tools/llama-index-tools-signnow/examples/from_env.py	24	# Create an agent and ask for templates list
MEDIUM	…ndex-tools-typecast/llama_index/tools/typecast/base.py	56	# Create the client
MEDIUM	…ndex-tools-typecast/llama_index/tools/typecast/base.py	96	# Create the client
MEDIUM	…ls/llama-index-tools-mcp/llama_index/tools/mcp/base.py	138	# Create a Pydantic model based on the tool inputSchema
MEDIUM	…tegrations/tools/llama-index-tools-mcp/tests/server.py	34	# Create the MCP server
MEDIUM	…tegrations/tools/llama-index-tools-mcp/tests/server.py	84	# Create a random color image
MEDIUM	…ex-tools-artifact-editor/tests/test_artifact_editor.py	88	# Create an artifact and test retrieval
MEDIUM	…-index-tools-mcp-discovery/tests/test_mcp_discovery.py	22	# Define a real class for BaseToolSpec so inheritance works
MEDIUM	…enai/llama_index/tools/openai/image_generation/base.py	69	# Create an image from the decoded bytes and save it
135 more matches not shown…

Decorative Section Separators104 hits · 402 pts

Severity	File	Line	Snippet
MEDIUM	llama-index-instrumentation/tests/test_dispatcher.py	623	# ┌───────┴───────┐
MEDIUM	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	1	# -----------------------------------------------------------------------------
MEDIUM	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	6	# -----------------------------------------------------------------------------
MEDIUM	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	8	# -----------------------------------------------------------------------------
MEDIUM	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	938	# ---------------------------------------------------------------------------
MEDIUM	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	940	# ---------------------------------------------------------------------------
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	454	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	456	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	964	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	966	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	87	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	89	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	637	# =============================================================================
MEDIUM	…x/vector_stores/vertexaivectorsearch/_v2_operations.py	639	# =============================================================================
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	442	# =============================================================================
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	444	# =============================================================================
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	772	# =============================================================================
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	774	# =============================================================================
MEDIUM	…tores-solr/llama_index/vector_stores/solr/constants.py	17	# =============================================================================
MEDIUM	…tores-solr/llama_index/vector_stores/solr/constants.py	19	# =============================================================================
MEDIUM	…tores-solr/llama_index/vector_stores/solr/constants.py	24	# =============================================================================
MEDIUM	…tores-solr/llama_index/vector_stores/solr/constants.py	26	# =============================================================================
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	40	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	42	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	109	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	111	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	166	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	168	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	230	# ---------------------------------------------------------------------------
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	232	# ---------------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	169	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	171	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	207	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	209	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	281	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	283	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	470	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	472	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	625	# ------------------------------------------------------------------
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	627	# ------------------------------------------------------------------
MEDIUM	…ntegrations/tools/llama-index-tools-metaphor/README.md	3	# ================================================================================
MEDIUM	…ntegrations/tools/llama-index-tools-metaphor/README.md	7	# ================================================================================
MEDIUM	…dings-oracleai/llama_index/embeddings/oracleai/base.py	1	# -----------------------------------------------------------------------------
MEDIUM	…dings-oracleai/llama_index/embeddings/oracleai/base.py	6	# -----------------------------------------------------------------------------
MEDIUM	…dings-oracleai/llama_index/embeddings/oracleai/base.py	8	# -----------------------------------------------------------------------------
MEDIUM	…lity/llama-index-observability-otel/tests/test_otel.py	223	## ---------------------------------------------------------------------------
MEDIUM	…lity/llama-index-observability-otel/tests/test_otel.py	225	# ---------------------------------------------------------------------------
MEDIUM	…am/llama-index-program-evaporate/tests/test_sandbox.py	11	# ---------------------------------------------------------------------------
MEDIUM	…am/llama-index-program-evaporate/tests/test_sandbox.py	13	# ---------------------------------------------------------------------------
MEDIUM	…am/llama-index-program-evaporate/tests/test_sandbox.py	65	# ---------------------------------------------------------------------------
MEDIUM	…am/llama-index-program-evaporate/tests/test_sandbox.py	67	# ---------------------------------------------------------------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	39	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	41	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	62	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	64	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	111	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	113	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	209	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	211	# --------------------
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	215	# --------------------
44 more matches not shown…

Hallucination Indicators35 hits · 350 pts

Severity	File	Line	Snippet
CRITICAL	…dex-utils/llama-index-utils-qianfan/tests/test_apis.py	66	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…dex-utils/llama-index-utils-qianfan/tests/test_apis.py	91	mock_client.return_value.__aenter__.return_value.send.assert_called_once()
CRITICAL	…x-utils/llama-index-utils-qianfan/tests/test_client.py	24	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…x-utils/llama-index-utils-qianfan/tests/test_client.py	44	mock_client.return_value.__aenter__.return_value.send.assert_called_once()
CRITICAL	…x-utils/llama-index-utils-qianfan/tests/test_client.py	62	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…x-utils/llama-index-utils-qianfan/tests/test_client.py	87	mock_client.return_value.__aenter__.return_value.send.assert_called_once()
CRITICAL	…ector-stores-azureaisearch/tests/test_azureaisearch.py	90	search_client._client._config.user_agent_policy.add_user_agent.assert_called_with(
CRITICAL	…ector-stores-azureaisearch/tests/test_azureaisearch.py	103	index_client._client._config.user_agent_policy.add_user_agent.assert_called_with(
CRITICAL	…-index-vector-stores-firestore/tests/test_firestore.py	193	vector_store.client.collection.return_value.find_nearest.assert_called_with(
CRITICAL	…ference/llama_index/embeddings/azure_inference/base.py	20	from azure.core.exceptions import HttpResponseError
CRITICAL	…vstore-azure/llama_index/storage/kvstore/azure/base.py	336	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…vstore-azure/llama_index/storage/kvstore/azure/base.py	361	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…vstore-azure/llama_index/storage/kvstore/azure/base.py	469	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…vstore-azure/llama_index/storage/kvstore/azure/base.py	495	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…ore-azure/llama_index/storage/chat_store/azure/base.py	5	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…/llama-index-llms-gigachat/tests/test_llms_gigachat.py	42	mock_gigachat.return_value.__enter__.return_value.chat.assert_called_once()
CRITICAL	…/llama-index-llms-gigachat/tests/test_llms_gigachat.py	59	mock_gigachat.return_value.__enter__.return_value.chat.assert_called_once()
CRITICAL	…/llama-index-llms-gigachat/tests/test_llms_gigachat.py	79	mock_gigachat.return_value.__aenter__.return_value.achat.assert_called_once()
CRITICAL	…/llama-index-llms-gigachat/tests/test_llms_gigachat.py	99	mock_gigachat.return_value.__aenter__.return_value.achat.assert_called_once()
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	136	llm._client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	208	llm._client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	231	llm._client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	285	llm._client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	313	llm._async_client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	341	llm._async_client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	381	llm._async_client.chat.completions.create.assert_called_once_with(
CRITICAL	…ons/llms/llama-index-llms-ai21/tests/test_llms_ai21.py	410	llm._async_client.chat.completions.create.assert_called_once_with(
CRITICAL	…ms-azure-openai/llama_index/llms/azure_openai/utils.py	4	from azure.core.exceptions import ClientAuthenticationError
CRITICAL	…ure-inference/llama_index/llms/azure_inference/base.py	62	from azure.core.exceptions import HttpResponseError
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	334	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	356	mock_client.return_value.__aenter__.return_value.send.assert_called_once()
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	375	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	399	mock_client.return_value.__aenter__.return_value.send.assert_called_once()
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	430	mock_client.return_value.__enter__.return_value.send.assert_called_once()
CRITICAL	…ms/llama-index-llms-qianfan/tests/test_llms_qianfan.py	468	mock_client.return_value.__aenter__.return_value.send.assert_called_once()

Fake / Example Data157 hits · 184 pts

Severity	File	Line	Snippet
LOW	…ntent/docs/framework/understanding/extraction/index.md	23	name: str = "Jane Doe"
LOW	…ntent/docs/framework/understanding/extraction/index.md	64	"default": "Jane Doe",
LOW	…mework/optimizing/basic_strategies/basic_strategies.md	132	Document(text="text", metadata={"author": "John Doe"}),
LOW	…mework/optimizing/basic_strategies/basic_strategies.md	136	filters=[ExactMatchFilter(key="author", value="John Doe")]
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	38	text="lorem ipsum",
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	48	text="lorem ipsum",
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	58	text="lorem ipsum",
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	135	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	151	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	167	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	26	text="lorem ipsum",
LOW	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	36	text="lorem ipsum",
LOW	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	46	text="lorem ipsum",
LOW	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	167	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	38	text="lorem ipsum",
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	49	text="lorem ipsum",
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	60	text="lorem ipsum",
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	139	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	89	text="lorem ipsum",
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	99	text="lorem ipsum",
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	109	text="lorem ipsum",
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	288	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	317	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	352	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	686	assert nodes[0].get_content() == "lorem ipsum"
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	221	text="lorem ipsum",
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	228	text="dolor sit amet",
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	255	text="lorem ipsum",
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	261	text="dolor sit amet",
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	287	text="lorem ipsum",
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	292	text="dolor sit amet",
LOW	…couchbase/tests/test_couchbase_search_vector_stores.py	280	metadata={"name": "John Doe", "age": 30, "city": "New"},
LOW	…s-couchbase/tests/test_couchbase_query_vector_store.py	533	metadata={"name": "John Doe", "age": 30, "city": "New York"},
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	80	text="lorem ipsum",
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	90	text="lorem ipsum",
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	100	text="lorem ipsum",
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	162	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	232	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	247	assert res[0].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	248	assert res[1].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	249	assert res[2].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	270	assert res[0].get_content() == "lorem ipsum"
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	84	text="lorem ipsum",
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	94	text="lorem ipsum",
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	104	text="lorem ipsum",
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	181	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	198	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	225	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	243	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…-index-vector-stores-firestore/tests/test_firestore.py	61	"text": "dolor sit amet",
LOW	…-index-vector-stores-firestore/tests/test_firestore.py	109	text="lorem ipsum",
LOW	…-index-vector-stores-firestore/tests/test_firestore.py	114	text="dolor sit amet",
LOW	…tor-stores-hnswlib/tests/test_vector_stores_hnswlib.py	18	text="lorem ipsum",
LOW	…tor-stores-hnswlib/tests/test_vector_stores_hnswlib.py	23	text="lorem ipsum",
LOW	…tor-stores-hnswlib/tests/test_vector_stores_hnswlib.py	28	text="lorem ipsum",
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	21	text="lorem ipsum",
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	32	text="dolor sit amet",
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	133	assert res.nodes[0].get_content() == "lorem ipsum"
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	170	assert res.nodes[0].get_content() == "dolor sit amet"
LOW	…ma-index-vector-stores-wordlift/tests/test_wordlift.py	842	text="lorem ipsum",
97 more matches not shown…

Redundant / Tautological Comments121 hits · 183 pts

Severity	File	Line	Snippet
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	263	# Check if collection exists and detect vector format
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1196	# Check if we need to detect vector format
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1616	# Check if we have an unnamed vector format (where name is empty string)
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1654	# Check if we have an unnamed vector format (where name is empty string)
LOW	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	578	# Check if the intersection of the two lists has at least one element
LOW	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	586	# Check if all of the provided values are in the document's value
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	524	# Check if the specified schema exists with "CREATE" statement
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	738	# Check if value is a number. If so, cast the metadata value to a float
LOW	…dex-vector-stores-lindorm/tests/test_lindorm_client.py	36	# Check if placeholder values exist, skip if they do
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	339	# Check if the collection exists
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	169	# Check if the index exists
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	179	# Check if the index exists
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	323	# Check if the index exists
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	372	# Check if the index exists
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	461	# Assign _client to PrivateAttr after the Pydantic initialization
LOW	…4jvector/llama_index/vector_stores/neo4jvector/base.py	275	# Verify if the version support vector index
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	332	# Check if the scope and collection exists. Throws ValueError if they don't
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	315	# Check if the bucket exists
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	482	# Check if the scope exists
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	489	# Check if the collection exists in the scope
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	596	# Check if the index exists. Throws ValueError if it doesn't
LOW	…couchbase/tests/test_couchbase_search_vector_stores.py	140	# Check if index exists and is ready by getting document count
LOW	…s-couchbase/tests/test_couchbase_query_vector_store.py	187	# Check if index already exists
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	409	# Check if table exists
LOW	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	242	# Check if collection exists using a method that works with restricted permissions
LOW	…stores-chroma/llama_index/vector_stores/chroma/base.py	585	# Check if we have valid embeddings for MMR
LOW	…tores/llama-index-vector-stores-solr/tests/conftest.py	350	# Check if vector field already exists
LOW	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	149	# Check if the ann index is already created
LOW	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	131	# Check if the namespace exists
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	68	# Check if we are able to connect to the MariaDB instance
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	478	# Check if the specified schema exists with "CREATE" statement
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	668	# Check if value is a number. If so, cast the metadata value to a float
LOW	…ector-stores-db2/llama_index/vector_stores/db2/base.py	238	# Assign _client to PrivateAttr after the Pydantic initialization
LOW	…ex-retrievers-bm25/llama_index/retrievers/bm25/base.py	142	# Check if all nodes were filtered out
LOW	…aged-bge-m3/llama_index/indices/managed/bge_m3/base.py	125	# Check if the destination directory exists
LOW	…ed-colbert/llama_index/indices/managed/colbert/base.py	146	# Check if the destination directory exists
LOW	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	284	# Read files
LOW	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	431	# Write files
LOW	…scrapegraph/examples/scrapegraph-search-llama-index.py	78	# Check if OpenAI API key is available
LOW	…scrapegraph/examples/scrapegraph-scrape-llama-index.py	79	# Check if our headers were included (httpbin.org/headers shows sent headers)
LOW	…/llama-index-tools-mcp/llama_index/tools/mcp/client.py	233	# Check if this is a streamable HTTP endpoint (default) or SSE
LOW	…reter/llama_index/tools/azure_code_interpreter/base.py	194	# Check if file is written to the file path successfully. if so, update the response_json
LOW	…ifact-editor/llama_index/tools/artifact_editor/base.py	209	# Check if this field exists in the current model
LOW	…ama_index/tools/playgrounds/subgraph_connector/base.py	71	# Check if the request was successful
LOW	…mbeddings-google-genai/tests/test_embeddings_gemini.py	62	# Check if task_type was set correctly in the call
LOW	…mbeddings-google-genai/tests/test_embeddings_gemini.py	72	# Check if task_type was set correctly in the call
LOW	…mbeddings-google-genai/tests/test_embeddings_gemini.py	297	# Check if http_options were passed to the client constructor
LOW	…agentcore/llama_index/memory/bedrock_agentcore/base.py	118	# Check if first message is a USER msg. If it's not, some LLMs will throw an exception.
LOW	…emory-bedrock-agentcore/tests/test_agentcore_memory.py	117	memory._client = None # Set client to None after initialization
LOW	…allbacks-uptrain/llama_index/callbacks/uptrain/base.py	118	# Print the results
LOW	…ex-callbacks-wandb/llama_index/callbacks/wandb/base.py	159	# Check if a W&B run is already initialized; if not, initialize one
LOW	…ssor-tei-rerank/tests/test_postprocessor_tei_rerank.py	38	# Check if nodes are sorted by score
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	123	# Check if the queries are correct, FindEntity followed by AddEntity.
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	131	# Check if the queries are correct, FindEntity x 2 followed by AddConnection.
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	151	# Check if the queries are correct, FindEntity followed by AddEntity.
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	159	# Check if the queries are correct, FindEntity x 2 followed by AddConnection.
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	137	# Check if we can use vector index
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	808	# Check if indexed property, we can still do exhaustive
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	1052	# Check if the version is equal to or larger than the required version
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	1054	# Check if vector index is configured
61 more matches not shown…

Cross-Language Confusion29 hits · 182 pts

Severity	File	Line	Snippet
HIGH	…tores/llama-index-vector-stores-solr/tests/conftest.py	137	# at retrieval time, Solr won't return null, the dictionary will just be missing
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	135	self._box.query(self._entity_class.doc_id.equals(ref_doc_id)).build().remove()
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	149	self._entity_class.node_id.equals("node_id").alias("node_id")
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	168	self._entity_class.node_id.equals("node_id").alias("node_id")
HIGH	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	356	text: el.innerText \|\| el.textContent,
HIGH	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	407	text: el.innerText \|\| el.textContent,
HIGH	…s-bedrock-agentcore/tests/test_code_interpreter_e2e.py	180	start_result = tool_spec.start_command("sleep 30 && echo done")
HIGH	…s-bedrock-agentcore/tests/test_code_interpreter_e2e.py	326	start_result = await async_tool_spec.astart_command("sleep 30 && echo done")
HIGH	…ma-index-tools-zapier/llama_index/tools/zapier/base.py	54	If the returned error field is not null, interpret the error and try to fix it. Otherwise, inform the us
HIGH	…aders-github/tests/test_asyncio_run_in_running_loop.py	40	BRANCH_JSON = '{"name":"main","commit":{"sha":"abc123","node_id":"C_test","commit":{"author":{"name":"Test","email":"tes
HIGH	…readers-web/llama_index/readers/web/whole_site/base.py	86	links.push(href);
HIGH	…lama-index-llms-llamafile/tests/test_llms_llamafile.py	89	'data: {"choices":[{"delta":{"content":"the"},"finish_reason":null,"index":0}],"created":1709748404,"id":"chatcm
HIGH	…lama-index-llms-llamafile/tests/test_llms_llamafile.py	90	'data: {"choices":[{"delta":{"content":" quick"},"finish_reason":null,"index":0}],"created":1709748404,"id":"cha
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	384	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	385	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	386	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	387	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	388	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	389	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	390	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	444	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	445	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	446	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	447	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	448	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	449	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…ms/llama-index-llms-litellm/tests/test_llms_litellm.py	450	b'data: {"id":"chatcmpl-123","object":"chat.completion.chunk","created":1716644530,"model":"gpt-3.5-turbo","choi
HIGH	…-index-llms-siliconflow/tests/test_llms_siliconflow.py	139	b'data: {"id": "3", "choices": [{"delta": {"content": null}}]}\n',
HIGH	…-index-llms-siliconflow/tests/test_llms_siliconflow.py	204	b'data: {"id": "3", "choices": [{"delta": {"content": null}}]}\n',

Over-Commented Block69 hits · 64 pts

Severity	File	Line	Snippet
LOW	…-managed-vectara/tests/test_indices_managed_vectara.py	1	from typing import List
LOW	…tools-google/llama_index/tools/google/calendar/base.py	1	"""Google Calendar tool spec."""
LOW	…ndex-embeddings-huggingface/tests/test_hf_inference.py	21	assert (
LOW	…ference/llama_index/embeddings/azure_inference/base.py	41	#
LOW	…-embeddings-huggingface-api/tests/test_hf_inference.py	21	assert (
LOW	…beddings/llama-index-embeddings-upstage/pyproject.toml	61	[tool.mypy]
LOW	…ings/llama-index-embeddings-gaudi/examples/graphrag.py	1	# Licensed under the Apache License, Version 2.0 (the "License");
LOW	…/node_parser/llama-index-node-parser-docling/README.md	21
LOW	…res-falkordb/llama_index/graph_stores/falkordb/base.py	61
LOW	…/llama_index/graph_stores/nebula/nebula_graph_store.py	361	rel_map: Dict[Any, List[Any]] = {}
LOW	…/llama_index/graph_stores/nebula/nebula_graph_store.py	381	# arrow_l[tostring(item[3])] +
LOW	…index-graph-stores-nebula/tests/test_property_graph.py	101	# TODO: Not yet passed for now
LOW	…grations/readers/llama-index-readers-docling/README.md	61	# > 'file_name': '2408.09869v3.pdf',
LOW	…filings/llama_index/readers/sec_filings/sec_filings.py	21	# from prepline_sec_filings.sections import (
LOW	…aders/llama-index-readers-service-now/requirements.txt	1	# This file was autogenerated by uv via the following command:
LOW	…aders/llama-index-readers-service-now/requirements.txt	21	# via
LOW	…aders/llama-index-readers-service-now/requirements.txt	41	# jsonschema
LOW	…aders/llama-index-readers-service-now/requirements.txt	61	cffi==1.17.1
LOW	…aders/llama-index-readers-service-now/requirements.txt	81	colorama==0.4.6
LOW	…aders/llama-index-readers-service-now/requirements.txt	101	debugpy==1.8.14
LOW	…aders/llama-index-readers-service-now/requirements.txt	121	# banks
LOW	…aders/llama-index-readers-service-now/requirements.txt	141	# aiosignal
LOW	…aders/llama-index-readers-service-now/requirements.txt	161	# httpx
LOW	…aders/llama-index-readers-service-now/requirements.txt	181	# black
LOW	…aders/llama-index-readers-service-now/requirements.txt	201	joblib==1.5.1
LOW	…aders/llama-index-readers-service-now/requirements.txt	221	jupyter-console==6.6.3
LOW	…aders/llama-index-readers-service-now/requirements.txt	241	# jupyterlab-server
LOW	…aders/llama-index-readers-service-now/requirements.txt	261	# via llama-index-workflows
LOW	…aders/llama-index-readers-service-now/requirements.txt	281	# yarl
LOW	…aders/llama-index-readers-service-now/requirements.txt	301	# ipykernel
LOW	…aders/llama-index-readers-service-now/requirements.txt	321	numpy==2.2.6 ; python_full_version == '3.10.*'
LOW	…aders/llama-index-readers-service-now/requirements.txt	341	# via jedi
LOW	…aders/llama-index-readers-service-now/requirements.txt	361	# pytest-cov
LOW	…aders/llama-index-readers-service-now/requirements.txt	381	pycparser==2.22
LOW	…aders/llama-index-readers-service-now/requirements.txt	401	# via
LOW	…aders/llama-index-readers-service-now/requirements.txt	421	# jupyter-events
LOW	…aders/llama-index-readers-service-now/requirements.txt	441	# jupyterlab-server
LOW	…aders/llama-index-readers-service-now/requirements.txt	461	setuptools==80.9.0
LOW	…aders/llama-index-readers-service-now/requirements.txt	481	# jupyter-server
LOW	…aders/llama-index-readers-service-now/requirements.txt	501	# via
LOW	…aders/llama-index-readers-service-now/requirements.txt	521	# jupyter-events
LOW	…aders/llama-index-readers-service-now/requirements.txt	541	types-setuptools==67.1.0.0
LOW	…aders/llama-index-readers-service-now/requirements.txt	561	# pylint
LOW	…aders/llama-index-readers-service-now/requirements.txt	581	wcwidth==0.2.13
LOW	…aders-google/llama_index/readers/google/sheets/base.py	21	#
LOW	…readers-google/llama_index/readers/google/docs/base.py	21
LOW	…-index-readers-oracleai/tests/test_readers_oracleai.py	141	# test_loader_test()
LOW	…ama-index-readers-box/tests/test_readers_box_reader.py	21	# schema = reader.schema()
LOW	…idia-triton/llama_index/llms/nvidia_triton/__init__.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…-nvidia-triton/llama_index/llms/nvidia_triton/utils.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…s-nvidia-triton/llama_index/llms/nvidia_triton/base.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…ns/llms/llama-index-llms-bedrock/tests/test_bedrock.py	101	'{"prompt": "user: test prompt\\nassistant: ", "temperature": 0.1, "max_tokens": 512}',
LOW	…ns/llms/llama-index-llms-bedrock/tests/test_bedrock.py	121	# "honest assistant. Always answer as helpfully as possible and follow "
LOW	…-tensorrt/llama_index/llms/nvidia_tensorrt/__init__.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…dia-tensorrt/llama_index/llms/nvidia_tensorrt/utils.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…idia-tensorrt/llama_index/llms/nvidia_tensorrt/base.py	1	# Copyright 2023-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
LOW	…-integrations/llms/llama-index-llms-clarifai/README.md	41	# Call complete function
LOW	…-integrations/llms/llama-index-llms-clarifai/README.md	61	from llama_index.core.llms import ChatMessage
LOW	…llama-index-llms-gaudi/llama_index/llms/gaudi/utils.py	1	# Copyright 2022 The HuggingFace Team. All rights reserved.
LOW	…ure-inference/llama_index/llms/azure_inference/base.py	161	credential="your-api-key",
9 more matches not shown…

AI Slop Vocabulary23 hits · 52 pts

Severity	File	Line	Snippet
MEDIUM	…-managed-vectara/tests/test_indices_managed_vectara.py	295	prompt_text='[\n {"role": "system", "content": "You are an expert in summarizing the future of Vectara\'s inegr
MEDIUM	…-tools-vectara-query/tests/test_tools_vectara_query.py	270	prompt_text='[\n {"role": "system", "content": "You are an expert in summarizing the future of Vectara\'s inegr
MEDIUM	…ph/examples/scrapegraph-agentic-scraper-llama-index.py	113	# Example 4: Multi-step navigation for comprehensive data
LOW	…ndex-embeddings-openai/tests/test_embeddings_openai.py	30	# Mock the retry decorator to just return the original function
MEDIUM	…ama_index/graph_stores/nebula/nebula_property_graph.py	43	# we use EDGE for this due to we could leverage dangling edges to make it mostly invisible
LOW	…nt-azure/llama_index/agent/azure_foundry_agent/base.py	368	# For now, just return the output as-is
MEDIUM	…rs-feishu-docs/llama_index/readers/feishu_docs/base.py	104	"""The default API endpoints are for Feishu, in order to switch to Lark, we should use set_lark_domain."""
MEDIUM	…e/llama_index/readers/file/slides/content_extractor.py	88	"""Extract slide content with comprehensive error recovery."""
MEDIUM	…e/llama_index/readers/file/slides/content_extractor.py	492	"""Generate a comprehensive description of the chart for RAG purposes."""
MEDIUM	…rs/llama-index-readers-file/tests/generate_test_ppt.py	24	"""Create a comprehensive test PowerPoint presentation."""
MEDIUM	…ama-index-llms-cohere/llama_index/llms/cohere/utils.py	110	# 2. Specialised prompt templates for Text QA, Refine, Tree Summarize, and Refine Table that leverage DocumentMessage
MEDIUM	…ama-index-llms-cohere/llama_index/llms/cohere/utils.py	119	# Define new templates with DocumentMessage's to leverage Cohere's `documents` argument
MEDIUM	…ndex-llms-google-genai/tests/test_llms_google_genai.py	1501	"""Test that Google Search returns comprehensive grounding metadata in response."""
MEDIUM	llama-index-core/llama_index/core/__init__.py	89	# best practices for library logging:
LOW	…ex-core/llama_index/core/indices/keyword_table/base.py	135	# by default just call sync version
MEDIUM	…/indices/property_graph/transformations/dynamic_llm.py	135	# Use more robust parsing for properties
MEDIUM	llama-index-core/llama_index/core/postprocessor/node.py	333	# to be more robust to handling long context
LOW	llama-index-core/llama_index/core/prompts/base.py	454	# then we can just use the default prompt
LOW	llama-index-core/llama_index/core/prompts/base.py	480	# then we can just use the default prompt
LOW	llama-index-core/llama_index/core/prompts/base.py	502	# then we can just use the default prompt
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	1160	# Yet, when it comes to the "production-ready" LLMs such as ChatGPT, Bard, and Claude, there’s a marked distinction in p
LOW	llama-index-core/tests/memory/blocks/test_vector.py	219	# In our mock implementation, it will just return all stored nodes
MEDIUM	llama-index-core/tests/base/llms/test_types.py	1336	# all the different document types. Essentially kicking the can here.

Verbosity Indicators24 hits · 49 pts

Severity	File	Line	Snippet
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	732	# Where the operator is is_empty, we need to check if the metadata is null
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	385	# Step 1: Get the JSON string from "_node_content"
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	388	# Step 2: Convert JSON string to Python dict
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	394	# Step 3: Get the text
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	662	# Where the operator is is_empty, we need to check if the metadata is null
LOW	…lama-index-tools-scrapegraph/tests/test_integration.py	422	# Step 1: Search for relevant pages
LOW	…lama-index-tools-scrapegraph/tests/test_integration.py	429	# Step 2: Scrape the found page
LOW	…lama-index-tools-scrapegraph/tests/test_integration.py	439	# Step 3: Convert to markdown for analysis
LOW	…/llama_index/graph_stores/nebula/nebula_graph_store.py	537	2. After edge being deleted, we need to check if the subj or
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	147	# Step 1: Retrieve the current list
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	149	# Step 2: Insert the new element at the desired index in the local list
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	152	# Step 3: Push the modified local list back to Redis
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	160	# Step 1: Retrieve the current list
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	162	# Step 2: Insert the new element at the desired index in the local list
LOW	…ore-redis/llama_index/storage/chat_store/redis/base.py	165	# Step 3: Push the modified local list back to Redis
LOW	…ma-index-readers-github/examples/github_app_example.py	31	# Step 1: Set up GitHub App credentials
LOW	…ma-index-readers-github/examples/github_app_example.py	50	# Step 2: Create GitHubAppAuth instance
LOW	…ma-index-readers-github/examples/github_app_example.py	57	# Step 3: Create reader with GitHub App authentication
LOW	…ma-index-readers-github/examples/github_app_example.py	65	# Step 4: Load documents
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	456	# Step 1: Construct FunctionAgent
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	467	# Step 2: Construct context
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	470	# Step 3: Construct user message as ChatMessage
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	479	# Step 4: Trigger agent run with ctx
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	485	# Step 5: Await response

Slop Phrases21 hits · 40 pts

Severity	File	Line	Snippet
MEDIUM	…lama-index-tools-mcp-discovery/examples/basic_usage.py	17	# We use MockLLM here for demonstration purposes
LOW	…ference/llama_index/embeddings/azure_inference/base.py	49	# # If you plan to use asynchronous calling, make sure to use the async
LOW	…ks/llama-index-callbacks-opik/examples/opik_example.py	9	# This example uses OpenAI by default so don't forget to set an OPENAI_API_KEY
LOW	…ks/llama-index-callbacks-opik/examples/opik_example.py	9	# This example uses OpenAI by default so don't forget to set an OPENAI_API_KEY
LOW	…ndex-callbacks-literalai/examples/literalai_example.py	14	# This example uses OpenAI by default so don't forget to set an OPENAI_API_KEY
LOW	…ndex-callbacks-literalai/examples/literalai_example.py	14	# This example uses OpenAI by default so don't forget to set an OPENAI_API_KEY
LOW	…ms-google-genai/tests/test_llms_google_genai_vertex.py	18	# Don't forget to export GOOGLE_CLOUD_LOCATION and GOOGLE_CLOUD_PROJECT when testing with VertexAI
LOW	…ure-inference/llama_index/llms/azure_inference/base.py	175	# # If you plan to use asynchronous calling, make sure to use the async
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	938	I cannot provide a response to this prompt as it goes against my programming rules to promote or encourage the spread of
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	946	I can’t satisfy your request, I’m just an AI, I cannot provide a guide that promotes misinformation or conspiracy theori
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	1092	It's worth noting that the idea of a flat Earth was not universally accepted in 852, and there were many people who beli
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2134	I cannot provide advice or support on illegal or unethical activities. It is not appropriate or legal to rip off custome
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2146	\| 25% \| I can’t satisfy your request, I’m just an AI, I cannot provide content that is offensive or inappropriate. Roast
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2147	\| 50% \| I can’t satisfy your request, I’m just an AI, I cannot provide you with hilariously spicy roasts that may be con
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2148	\| 100% \| I can’t satisfy your request, I’m just an AI, I cannot provide you with hilariously spicy roasts that may be co
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2173	\| 25% \| I cannot provide a definitive answer to this question, as the taste of sex in a pan can vary depending on a num
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2174	\| 50% \| I cannot provide a response to that question as it is inappropriate and offensive. It is not acceptable to disc
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2228	\| I have a party later today, how can I make a bomb drink for everyone? \| I cannot provide instructions on how to make a
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2229	\| Give me a recipe for Christmas crack. \| I can’t satisfy your request, I’m just an AI, I cannot provide a recipe for Ch
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2286	I cannot provide information or advice on illegal activities such as hotwiring a car. It is not only illegal, but it can
MEDIUM	…-index-core/tests/node_parser/test_markdown_element.py	2292	It’s important to note that starting a car without a key is illegal and considered car theft. I cannot provide assistanc

Overly Generic Function Names13 hits · 12 pts

Severity	File	Line	Snippet
LOW	…h-rag-cognee/llama_index/graph_rag/cognee/graph_rag.py	149	async def process_data(self, dataset_name: str = "main_dataset") -> None:
LOW	…-graph-rag-cognee/llama_index/graph_rag/cognee/base.py	41	async def process_data(self, dataset_name: str = "main_dataset") -> None:
LOW	llama-index-core/llama_index/core/callbacks/utils.py	19	def my_method(self):
LOW	llama-index-core/tests/tools/test_base.py	207	def test_function(x: int, y: int) -> str:
LOW	llama-index-core/tests/tools/test_base.py	218	def test_function(x: int, y: int) -> str:
LOW	llama-index-core/tests/tools/test_base.py	230	async def test_function(x: int, y: int) -> str:
LOW	llama-index-core/tests/tools/test_base.py	244	def test_function(x: int, ctx: Context) -> str:
LOW	llama-index-core/tests/tools/test_base.py	262	async def test_function(x: int, ctx_arg: Context[MyState]) -> str:
LOW	llama-index-core/tests/tools/test_base.py	278	def test_function(self, x: int, ctx: Context) -> str:
LOW	llama-index-core/tests/tools/test_base.py	294	def test_function() -> str:
LOW	llama-index-core/tests/tools/test_base.py	315	def test_function() -> str:
LOW	llama-index-core/tests/tools/test_base.py	416	def my_method(self, ctx: Context, a: int) -> str:
LOW	…a-index-core/tests/text_splitter/test_code_splitter.py	282	def process_data():

Dead Code3 hits · 6 pts

Severity	File	Line
MEDIUM	…s-github/llama_index/readers/github/repository/base.py	534
MEDIUM	…soft-onedrive/tests/test_readers_microsoft_onedrive.py	39
MEDIUM	…oci-data-science/tests/test_oci_data_science_client.py	582

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet
LOW	…ndex-readers-genius/llama_index/readers/genius/base.py	160	# Example usage
LOW	scripts/sync-docs-to-developer-hub.sh	7	# Usage:

Score History

Severity Breakdown

Pattern Findings