run-llama/llama_index

23.2

Adjusted Score

23.2

Raw Score

100%

Time Factor

2026-07-13

Last Push

50.8K

Stars

Python

Language

634.7K

Lines of Code

6.5K

Files

10.6K

Pattern Hits

2026-07-14

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 35HIGH 732MEDIUM 482LOW 9303

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 10552 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers4155 hits · 4161 pts

Severity	File	Line	Snippet	Context
LOW	llama-index-instrumentation/tests/test_shutdown.py	12	def test_shutdown_drops_all_open_spans():	CODE
LOW	llama-index-instrumentation/tests/test_shutdown.py	32	def test_shutdown_calls_close_on_handlers():	CODE
LOW	llama-index-instrumentation/tests/test_shutdown.py	47	def test_shutdown_walks_parent_chain():	CODE
LOW	llama-index-instrumentation/tests/test_shutdown.py	75	def test_shutdown_is_idempotent():	CODE
LOW	llama-index-instrumentation/tests/test_shutdown.py	87	def test_close_default_is_noop():	CODE
LOW	llama-index-instrumentation/tests/test_manager.py	4	def test_root_manager_add_dispatcher():	CODE
LOW⚡	llama-index-instrumentation/tests/test_dispatcher.py	806	def test_span_decorator_is_idempotent(mock_span_enter):	CODE
LOW⚡	llama-index-instrumentation/tests/test_dispatcher.py	813	def test_span_decorator_is_idempotent_with_pass_through(mock_span_enter):	CODE
LOW⚡	llama-index-instrumentation/tests/test_dispatcher.py	821	def test_mixin_decorates_abstract_method(mock_span_enter):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	113	def func_with_event_backwards_compat(a, b=3, **kwargs):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	149	def func_with_event_backwards_compat(self, a, b=3, **kwargs):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	157	def test_dispatcher_span_args(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	193	def test_dispatcher_span_args_with_instance(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	231	def test_dispatcher_span_drop_args(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	269	async def test_dispatcher_async_span_args(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	306	async def test_dispatcher_async_span_args_with_instance(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	347	async def test_dispatcher_async_span_drop_args(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	386	async def test_dispatcher_async_span_drop_args_with_instance(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	424	def test_dispatcher_fire_event(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	456	async def test_dispatcher_async_fire_event(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	491	async def test_dispatcher_attaches_tags_to_events_and_spans(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	512	def test_dispatcher_attaches_tags_to_concurrent_events(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	550	def test_dispatcher_fire_event_with_instance(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	580	async def test_dispatcher_async_fire_event_with_instance(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	747	def test_dispatcher_fire_event_backwards_compat(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	779	def test_dispatcher_fire_event_with_instance_backwards_compat(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	833	def test_mixin_decorates_overridden_method(mock_span_enter):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	847	def test_span_naming_with_inheritance(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	898	async def test_async_span_naming_with_inheritance(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	935	def test_span_naming_regular_functions_unchanged(	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	960	def test_span_naming_complex_inheritance(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1011	def test_span_naming_with_method_override(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1046	def test_span_naming_with_nested_classes(mock_uuid, mock_span_enter, mock_span_exit):	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1078	def test_aevent_with_sync_handlers():	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1094	async def test_aevent_with_async_handlers():	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1111	async def test_aevent_concurrent_handlers():	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1134	async def test_aevent_error_isolation():	CODE
LOW	llama-index-instrumentation/tests/test_dispatcher.py	1194	async def test_aevent_no_propagation():	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	15	def capture_propagation_context(self) -> Dict[str, Any]:	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	18	def restore_propagation_context(self, context: Dict[str, Any]) -> None:	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	22	def test_capture_propagation_context_basic():	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	32	def test_capture_includes_instrument_tags():	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	45	def test_capture_omits_instrument_tags_when_empty():	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	54	def test_restore_propagation_context_basic():	CODE
LOW⚡	llama-index-instrumentation/tests/test_propagation.py	64	def test_restore_sets_instrument_tags():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	75	def test_capture_walks_parent_chain():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	97	def test_restore_walks_parent_chain():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	120	def test_capture_stops_at_propagate_false():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	142	def test_roundtrip_capture_restore():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	164	def test_capture_swallows_handler_exceptions():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	166	def capture_propagation_context(self) -> Dict[str, Any]:	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	177	def test_restore_swallows_handler_exceptions():	CODE
LOW	llama-index-instrumentation/tests/test_propagation.py	179	def restore_propagation_context(self, context: Dict[str, Any]) -> None:	CODE
LOW	…entation/src/llama_index_instrumentation/dispatcher.py	275	def capture_propagation_context(self) -> Dict[str, Any]:	CODE
LOW	…entation/src/llama_index_instrumentation/dispatcher.py	294	def restore_propagation_context(self, context: Dict[str, Any]) -> None:	CODE
LOW	…/src/llama_index_instrumentation/span_handlers/base.py	144	def capture_propagation_context(self) -> Dict[str, Any]:	CODE
LOW	…/src/llama_index_instrumentation/span_handlers/base.py	153	def restore_propagation_context(self, context: Dict[str, Any]) -> None:	CODE
LOW	…ocs/framework/understanding/agent/structured_output.md	107	async def structured_output_parsing(	CODE
LOW	…ama-index-utils-azure/llama_index/utils/azure/table.py	51	def validate_table_property_count(num_properties: int) -> None:	CODE
LOW	…ama-index-utils-azure/llama_index/utils/azure/table.py	63	def validate_table_total_property_size(	CODE
4095 more matches not shown…

Unused Imports1965 hits · 1889 pts

Severity	File	Line	Context
LOW	…llama_index_instrumentation/event_handlers/__init__.py	1	CODE
LOW	…llama_index_instrumentation/event_handlers/__init__.py	2	CODE
LOW	…ation/src/llama_index_instrumentation/span/__init__.py	4	CODE
LOW	…ation/src/llama_index_instrumentation/span/__init__.py	5	CODE
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	1	CODE
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	2	CODE
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	3	CODE
LOW	…ation/src/llama_index_instrumentation/base/__init__.py	1	CODE
LOW	…ation/src/llama_index_instrumentation/base/__init__.py	2	CODE
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1	CODE
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1	CODE
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1	CODE
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	1	CODE
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	1	CODE
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2	CODE
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2	CODE
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	2	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	1	CODE
LOW	…-utils-oracleai/llama_index/utils/oracleai/__init__.py	1	CODE
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	10	CODE
LOW	…ed/llama_index/sparse_embeddings/fastembed/__init__.py	1	CODE
LOW	…ma-index-sparse-embeddings-fastembed/tests/conftest.py	2	CODE
LOW	…db/llama_index/vector_stores/singlestoredb/__init__.py	1	CODE
LOW	…es-qdrant/llama_index/vector_stores/qdrant/__init__.py	1	CODE
LOW	…inecone/llama_index/vector_stores/pinecone/__init__.py	1	CODE
LOW	…wsdocdb/llama_index/vector_stores/awsdocdb/__init__.py	1	CODE
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	3	CODE
LOW	…es-duckdb/llama_index/vector_stores/duckdb/__init__.py	1	CODE
LOW	…upabase/llama_index/vector_stores/supabase/__init__.py	1	CODE
LOW	…-upstash/llama_index/vector_stores/upstash/__init__.py	1	CODE
LOW	…-lancedb/llama_index/vector_stores/lancedb/__init__.py	1	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	1	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	3	CODE
LOW	…ma-index-vector-stores-elasticsearch/tests/conftest.py	2	CODE
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	1	CODE
LOW	…ostgres/llama_index/vector_stores/postgres/__init__.py	1	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	17	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	18	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	20	CODE
LOW	…s/llama-index-vector-stores-postgres/tests/conftest.py	2	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	51	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	52	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	54	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	55	CODE
LOW	…-vectorx/llama_index/vector_stores/vectorx/__init__.py	1	CODE
1905 more matches not shown…

Cross-File Repetition335 hits · 1675 pts

Severity	File	Line	Snippet	Context
HIGH	…toredb/llama_index/vector_stores/singlestoredb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…es-supabase/llama_index/vector_stores/supabase/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…ordb/llama_index/vector_stores/tencentvectordb/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…es-weaviate/llama_index/vector_stores/weaviate/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…stores-jaguar/llama_index/vector_stores/jaguar/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…stores-chroma/llama_index/vector_stores/chroma/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…lickhouse/llama_index/vector_stores/clickhouse/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…ores-hnswlib/llama_index/vector_stores/hnswlib/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…atabricks/llama_index/vector_stores/databricks/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…-typesense/llama_index/vector_stores/typesense/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…-cassandra/llama_index/vector_stores/cassandra/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…es-astra-db/llama_index/vector_stores/astra_db/base.py	0	add nodes to index. args: nodes: list[basenode]: list of node with embeddings	STRING
HIGH	…toredb/llama_index/vector_stores/singlestoredb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…-cassandra/llama_index/vector_stores/cassandra/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ma_index/vector_stores/alibabacloud_opensearch/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-deeplake/llama_index/vector_stores/deeplake/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-weaviate/llama_index/vector_stores/weaviate/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ashvector/llama_index/vector_stores/dashvector/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…stores-jaguar/llama_index/vector_stores/jaguar/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…res-faiss/llama_index/vector_stores/faiss/map_store.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…r-stores-faiss/llama_index/vector_stores/faiss/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…stores-chroma/llama_index/vector_stores/chroma/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…lickhouse/llama_index/vector_stores/clickhouse/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ores-epsilla/llama_index/vector_stores/epsilla/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-hologres/llama_index/vector_stores/hologres/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ores-hnswlib/llama_index/vector_stores/hnswlib/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…-typesense/llama_index/vector_stores/typesense/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…pensearch/llama_index/vector_stores/opensearch/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…-oceanbase/llama_index/vector_stores/oceanbase/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-dynamodb/llama_index/vector_stores/dynamodb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…sql/llama_index/vector_stores/azurecosmosnosql/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ma-index-core/llama_index/core/vector_stores/simple.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-astra-db/llama_index/vector_stores/astra_db/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…stores-vearch/llama_index/vector_stores/vearch/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…r-stores-awadb/llama_index/vector_stores/awadb/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…atabricks/llama_index/vector_stores/databricks/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-bigquery/llama_index/vector_stores/bigquery/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	0	delete nodes using the ref_doc_id. args: ref_doc_id (str): the doc_id of the document to delete.	STRING
HIGH	…es-pinecone/llama_index/vector_stores/pinecone/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…es-weaviate/llama_index/vector_stores/weaviate/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…res-faiss/llama_index/vector_stores/faiss/map_store.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…r-stores-faiss/llama_index/vector_stores/faiss/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…-firestore/llama_index/vector_stores/firestore/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…ores-hnswlib/llama_index/vector_stores/hnswlib/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
HIGH	…r-stores-awadb/llama_index/vector_stores/awadb/base.py	0	base vector store index. an index that is built on top of an existing vector store.	STRING
275 more matches not shown…

Modern Structural Boilerplate1128 hits · 1130 pts

Severity	File	Line	Snippet	Context
LOW	…llama_index_instrumentation/event_handlers/__init__.py	4	__all__ = ["BaseEventHandler", "NullEventHandler"]	CODE
LOW	…ation/src/llama_index_instrumentation/span/__init__.py	11	__all__ = ["BaseSpan", "SimpleSpan", "active_span_id"]	CODE
LOW	…/llama_index_instrumentation/span_handlers/__init__.py	5	__all__ = [	CODE
LOW	…ation/src/llama_index_instrumentation/base/__init__.py	4	__all__ = [	CODE
LOW	…-index-utils-azure/llama_index/utils/azure/__init__.py	8	__all__ = ["ServiceMode", "deserialize", "sanitize_table_name", "serialize"]	CODE
LOW	…ndex-utils-qianfan/llama_index/utils/qianfan/client.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…ex-utils-qianfan/llama_index/utils/qianfan/__init__.py	4	__all__ = ["Client", "APIType", "get_service_list", "aget_service_list"]	CODE
LOW	…-huggingface/llama_index/utils/huggingface/__init__.py	17	__all__ = [	CODE
LOW	…-utils-oracleai/llama_index/utils/oracleai/__init__.py	4	__all__ = ["OracleSummary"]	CODE
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…ed/llama_index/sparse_embeddings/fastembed/__init__.py	3	__all__ = ["FastEmbedSparseEmbedding"]	CODE
LOW	…db/llama_index/vector_stores/singlestoredb/__init__.py	3	__all__ = ["SingleStoreVectorStore"]	CODE
LOW	…toredb/llama_index/vector_stores/singlestoredb/base.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…es-qdrant/llama_index/vector_stores/qdrant/__init__.py	3	__all__ = ["QdrantVectorStore"]	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	57	logger = logging.getLogger(__name__)	CODE
LOW	…inecone/llama_index/vector_stores/pinecone/__init__.py	3	__all__ = ["PineconeVectorStore"]	CODE
LOW	…wsdocdb/llama_index/vector_stores/awsdocdb/__init__.py	3	__all__ = ["AWSDocDbVectorStore"]	CODE
LOW	…es-awsdocdb/llama_index/vector_stores/awsdocdb/base.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…es-duckdb/llama_index/vector_stores/duckdb/__init__.py	4	__all__ = ["DuckDBVectorStore"]	CODE
LOW	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	45	logger = logging.getLogger(__name__)	CODE
LOW	…upabase/llama_index/vector_stores/supabase/__init__.py	3	__all__ = ["SupabaseVectorStore"]	CODE
LOW	…es-supabase/llama_index/vector_stores/supabase/base.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…-upstash/llama_index/vector_stores/upstash/__init__.py	3	__all__ = ["UpstashVectorStore"]	CODE
LOW	…ores-upstash/llama_index/vector_stores/upstash/base.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…-lancedb/llama_index/vector_stores/lancedb/__init__.py	3	__all__ = ["LanceDBVectorStore"]	CODE
LOW	…ch/llama_index/vector_stores/elasticsearch/__init__.py	10	__all__ = [	CODE
LOW	…ostgres/llama_index/vector_stores/postgres/__init__.py	3	__all__ = ["PGVectorStore"]	CODE
LOW	…-vectorx/llama_index/vector_stores/vectorx/__init__.py	3	__all__ = ["VectorXVectorStore"]	CODE
LOW	…a_index/vector_stores/vertexaivectorsearch/__init__.py	9	__all__ = [	CODE
LOW	…-lindorm/llama_index/vector_stores/lindorm/__init__.py	6	__all__ = ["LindormVectorStore", "LindormVectorClient"]	CODE
LOW⚡	…dex-vector-stores-lindorm/tests/test_lindorm_client.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…sandra/llama_index/vector_stores/cassandra/__init__.py	3	__all__ = ["CassandraVectorStore"]	CODE
LOW	…store/llama_index/vector_stores/tablestore/__init__.py	4	__all__ = ["TablestoreVectorStore"]	CODE
LOW	…r-stores-zep/llama_index/vector_stores/zep/__init__.py	3	__all__ = ["ZepVectorStore"]	CODE
LOW	…ector-stores-zep/llama_index/vector_stores/zep/base.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…ksetdb/llama_index/vector_stores/rocksetdb/__init__.py	3	__all__ = ["RocksetVectorStore"]	CODE
LOW	…ores-kdbai/llama_index/vector_stores/kdbai/__init__.py	4	__all__ = ["KDBAIVectorStore"]	CODE
LOW	…-stores-kdbai/llama_index/vector_stores/kdbai/utils.py	4	logger = logging.getLogger(__name__)	CODE
LOW	…r-stores-kdbai/llama_index/vector_stores/kdbai/base.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…ureDB/llama_index/vector_stores/ApertureDB/__init__.py	3	__all__ = ["ApertureDBVectorStore"]	CODE
LOW	…ndex/vector_stores/alibabacloud_opensearch/__init__.py	6	__all__ = ["AlibabaCloudOpenSearchConfig", "AlibabaCloudOpenSearchStore"]	CODE
LOW	…ma_index/vector_stores/alibabacloud_opensearch/base.py	36	logger = logging.getLogger(__name__)	CODE
LOW	…/llama_index/vector_stores/tencentvectordb/__init__.py	7	__all__ = ["TencentVectorDB", "CollectionParams", "FilterField"]	CODE
LOW	…ama_index/vector_stores/alibabacloud_mysql/__init__.py	5	__all__ = ["AlibabaCloudMySQLVectorStore"]	CODE
LOW	…es-milvus/llama_index/vector_stores/milvus/__init__.py	3	__all__ = ["MilvusVectorStore", "IndexManagement"]	CODE
LOW	…tores-milvus/llama_index/vector_stores/milvus/utils.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	53	logger = logging.getLogger(__name__)	CODE
LOW	…ticdb/llama_index/vector_stores/analyticdb/__init__.py	3	__all__ = ["AnalyticDBVectorStore"]	CODE
LOW	…tor-stores-s3/llama_index/vector_stores/s3/__init__.py	3	__all__ = ["S3VectorStore"]	CODE
LOW	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…racledb/llama_index/vector_stores/oracledb/__init__.py	3	__all__ = ["OraLlamaVS", "DistanceStrategy"]	CODE
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	50	logger = logging.getLogger(__name__)	CODE
LOW	…ctor/llama_index/vector_stores/neo4jvector/__init__.py	3	__all__ = ["Neo4jVectorStore"]	CODE
LOW	…eeplake/llama_index/vector_stores/deeplake/__init__.py	3	__all__ = ["DeepLakeVectorStore"]	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	320	logger = logging.getLogger(__name__)	CODE
LOW	…chbase/llama_index/vector_stores/couchbase/__init__.py	12	__all__ = [	CODE
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…eaviate/llama_index/vector_stores/weaviate/__init__.py	7	__all__ = [	CODE
LOW	…db/llama_index/vector_stores/baiduvectordb/__init__.py	7	__all__ = ["BaiduVectorDB", "TableParams", "TableField"]	CODE
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	24	logger = logging.getLogger(__name__)	CODE
1068 more matches not shown…

Docstring Block Structure194 hits · 970 pts

Severity	File	Line	Snippet	Context
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.	STRING
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	STRING
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	STRING
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	125	Elasticsearch vector store. Args: index_name: Name of the Elasticsearch index. es_client: Opti	STRING
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	295	Add nodes to Elasticsearch index. Args: nodes: List of nodes with embeddings.	STRING
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	STRING
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	STRING
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	511	Asynchronous query index for top k most similar nodes. Args: query_embedding (VectorStoreQ	STRING
HIGH	…search/llama_index/vector_stores/elasticsearch/base.py	589	Asynchronously get nodes from Elasticsearch index. Args: node_ids (Optional[List[str]]): L	STRING
HIGH	…lama_index/vector_stores/vertexaivectorsearch/utils.py	537	Convert llama-index MetadataFilters to Vertex V2 filter dictionary. V2 filter format: - Simple: ``{"field"	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	661	Add nodes to index. Args: nodes (list[BaseNode]): list of nodes is_complete_ov	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	893	Asynchronously add nodes to index. Args: nodes (list[BaseNode]): list of nodes with embedd	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1367	Search index for nodes using a specific search mode. Supported modes: * DEFAULT: Dense vector	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1533	Asynchronously search index for nodes using a specific search mode. Supported modes: * DEFAUL	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1704	Build a search object for dense vector similarity search. This search type relies on client-side embed	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1748	Build a search object for sparse vector similarity search. This search type relies on client-side embe	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1794	Build a search object for full-text keyword search. Args: query: Query with ``query_str``	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1837	Build a search object for semantic similarity search. This search type relies on server-side auto-embe	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1908	Build a query for hybrid search: vector + text search with server-side RRF. Text search based on ``que	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1998	Build a query for semantic hybrid: dense/sparse vector + semantic search with RRF. Uses ``BatchSearchD	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	2519	Access nodes from the vector store synchronously by ID or filter results. This is not a search operati	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	2551	Query nodes from the vector store synchronously by ID or filter results. This method constructs a ``Qu	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	2611	Access nodes from the vector store asynchronously by ID or filter results. This is not a search operat	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	2643	Query nodes from the vector store asynchronously by ID or filter results. This method constructs a ``Q	STRING
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	2801	Extract a ``TextNode`` and its ID from a Vertex ``DataObject``. Args: data_obj: A Vertex `	STRING
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	STRING
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	STRING
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	STRING
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):	STRING
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	STRING
HIGH	…es-deeplake/llama_index/vector_stores/deeplake/base.py	581	Query index for top k most similar nodes. Args: query (VectorStoreQuery): VectorStoreQuery	STRING
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	STRING
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,	STRING
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	STRING
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	STRING
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	STRING
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	STRING
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	STRING
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	STRING
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	STRING
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	STRING
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.	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,	STRING
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	STRING
HIGH	…idbvector/llama_index/vector_stores/tidbvector/base.py	162	Perform a similarity search with the given query embedding. Args: query (VectorStoreQuery)	STRING
HIGH	…idbvector/llama_index/vector_stores/tidbvector/base.py	240	Converts metadata filters to TiDB filters. Args: metadata_filters (Optional[MetadataFilter	STRING
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	STRING
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	STRING
HIGH	…tor-stores-tair/llama_index/vector_stores/tair/base.py	213	Query the index. Args: query (VectorStoreQuery): query object Returns:	STRING
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	STRING
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	STRING
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	STRING
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	STRING
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	819	Query the index. Args: query (VectorStoreQuery): query object Returns:	STRING
HIGH	…r-stores-redis/llama_index/vector_stores/redis/base.py	864	Query the index. Args: query (VectorStoreQuery): query object Returns:	STRING
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	STRING
HIGH	…stores-google/llama_index/vector_stores/google/base.py	207	Create an instance that points to a newly created corpus. Examples: store = GoogleVectorSt	STRING
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	STRING
HIGH	…db/llama_index/indices/managed/lancedb/query_engine.py	130	Asynchronously executes a query against the managed LanceDB index. Args: query_str (Option	STRING
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	STRING
134 more matches not shown…

Excessive Try-Catch Wrapping773 hits · 851 pts

Severity	File	Line	Snippet	Context
LOW	…ng/putting_it_all_together/apps/fullstack_app_guide.md	239	except Exception as e:	CODE
LOW	…putting_it_all_together/apps/fullstack_with_delphic.md	287	except Exception as e:	CODE
MEDIUM	…putting_it_all_together/apps/fullstack_with_delphic.md	278	def connect(self):	CODE
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	169	except Exception as ex:	CODE
LOW	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	43	except Exception as e:	CODE
MEDIUM	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	44	# print("Error: ", e)	COMMENT
MEDIUM	…lama-index-utils-oracleai/tests/test_utils_oracleai.py	16	def test_summary_test() -> None:	CODE
LOW	…tores-qdrant/llama_index/vector_stores/qdrant/utils.py	91	except Exception:	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1355	except Exception:	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1638	except Exception as e:	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1676	except Exception as e:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	158	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	162	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	166	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	233	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	237	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	241	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	319	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	323	except Exception:	CODE
LOW⚡	…res/llama-index-vector-stores-qdrant/tests/conftest.py	327	except Exception:	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	405	except Exception:	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	526	except Exception:	CODE
LOW	…es-awsdocdb/llama_index/vector_stores/awsdocdb/base.py	273	except Exception:	CODE
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	72	except Exception:	CODE
LOW	…es-supabase/llama_index/vector_stores/supabase/base.py	202	except Exception:	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	296	except Exception as e:	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	468	except Exception:	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	571	except Exception:	CODE
LOW	…earch/llama_index/vector_stores/elasticsearch/utils.py	80	except Exception:	CODE
LOW⚡	…es-postgres/llama_index/vector_stores/postgres/base.py	598	except Exception as e:	CODE
LOW⚡	…es-postgres/llama_index/vector_stores/postgres/base.py	604	except Exception as e:	CODE
LOW⚡	…es-postgres/llama_index/vector_stores/postgres/base.py	610	except Exception as e:	CODE
LOW⚡	…es-postgres/llama_index/vector_stores/postgres/base.py	617	except Exception as e:	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1395	except Exception:	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1623	except Exception:	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1678	except Exception:	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	165	except Exception as e:	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	276	except Exception as e:	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	296	except Exception:	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	355	except Exception as e:	CODE
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	82	except Exception as e:	CODE
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	84	print(f"Error deleting test index {index_name}: {e}")	CODE
LOW⚡	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	96	except Exception as e:	CODE
MEDIUM⚡	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	97	print(f"Error cleaning up test index {index_name}: {e}")	CODE
LOW⚡	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	98	except Exception as e:	CODE
MEDIUM⚡	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	99	print(f"Error listing indexes for cleanup: {e}")	CODE
MEDIUM	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	86	def tearDown(self):	CODE
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	142	except Exception as e:	CODE
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	457	except Exception as e:	CODE
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	486	except Exception as e: # noqa: PERF203	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	795	except Exception as exc:	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	840	except Exception as exc:	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	1021	except Exception as exc:	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	1105	except Exception as exc:	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	1247	except Exception as exc:	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	1353	except Exception as exc:	CODE
LOW	…ores-lindorm/llama_index/vector_stores/lindorm/base.py	737	except Exception:	CODE
LOW	…ores-tablestore/tests/test_vector_stores_tablestore.py	232	except Exception as e:	CODE
LOW	…r-stores-kdbai/llama_index/vector_stores/kdbai/base.py	156	except Exception as e:	CODE
LOW	…r-stores-kdbai/llama_index/vector_stores/kdbai/base.py	169	except Exception as e:	CODE
713 more matches not shown…

Magic Placeholder Names172 hits · 754 pts

Severity	File	Line	Snippet	Context
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	CODE
HIGH	…ations/retrievers/llama-index-retrievers-you/README.md	17	retriever = YouRetriever(api_key="your-api-key")	CODE
HIGH⚡	…s-dappier/tests/test_tools_dappier_real_time_search.py	20	tool_instance = DappierRealTimeSearchToolSpec(api_key="your-api-key")	CODE
HIGH	…dappier/tests/test_tools_dappier_ai_recommendations.py	22	tool = DappierAIRecommendationsToolSpec(api_key="your-api-key")	CODE
HIGH	…integrations/tools/llama-index-tools-shopify/README.md	41	"your-store.myshopify.com", "2023-04", "your-api-key"	STRING
HIGH	…/llama-index-tools-valyu/examples/retriever_example.py	18	api_key=os.environ.get("VALYU_API_KEY", "your-api-key-here"),	CODE
HIGH	…ntegrations/tools/llama-index-tools-airweave/README.md	252	api_key="your-api-key",	STRING
HIGH	…-integrations/tools/llama-index-tools-serpex/README.md	33	api_key="your_api_key",	CODE
HIGH	…-integrations/tools/llama-index-tools-serpex/README.md	57	export SERPEX_API_KEY=your_api_key	CODE
HIGH	…egrations/tools/llama-index-tools-serpex/test_local.py	15	print(' export SERPEX_API_KEY="your_api_key"')	CODE
HIGH	…ma-index-tools-serpex/llama_index/tools/serpex/base.py	31	>>> tool = SerpexToolSpec(api_key="your_api_key")	STRING
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	28	api_key="your-api-key-here",	CODE
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	65	parallel_tool = ParallelWebSystemsToolSpec(api_key="your-api-key")	CODE
HIGH	…tools/llama-index-tools-parallel-web-systems/README.md	106	parallel_tool = ParallelWebSystemsToolSpec(api_key="your-api-key")	CODE
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	CODE
HIGH	…egrations/tools/llama-index-tools-brightdata/README.md	26	brightdata_tool = BrightDataToolSpec(api_key="your-api-key", zone="unlocker")	CODE
HIGH	…mbeddings-llm-rails/tests/test_embeddings_llm_rails.py	14	return "your_api_key"	CODE
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	22	export VOYAGE_API_KEY="your-api-key-here"	CODE
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	35	voyage_api_key="your-api-key", # Optional if VOYAGE_API_KEY is set	CODE
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	73	voyage_api_key="your-api-key",	CODE
HIGH	…s/embeddings/llama-index-embeddings-voyageai/README.md	213	model_name="voyage-3.5", voyage_api_key="your-api-key"	CODE
HIGH	…ons/embeddings/llama-index-embeddings-nebius/README.md	20	NEBIUS_API_KEY=your_api_key	CODE
HIGH	…ons/embeddings/llama-index-embeddings-nebius/README.md	36	api_key="your_api_key", model_name="BAAI/bge-en-icl"	CODE
HIGH	…ference/llama_index/embeddings/azure_inference/base.py	36	credential="your-api-key",	STRING
HIGH	…ns/embeddings/llama-index-embeddings-baseten/README.md	25	api_key="YOUR_API_KEY",	CODE
HIGH	…eddings-baseten/llama_index/embeddings/baseten/base.py	37	api_key="YOUR_API_KEY",	STRING
HIGH	…ns/embeddings/llama-index-embeddings-isaacus/README.md	31	export ISAACUS_API_KEY="your-api-key-here"	CODE
HIGH	…/embeddings/llama-index-embeddings-fireworks/README.md	20	api_key="your-api-key", # or set FIREWORKS_API_KEY env var	CODE
HIGH	…/embeddings/llama-index-embeddings-yandexgpt/README.md	26	api_key="your-api-key",	CODE
HIGH	…ngs-yandexgpt/llama_index/embeddings/yandexgpt/base.py	42	api_key="your-api-key",	STRING
HIGH	…ddings/llama-index-embeddings-autoembeddings/README.md	35	os.environ["OPENAI_API_KEY"] = "YOUR-API-KEY"	CODE
HIGH	…or/llama-index-postprocessor-voyageai-rerank/README.md	20	export VOYAGE_API_KEY="your-api-key-here"	CODE
HIGH	…or/llama-index-postprocessor-voyageai-rerank/README.md	42	api_key="your-api-key", # Optional if VOYAGE_API_KEY is set	CODE
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	33	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key	CODE
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	33	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key	CODE
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	99	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key	CODE
HIGH	…aph_stores/llama-index-graph-stores-memgraph/README.md	99	] = "<YOUR_API_KEY>" # Replace with your OpenAI API key	CODE
HIGH	…ions/graph_rag/llama-index-graph-rag-cognee/example.py	27	print(" export OPENAI_API_KEY='your-api-key-here'")	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	35	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	91	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	122	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	143	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	177	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	204	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…-index-graph-rag-cognee/tests/test_graph_rag_cognee.py	258	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…ag/llama-index-graph-rag-cognee/tests/test_add_data.py	25	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…a-index-graph-rag-cognee/tests/test_visualize_graph.py	21	llm_api_key=os.getenv("OPENAI_API_KEY", "your-api-key"),	CODE
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	43	api_key="your-api-key", filepath="valid/path/to/file"	CODE
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	61	api_key="your-api-key", filepath="valid/path/to/file"	CODE
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	77	api_key="your-api-key", filepath="valid/path/to/file"	CODE
HIGH	…tions/readers/llama-index-readers-preprocess/README.md	86	loader = PreprocessReader(api_key="your-api-key", process_id="your-process-id")	CODE
HIGH	…aders-google/llama_index/readers/google/maps/README.md	18	export GOOGLE_MAPS_API_KEY="YOUR_API_KEY"	CODE
HIGH	…aders-google/llama_index/readers/google/maps/README.md	26	os.environ["GOOGLE_MAPS_API_KEY"] = "YOUR_API_KEY"	CODE
HIGH	…aders-web/llama_index/readers/web/spider_web/README.md	20	api_key="YOUR_API_KEY", # Get one at https://spider.cloud	CODE
HIGH	…aders-web/llama_index/readers/web/spider_web/README.md	34	api_key="YOUR_API_KEY",	CODE
HIGH	…ions/readers/llama-index-readers-document360/README.md	16	reader = Document360Reader(api_key="your_api_key")	CODE
HIGH	…ions/readers/llama-index-readers-document360/README.md	94	reader = Document360Reader(api_key="your_api_key")	CODE
HIGH	…grations/readers/llama-index-readers-whisper/README.md	23	api_key="your-api-key",	CODE
HIGH	…rations/readers/llama-index-readers-layoutir/README.md	149	api_key="your_api_key", # Optional: for remote processing	CODE
HIGH	…grations/readers/llama-index-readers-upstage/README.md	38	os.environ["UPSTAGE_API_KEY"] = "YOUR_API_KEY"	CODE
112 more matches not shown…

Deep Nesting592 hits · 574 pts

Severity	File	Line	Context
LOW	…umentation/src/llama_index_instrumentation/__init__.py	57	CODE
LOW	…rc/llama_index_instrumentation/span_handlers/simple.py	95	CODE
LOW	docs/scripts/prepare_for_build.py	118	CODE
LOW	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	46	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	321	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	563	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1023	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1172	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1379	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1603	CODE
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1643	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	54	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	76	CODE
LOW	…ores-upstash/llama_index/vector_stores/upstash/base.py	35	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	47	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	174	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	591	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	657	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	690	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1414	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	1442	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	284	CODE
LOW	…tor-stores-vectorx/tests/test_vector_stores_vectorx.py	86	CODE
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	213	CODE
LOW	…lama_index/vector_stores/vertexaivectorsearch/utils.py	379	CODE
LOW	…llama_index/vector_stores/vertexaivectorsearch/base.py	2800	CODE
LOW	…-cassandra/llama_index/vector_stores/cassandra/base.py	221	CODE
LOW	…ablestore/llama_index/vector_stores/tablestore/base.py	629	CODE
LOW	…r-stores-kdbai/llama_index/vector_stores/kdbai/base.py	102	CODE
LOW	…pertureDB/llama_index/vector_stores/ApertureDB/base.py	339	CODE
LOW	…pertureDB/llama_index/vector_stores/ApertureDB/base.py	344	CODE
LOW	…ma_index/vector_stores/alibabacloud_opensearch/base.py	237	CODE
LOW	…ordb/llama_index/vector_stores/tencentvectordb/base.py	362	CODE
LOW	…ordb/llama_index/vector_stores/tencentvectordb/base.py	434	CODE
LOW	…l/llama_index/vector_stores/alibabacloud_mysql/base.py	325	CODE
LOW	…l/llama_index/vector_stores/alibabacloud_mysql/base.py	784	CODE
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	658	CODE
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	735	CODE
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	672	CODE
LOW	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	749	CODE
LOW	…tores-milvus/llama_index/vector_stores/milvus/utils.py	126	CODE
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	1374	CODE
LOW	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	512	CODE
LOW	…-vector-stores-s3/llama_index/vector_stores/s3/base.py	550	CODE
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	256	CODE
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	525	CODE
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	675	CODE
LOW	…4jvector/llama_index/vector_stores/neo4jvector/base.py	111	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	438	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	453	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	272	CODE
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	74	CODE
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	148	CODE
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	165	CODE
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	87	CODE
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	134	CODE
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	169	CODE
LOW	…es-weaviate/llama_index/vector_stores/weaviate/base.py	258	CODE
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	229	CODE
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	469	CODE
532 more matches not shown…

Self-Referential Comments193 hits · 546 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	141	# Create a mock Qdrant client	COMMENT
MEDIUM	…search/llama_index/vector_stores/elasticsearch/base.py	162	es_api_key = "<api-key>" # Create an API key within Kibana (Security -> API Keys)	STRING
MEDIUM	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	171	# Create a new index if it doesn't exist	COMMENT
MEDIUM⚡	…dex-vector-stores-lindorm/tests/test_lindorm_client.py	40	# Create a client and vector store instance	COMMENT
MEDIUM	…ordb/llama_index/vector_stores/tencentvectordb/base.py	182	# Create an instance of TencentVectorDB	STRING
MEDIUM	…es-alibabacloud-mysql/tests/test_alibabacloud_mysql.py	306	# Create a test node	COMMENT
MEDIUM	…stores-milvus/llama_index/vector_stores/milvus/base.py	374	# Create the collection & index if it does not exist	COMMENT
MEDIUM	…es-oracledb/llama_index/vector_stores/oracledb/base.py	67	# Define a type variable that can be any kind of function	COMMENT
MEDIUM	…es-deeplake/llama_index/vector_stores/deeplake/base.py	339	# Create an instance of DeepLakeVectorStore	STRING
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	400	# Create a KNN vector store	COMMENT
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	628	# Create a test node with custom field mapping	COMMENT
MEDIUM	…s-couchbase/tests/test_couchbase_query_vector_store.py	721	# Create a larger batch of documents	COMMENT
MEDIUM	…ctor/llama_index/vector_stores/timescalevector/base.py	43	# Create a TimescaleVectorStore instance	STRING
MEDIUM	…search/llama_index/vector_stores/azureaisearch/base.py	115	# Creating an Azure AI Search Vector Store	STRING
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	228	# Create a sample query	COMMENT
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	299	# Create a sample query	COMMENT
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	439	# Create a mock search client that will be returned by get_search_client	COMMENT
MEDIUM	…ector-stores-azureaisearch/tests/test_azureaisearch.py	473	# Create a mock search client that will be returned by get_search_client	COMMENT
MEDIUM⚡	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	102	# Create an instance of MongoDBAtlasVectorSearch	STRING
MEDIUM⚡	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	110	# Create a vector search index programmatically	STRING
MEDIUM⚡	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	113	# Create a text search index programmatically	STRING
MEDIUM	…dex-vector-stores-mongodb/tests/test_index_commands.py	77	# Create a Vector Search Index on index_name	COMMENT
MEDIUM	…dex-vector-stores-mongodb/tests/test_index_commands.py	170	# Create a Vector Search Index on index_name	COMMENT
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	74	# Create the Astra DB Vector Store object	STRING
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	410	# Create a new node object from the node metadata	COMMENT
MEDIUM	…es-astra-db/llama_index/vector_stores/astra_db/base.py	592	# Create a new node object from the node metadata	COMMENT
MEDIUM	…stores-chroma/llama_index/vector_stores/chroma/base.py	143	# Create a Chroma client and collection	STRING
MEDIUM	…stores-chroma/llama_index/vector_stores/chroma/base.py	614	# Create a mapping from valid embedding indices to original prefetch indices	COMMENT
MEDIUM	…ores-lantern/llama_index/vector_stores/lantern/base.py	145	# Create an instance of LanternVectorStore	STRING
MEDIUM	…llama-index-vector-stores-nile/examples/multitenant.py	21	# Create a NileVectorStore instance	COMMENT
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)	COMMENT
MEDIUM	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	1	# Importing required libraries and modules	COMMENT
MEDIUM	…es-wordlift/llama_index/vector_stores/wordlift/base.py	203	# Create the IDs.	COMMENT
MEDIUM	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	48	# Create an instance of AzureCosmosDBMongoDBVectorSearch	STRING
MEDIUM	…-typesense/llama_index/vector_stores/typesense/base.py	69	# Create an instance of TypesenseVectorStore	STRING
MEDIUM	…-typesense/llama_index/vector_stores/typesense/base.py	184	# Create the collection if it doesn't already exist	COMMENT
MEDIUM	…ector-stores-db2/llama_index/vector_stores/db2/base.py	60	# Define a type variable that can be any kind of function	COMMENT
MEDIUM	…ndex-vector-stores-db2/tests/test_vector_stores_db2.py	225	# Define a list of documents (These dummy examples are 4 random documents )	COMMENT
MEDIUM	…ndex-vector-stores-db2/tests/test_vector_stores_db2.py	287	# Create a TextNode instance	COMMENT
MEDIUM	…carray/llama_index/vector_stores/docarray/in_memory.py	19	# Create an instance of DocArrayInMemoryVectorStore	STRING
MEDIUM	…sql/llama_index/vector_stores/azurecosmosnosql/base.py	136	# Create the collection if it already doesn't exist	COMMENT
MEDIUM	…tor-stores-tair/llama_index/vector_stores/tair/base.py	74	# Create a TairVectorStore	STRING
MEDIUM	…riever/llama_index/retrievers/duckdb_retriever/base.py	71	# Create an FTS index on the 'text' column if it doesn't already exist	COMMENT
MEDIUM	…-index-ingestion-ray/llama_index/ingestion/ray/base.py	121	"batch_size": 10, # Define the batch size	STRING
MEDIUM	…-index-ingestion-ray/llama_index/ingestion/ray/base.py	132	# Create the Ray ingestion pipeline	STRING
MEDIUM	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	90	# Create a new browser client for this thread	COMMENT
MEDIUM	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	120	# Create a new code interpreter for this thread	COMMENT
MEDIUM	…-tools-elevenlabs/llama_index/tools/elevenlabs/base.py	36	# Create the client	COMMENT
MEDIUM	…-tools-elevenlabs/llama_index/tools/elevenlabs/base.py	93	# Create the VoiceSettings	COMMENT
MEDIUM	…s/tools/llama-index-tools-signnow/examples/from_env.py	24	# Create an agent and ask for templates list	COMMENT
MEDIUM	…ndex-tools-typecast/llama_index/tools/typecast/base.py	56	# Create the client	COMMENT
MEDIUM	…ndex-tools-typecast/llama_index/tools/typecast/base.py	96	# Create the client	COMMENT
MEDIUM	…ls/llama-index-tools-mcp/llama_index/tools/mcp/base.py	138	# Create a Pydantic model based on the tool inputSchema	COMMENT
MEDIUM	…tegrations/tools/llama-index-tools-mcp/tests/server.py	34	# Create the MCP server	COMMENT
MEDIUM	…tegrations/tools/llama-index-tools-mcp/tests/server.py	84	# Create a random color image	COMMENT
MEDIUM⚡	…ex-tools-artifact-editor/tests/test_artifact_editor.py	88	# Create an artifact and test retrieval	COMMENT
MEDIUM	…-index-tools-mcp-discovery/tests/test_mcp_discovery.py	22	# Define a real class for BaseToolSpec so inheritance works	COMMENT
MEDIUM	…enai/llama_index/tools/openai/image_generation/base.py	69	# Create an image from the decoded bytes and save it	COMMENT
MEDIUM	…ings-ipex-llm/llama_index/embeddings/ipex_llm/utils.py	1	# This file is adapted from	COMMENT
MEDIUM	…dings-ipex-llm/llama_index/embeddings/ipex_llm/base.py	1	# This file is adapted from	COMMENT
133 more matches not shown…

Decorative Section Separators98 hits · 378 pts

Severity	File	Line	Snippet	Context
MEDIUM	llama-index-instrumentation/tests/test_dispatcher.py	623	# ┌───────┴───────┐	COMMENT
MEDIUM⚡	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	1	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ndex-utils-oracleai/llama_index/utils/oracleai/base.py	8	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	938	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ector-stores-qdrant/tests/test_vector_stores_qdrant.py	940	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…lama_index/vector_stores/vertexaivectorsearch/utils.py	505	# =============================================================================	COMMENT
MEDIUM	…lama_index/vector_stores/vertexaivectorsearch/utils.py	507	# =============================================================================	COMMENT
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	508	# =============================================================================	COMMENT
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	510	# =============================================================================	COMMENT
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	738	# =============================================================================	COMMENT
MEDIUM	…earch/tests/test_vector_stores_vertexaivectorsearch.py	740	# =============================================================================	COMMENT
MEDIUM⚡	…tores-solr/llama_index/vector_stores/solr/constants.py	17	# =============================================================================	COMMENT
MEDIUM⚡	…tores-solr/llama_index/vector_stores/solr/constants.py	19	# =============================================================================	COMMENT
MEDIUM⚡	…tores-solr/llama_index/vector_stores/solr/constants.py	24	# =============================================================================	COMMENT
MEDIUM⚡	…tores-solr/llama_index/vector_stores/solr/constants.py	26	# =============================================================================	COMMENT
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…tores-solr/tests/integration/test_solr_vector_store.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tores-solr/tests/integration/test_solr_vector_store.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tores-solr/tests/integration/test_solr_vector_store.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tores-solr/tests/integration/test_solr_vector_store.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tores-solr/tests/integration/test_solr_vector_store.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	169	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	171	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	207	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	209	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	281	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	283	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	625	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	627	# ------------------------------------------------------------------	COMMENT
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	470	# ------------------------------------------------------------------	STRING
MEDIUM	…sql/llama_index/vector_stores/volcengine_mysql/base.py	472	# ------------------------------------------------------------------	STRING
MEDIUM	…ntegrations/tools/llama-index-tools-metaphor/README.md	3	# ================================================================================	COMMENT
MEDIUM	…ntegrations/tools/llama-index-tools-metaphor/README.md	7	# ================================================================================	COMMENT
MEDIUM⚡	…dings-oracleai/llama_index/embeddings/oracleai/base.py	1	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…dings-oracleai/llama_index/embeddings/oracleai/base.py	6	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…dings-oracleai/llama_index/embeddings/oracleai/base.py	8	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…lity/llama-index-observability-otel/tests/test_otel.py	223	## ---------------------------------------------------------------------------	COMMENT
MEDIUM	…lity/llama-index-observability-otel/tests/test_otel.py	225	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…am/llama-index-program-evaporate/tests/test_sandbox.py	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…am/llama-index-program-evaporate/tests/test_sandbox.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…am/llama-index-program-evaporate/tests/test_sandbox.py	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…am/llama-index-program-evaporate/tests/test_sandbox.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	39	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	41	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	62	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	64	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	111	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	113	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	209	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	211	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	215	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	217	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	328	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	330	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	337	# --------------------	COMMENT
MEDIUM⚡	…ders-web/llama_index/readers/web/firecrawl_web/base.py	339	# --------------------	COMMENT
MEDIUM	…ders-web/llama_index/readers/web/firecrawl_web/base.py	253	# --------------------	COMMENT
38 more matches not shown…

Hallucination Indicators35 hits · 355 pts

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

AI Structural Patterns292 hits · 290 pts

Severity	File	Line	Context
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	170	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	181	CODE
LOW	…es-pinecone/llama_index/vector_stores/pinecone/base.py	255	CODE
LOW	…es-awsdocdb/llama_index/vector_stores/awsdocdb/base.py	139	CODE
LOW	…ores-lancedb/llama_index/vector_stores/lancedb/base.py	174	CODE
LOW	…search/llama_index/vector_stores/elasticsearch/base.py	208	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	293	CODE
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	413	CODE
LOW	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	104	CODE
LOW	…ablestore/llama_index/vector_stores/tablestore/base.py	105	CODE
LOW	…-rocksetdb/llama_index/vector_stores/rocksetdb/base.py	105	CODE
LOW	…pertureDB/llama_index/vector_stores/ApertureDB/base.py	121	CODE
LOW	…ordb/llama_index/vector_stores/tencentvectordb/base.py	124	CODE
LOW	…tores-milvus/llama_index/vector_stores/milvus/utils.py	250	CODE
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	258	CODE
LOW	…4jvector/llama_index/vector_stores/neo4jvector/base.py	223	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	361	CODE
LOW	…es-deeplake/llama_index/vector_stores/deeplake/base.py	123	CODE
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	106	CODE
LOW	…search/llama_index/vector_stores/azureaisearch/base.py	561	CODE
LOW	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	139	CODE
LOW	…stores-chroma/llama_index/vector_stores/chroma/base.py	172	CODE
LOW	…lickhouse/llama_index/vector_stores/clickhouse/base.py	184	CODE
LOW	…sql/llama_index/vector_stores/volcengine_mysql/base.py	104	CODE
LOW	…sql/llama_index/vector_stores/volcengine_mysql/base.py	212	CODE
LOW	…ores-lantern/llama_index/vector_stores/lantern/base.py	184	CODE
LOW	…ores-lantern/llama_index/vector_stores/lantern/base.py	253	CODE
LOW	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	65	CODE
LOW	…ores-mariadb/llama_index/vector_stores/mariadb/base.py	132	CODE
LOW	…ngo/llama_index/vector_stores/azurecosmosmongo/base.py	73	CODE
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	258	CODE
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	359	CODE
LOW	…-openGauss/llama_index/vector_stores/openGauss/base.py	182	CODE
LOW	…-openGauss/llama_index/vector_stores/openGauss/base.py	261	CODE
LOW	…pensearch/llama_index/vector_stores/opensearch/base.py	72	CODE
LOW	…-oceanbase/llama_index/vector_stores/oceanbase/base.py	272	CODE
LOW	…es-docarray/llama_index/vector_stores/docarray/hnsw.py	27	CODE
LOW	…r-stores-vespa/llama_index/vector_stores/vespa/base.py	125	CODE
LOW	…riever/llama_index/retrievers/duckdb_retriever/base.py	42	CODE
LOW	…ers-vectorize/llama_index/retrievers/vectorize/base.py	66	CODE
LOW	…ex-retrievers-bm25/llama_index/retrievers/bm25/base.py	71	CODE
LOW	…ex-retrievers-bm25/llama_index/retrievers/bm25/base.py	157	CODE
LOW	…rievers-videodb/llama_index/retrievers/videodb/base.py	17	CODE
LOW	…ndex-retrievers-you/llama_index/retrievers/you/base.py	46	CODE
LOW	…-index-ingestion-ray/llama_index/ingestion/ray/base.py	147	CODE
LOW	…ope/llama_index/indices/managed/dashscope/retriever.py	30	CODE
LOW	…ashscope/llama_index/indices/managed/dashscope/base.py	56	CODE
LOW	…ed-lancedb/llama_index/indices/managed/lancedb/base.py	54	CODE
LOW	…ed-lancedb/llama_index/indices/managed/lancedb/base.py	295	CODE
LOW	…ed-lancedb/llama_index/indices/managed/lancedb/base.py	435	CODE
LOW	…gresml/llama_index/indices/managed/postgresml/query.py	80	CODE
LOW	…aged-bge-m3/llama_index/indices/managed/bge_m3/base.py	35	CODE
LOW	…ed-colbert/llama_index/indices/managed/colbert/base.py	45	CODE
LOW	…d-vectara/llama_index/indices/managed/vectara/query.py	39	CODE
LOW	…ctara/llama_index/indices/managed/vectara/retriever.py	113	CODE
LOW	…-vectara-query/llama_index/tools/vectara_query/base.py	16	CODE
LOW	…lama-index-tools-valyu/llama_index/tools/valyu/base.py	17	CODE
LOW	…ndex-tools-airweave/llama_index/tools/airweave/base.py	94	CODE
LOW	…ndex-tools-database/llama_index/tools/database/base.py	47	CODE
LOW	…ndex-tools-typecast/llama_index/tools/typecast/base.py	105	CODE
232 more matches not shown…

Modern AI Meta-Vocabulary86 hits · 261 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	12542	### `llama-index-output-parsers-guardrails` [0.1.3]	COMMENT
MEDIUM	README.md	11	LlamaIndex OSS (by [LlamaIndex](https://llamaindex.ai?utm_medium=li_github&utm_source=github&utm_campaign=2026--)) is an	CODE
MEDIUM	…/examples/cookbooks/oreilly_course_cookbooks/README.md	1	# Building Retrieval Augmented Generation (RAG) Applications with LlamaIndex	COMMENT
MEDIUM	…/examples/cookbooks/oreilly_course_cookbooks/README.md	3	## From Basic Components to Advanced RAG Systems	COMMENT
MEDIUM⚡	docs/src/content/docs/framework/llms.txt	32	[Workflows](https://github.com/run-llama/workflows-py/blob/main/docs/src/content/docs/llamaagents/workflows/index.md	CODE
MEDIUM⚡	docs/src/content/docs/framework/llms.txt	38	## Retrieval-Augmented Generation (RAG)	COMMENT
MEDIUM⚡	docs/src/content/docs/framework/llms.txt	42	### RAG Pipeline Stages	COMMENT
MEDIUM	docs/src/content/docs/framework/CHANGELOG.md	11486	### `llama-index-output-parsers-guardrails` [0.1.3]	COMMENT
MEDIUM	docs/src/content/docs/framework/index.md	156	- [llama_deploy](https://github.com/run-llama/llama_deploy) \| Deploy your agentic workflows as production microservices	CODE
MEDIUM	docs/src/content/docs/framework/index.md	159	- [create-llama](https://www.npmjs.com/package/create-llama) \| A CLI tool to quickly scaffold LlamaIndex projects	CODE
MEDIUM	…ocs/framework/understanding/agent/structured_output.md	80	## define multi-agent workflow	COMMENT
MEDIUM	…amework/understanding/putting_it_all_together/index.md	16	LlamaIndex also provides some tools / project templates to help you build a full-stack template. For instance, [`create-	CODE
MEDIUM	…rc/content/docs/framework/optimizing/production_rag.md	15	## General Techniques for Building Production-Grade RAG	COMMENT
MEDIUM	…docs/framework/optimizing/building_rag_from_scratch.md	56	## Building Advanced RAG from Scratch	COMMENT
MEDIUM	…docs/framework/optimizing/building_rag_from_scratch.md	72	### Building RAG Fusion Retriever from Scratch	COMMENT
MEDIUM	…mework/optimizing/basic_strategies/basic_strategies.md	155	## Multi-Tenancy RAG	COMMENT
MEDIUM	…cs/framework/module_guides/evaluating/usage_pattern.md	238	# An example input to your RAG application	COMMENT
MEDIUM	…tent/docs/framework/module_guides/models/embeddings.md	91	## Choosing an embedding model	COMMENT
MEDIUM	…nt/docs/framework/module_guides/observability/index.md	113	We also have a [demo repository](https://github.com/run-llama/agents-observability-demo) where we show how to trace agen	CODE
MEDIUM	docs/src/content/docs/framework/use_cases/q_and_a.md	9	## RAG over Unstructured Documents	COMMENT
MEDIUM	docs/src/content/docs/framework/use_cases/multimodal.md	11	### RAG (Retrieval Augmented Generation)	COMMENT
MEDIUM	docs/src/content/docs/framework/use_cases/multimodal.md	71	### Simple Evaluation of Multi-Modal RAG	COMMENT
MEDIUM⚡	…src/content/docs/framework/community/faq/embeddings.md	14	##### 1. How to use a custom/local embedding model?	COMMENT
MEDIUM⚡	…src/content/docs/framework/community/faq/embeddings.md	20	##### 2. How to use a local hugging face embedding model?	COMMENT
MEDIUM⚡	…src/content/docs/framework/community/faq/embeddings.md	26	##### 3. How to use embedding model to generate embeddings for text?	COMMENT
MEDIUM	…cs/framework/community/integrations/managed_indices.md	105	## Vertex AI RAG (LlamaIndex on Vertex AI)	COMMENT
MEDIUM	…tent/docs/framework/community/integrations/deepeval.md	69	## Evaluating RAG for Your LlamaIndex Application	COMMENT
MEDIUM	…tent/docs/framework/community/integrations/deepeval.md	82	# An example input to your RAG application	COMMENT
MEDIUM	…ntent/docs/framework/community/integrations/uptrain.md	31	## 1. RAG Query Engine Evaluations:	COMMENT
MEDIUM	…ntent/docs/framework/community/integrations/uptrain.md	175	# 1. RAG Query Engine Evaluation	COMMENT
MEDIUM	…ntent/docs/framework/community/integrations/uptrain.md	404	# Use your advanced RAG	COMMENT
MEDIUM	…docs/framework/community/integrations/vector_stores.md	621	# llama_index RAG application	COMMENT
MEDIUM	…docs/framework/community/integrations/vector_stores.md	916	# Set up the embedding model	COMMENT
MEDIUM	…tor_stores/llama-index-vector-stores-lindorm/README.md	52	dimension=1536, # match with your embedding model	CODE
MEDIUM	…ores-lindorm/llama_index/vector_stores/lindorm/base.py	813	dimension=1536, # match with your embedding model	STRING
MEDIUM	…vector_stores/llama-index-vector-stores-solr/README.md	84	# NOTE: This will use the default embedding model set at Settings.embed_model	COMMENT
MEDIUM	…nginemysql/tests/test_vector_stores_volcenginemysql.py	198	# In production these are produced by an index / embedding model. In the unit	COMMENT
MEDIUM	…nemysql/examples/volcengine_mysql_vector_store_demo.py	247	# Simple RAG-style call to Ark LLM using retrieved context	COMMENT
MEDIUM	…nemysql/examples/volcengine_mysql_vector_store_demo.py	266	# Cleanup: drop the demo table after the RAG test finishes	COMMENT
MEDIUM	…r_stores/llama-index-vector-stores-objectbox/README.md	38	### A complete RAG example	COMMENT
MEDIUM	…r_stores/llama-index-vector-stores-objectbox/README.md	70	# Configure embedding model from HuggingFace	COMMENT
MEDIUM	…ntegrations/tools/llama-index-tools-airweave/README.md	166	### RAG-Style Direct Answers	COMMENT
MEDIUM	…ings/llama-index-embeddings-ipex-llm/examples/basic.py	42	# load the embedding model on Intel GPU with IPEX-LLM optimizations	COMMENT
MEDIUM	…ons/embeddings/llama-index-embeddings-ollama/README.md	37	# Initialize the embedding model	COMMENT
MEDIUM	…ons/embeddings/llama-index-embeddings-ollama/README.md	75	# Set the embedding model globally	COMMENT
MEDIUM	…ons/embeddings/llama-index-embeddings-ollama/README.md	102	# Set both LLM and embedding model	COMMENT
MEDIUM	…ns/embeddings/llama-index-embeddings-isaacus/README.md	141	# Set the Isaacus embedding model globally	COMMENT
MEDIUM	…llama-index-embeddings-isaacus/examples/basic_usage.py	11	# Initialize the embedding model. This assumes the presence of ISAACUS_API_KEY	COMMENT
MEDIUM	…llama-index-embeddings-isaacus/examples/async_usage.py	12	# Initialize the embedding model. This assumes the presence of ISAACUS_API_KEY	COMMENT
MEDIUM	…ons/embeddings/llama-index-embeddings-heroku/README.md	130	# Set the embedding model globally	COMMENT
MEDIUM	…/llama-index-embeddings-heroku/examples/basic_usage.py	10	# Initialize the embedding model. This assumes the presence of EMBEDDING_MODEL_ID,	COMMENT
MEDIUM	…/llama-index-embeddings-heroku/examples/async_usage.py	11	# Initialize the embedding model. This assumes the presence of EMBEDDING_MODEL_ID,	COMMENT
MEDIUM	…/embeddings/llama-index-embeddings-fireworks/README.md	18	# Initialize the embedding model	COMMENT
MEDIUM⚡	…mbeddings-google-genai/tests/test_embeddings_gemini.py	294	# Initialize embedding model	COMMENT
MEDIUM	…ddings/llama-index-embeddings-gaudi/examples/README.md	24	### Graph RAG Example	COMMENT
MEDIUM	…ns/embeddings/llama-index-embeddings-bedrock/README.md	16	# Initialize the embedding model	COMMENT
MEDIUM	…ions/callbacks/llama-index-callbacks-uptrain/README.md	9	## 1. RAG Query Engine Evaluations:	COMMENT
MEDIUM	…/postprocessor/llama-index-postprocessor-ibm/README.md	119	### Load the embedding model	COMMENT
MEDIUM	…nk-rerank/tests/test_postprocessor_flashrank_rerank.py	22	# Simulate bad results from a poor embedding model / query	COMMENT
MEDIUM	…tions/graph_rag/llama-index-graph-rag-cognee/README.md	1	# LlamaIndex Graph RAG Integration: Cognee	COMMENT
26 more matches not shown…

Fake / Example Data203 hits · 237 pts

Severity	File	Line	Snippet	Context
LOW	…ntent/docs/framework/understanding/extraction/index.md	23	name: str = "Jane Doe"	CODE
LOW	…ntent/docs/framework/understanding/extraction/index.md	64	"default": "Jane Doe",	CODE
LOW	…mework/optimizing/basic_strategies/basic_strategies.md	132	Document(text="text", metadata={"author": "John Doe"}),	CODE
LOW	…mework/optimizing/basic_strategies/basic_strategies.md	136	filters=[ExactMatchFilter(key="author", value="John Doe")]	CODE
LOW⚡	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	38	text="lorem ipsum",	CODE
LOW⚡	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	48	text="lorem ipsum",	CODE
LOW⚡	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	58	text="lorem ipsum",	CODE
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	135	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	151	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…llama-index-vector-stores-awsdocdb/tests/test_docdb.py	167	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW⚡	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	26	text="lorem ipsum",	CODE
LOW⚡	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	36	text="lorem ipsum",	CODE
LOW⚡	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	46	text="lorem ipsum",	CODE
LOW	…/llama-index-vector-stores-duckdb/tests/test_duckdb.py	167	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	38	text="lorem ipsum",	CODE
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	49	text="lorem ipsum",	CODE
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	60	text="lorem ipsum",	CODE
LOW	…lama-index-vector-stores-upstash/tests/test_upstash.py	139	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW⚡	…lasticsearch/tests/test_vector_stores_elasticsearch.py	89	text="lorem ipsum",	CODE
LOW⚡	…lasticsearch/tests/test_vector_stores_elasticsearch.py	99	text="lorem ipsum",	CODE
LOW⚡	…lasticsearch/tests/test_vector_stores_elasticsearch.py	109	text="lorem ipsum",	CODE
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	288	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	317	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	352	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…lasticsearch/tests/test_vector_stores_elasticsearch.py	686	assert nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	221	text="lorem ipsum",	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	228	text="dolor sit amet",	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	255	text="lorem ipsum",	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	261	text="dolor sit amet",	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	287	text="lorem ipsum",	CODE
LOW	…ma-index-vector-stores-postgres/tests/test_postgres.py	292	text="dolor sit amet",	CODE
LOW	…couchbase/tests/test_couchbase_search_vector_stores.py	280	metadata={"name": "John Doe", "age": 30, "city": "New"},	CODE
LOW	…s-couchbase/tests/test_couchbase_query_vector_store.py	533	metadata={"name": "John Doe", "age": 30, "city": "New York"},	CODE
LOW⚡	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	389	token="fake_token",	CODE
LOW⚡	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	408	token="fake_token",	CODE
LOW⚡	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	425	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	47	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	67	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	89	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	116	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	149	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	185	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	235	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	263	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	320	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	347	token="fake_token",	CODE
LOW	…ma-index-vector-stores-astra-db/tests/test_astra_db.py	370	token="fake_token",	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	80	text="lorem ipsum",	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	90	text="lorem ipsum",	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	100	text="lorem ipsum",	CODE
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	162	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	232	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	247	assert res[0].get_content() == "lorem ipsum"	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	248	assert res[1].get_content() == "lorem ipsum"	CODE
LOW⚡	…lama-index-vector-stores-chroma/tests/test_chromadb.py	249	assert res[2].get_content() == "lorem ipsum"	CODE
LOW	…lama-index-vector-stores-chroma/tests/test_chromadb.py	270	assert res[0].get_content() == "lorem ipsum"	CODE
LOW⚡	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	84	text="lorem ipsum",	CODE
LOW⚡	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	94	text="lorem ipsum",	CODE
LOW⚡	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	104	text="lorem ipsum",	CODE
LOW	…ndex-vector-stores-clickhouse/tests/test_clickhouse.py	181	assert res.nodes[0].get_content() == "lorem ipsum"	CODE
143 more matches not shown…

Cross-Language Confusion31 hits · 192 pts

Severity	File	Line	Snippet	Context
HIGH	…llama_index/vector_stores/vertexaivectorsearch/base.py	1861	If ``query.query_str`` is null, or the target embedding field does not	STRING
HIGH	…earch/tests/test_vector_stores_vertexaivectorsearch.py	3720	id="mode=default, query_embedding=null, query_str=null",	CODE
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	COMMENT
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	135	self._box.query(self._entity_class.doc_id.equals(ref_doc_id)).build().remove()	CODE
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	149	self._entity_class.node_id.equals("node_id").alias("node_id")	CODE
HIGH	…-objectbox/llama_index/vector_stores/objectbox/base.py	168	self._entity_class.node_id.equals("node_id").alias("node_id")	CODE
HIGH	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	356	text: el.innerText \|\| el.textContent,	STRING
HIGH	…lama_index/tools/aws_bedrock_agentcore/browser/base.py	407	text: el.innerText \|\| el.textContent,	STRING
HIGH	…s-bedrock-agentcore/tests/test_code_interpreter_e2e.py	180	start_result = tool_spec.start_command("sleep 30 && echo done")	CODE
HIGH	…s-bedrock-agentcore/tests/test_code_interpreter_e2e.py	326	start_result = await async_tool_spec.astart_command("sleep 30 && echo done")	CODE
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	CODE
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	CODE
HIGH	…readers-web/llama_index/readers/web/whole_site/base.py	86	links.push(href);	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
HIGH	…-index-llms-siliconflow/tests/test_llms_siliconflow.py	139	b'data: {"id": "3", "choices": [{"delta": {"content": null}}]}\n',	CODE
HIGH	…-index-llms-siliconflow/tests/test_llms_siliconflow.py	204	b'data: {"id": "3", "choices": [{"delta": {"content": null}}]}\n',	CODE

Redundant / Tautological Comments119 hits · 180 pts

Severity	File	Line	Snippet	Context
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	263	# Check if collection exists and detect vector format	COMMENT
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1196	# Check if we need to detect vector format	COMMENT
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1616	# Check if we have an unnamed vector format (where name is empty string)	COMMENT
LOW	…stores-qdrant/llama_index/vector_stores/qdrant/base.py	1654	# Check if we have an unnamed vector format (where name is empty string)	COMMENT
LOW	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	578	# Check if the intersection of the two lists has at least one element	COMMENT
LOW	…stores-duckdb/llama_index/vector_stores/duckdb/base.py	586	# Check if all of the provided values are in the document's value	COMMENT
LOW	…es-postgres/llama_index/vector_stores/postgres/base.py	524	# Check if the specified schema exists with "CREATE" statement	COMMENT
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	COMMENT
LOW⚡	…dex-vector-stores-lindorm/tests/test_lindorm_client.py	36	# Check if placeholder values exist, skip if they do	COMMENT
LOW	…stores-milvus/llama_index/vector_stores/milvus/base.py	339	# Check if the collection exists	COMMENT
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	169	# Check if the index exists	COMMENT
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	179	# Check if the index exists	COMMENT
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	323	# Check if the index exists	COMMENT
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	372	# Check if the index exists	COMMENT
LOW	…es-oracledb/llama_index/vector_stores/oracledb/base.py	461	# Assign _client to PrivateAttr after the Pydantic initialization	COMMENT
LOW	…4jvector/llama_index/vector_stores/neo4jvector/base.py	275	# Verify if the version support vector index	COMMENT
LOW⚡	…-couchbase/llama_index/vector_stores/couchbase/base.py	332	# Check if the scope and collection exists. Throws ValueError if they don't	COMMENT
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	315	# Check if the bucket exists	COMMENT
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	482	# Check if the scope exists	COMMENT
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	489	# Check if the collection exists in the scope	COMMENT
LOW	…-couchbase/llama_index/vector_stores/couchbase/base.py	596	# Check if the index exists. Throws ValueError if it doesn't	COMMENT
LOW	…couchbase/tests/test_couchbase_search_vector_stores.py	140	# Check if index exists and is ready by getting document count	COMMENT
LOW	…s-couchbase/tests/test_couchbase_query_vector_store.py	187	# Check if index already exists	COMMENT
LOW	…ctordb/llama_index/vector_stores/baiduvectordb/base.py	409	# Check if table exists	COMMENT
LOW	…ores-mongodb/llama_index/vector_stores/mongodb/base.py	242	# Check if collection exists using a method that works with restricted permissions	COMMENT
LOW	…stores-chroma/llama_index/vector_stores/chroma/base.py	585	# Check if we have valid embeddings for MMR	COMMENT
LOW	…tores/llama-index-vector-stores-solr/tests/conftest.py	350	# Check if vector field already exists	COMMENT
LOW	…r-stores-txtai/llama_index/vector_stores/txtai/base.py	149	# Check if the ann index is already created	COMMENT
LOW	…es-moorcheh/llama_index/vector_stores/moorcheh/base.py	131	# Check if the namespace exists	COMMENT
LOW	…lama-index-vector-stores-mariadb/tests/test_mariadb.py	68	# Check if we are able to connect to the MariaDB instance	COMMENT
LOW	…ugabytedb/llama_index/vector_stores/yugabytedb/base.py	478	# Check if the specified schema exists with "CREATE" statement	COMMENT
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	COMMENT
LOW	…ector-stores-db2/llama_index/vector_stores/db2/base.py	238	# Assign _client to PrivateAttr after the Pydantic initialization	COMMENT
LOW	…ex-retrievers-bm25/llama_index/retrievers/bm25/base.py	142	# Check if all nodes were filtered out	STRING
LOW	…aged-bge-m3/llama_index/indices/managed/bge_m3/base.py	125	# Check if the destination directory exists	COMMENT
LOW	…ed-colbert/llama_index/indices/managed/colbert/base.py	146	# Check if the destination directory exists	COMMENT
LOW	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	284	# Read files	COMMENT
LOW	…x/tools/aws_bedrock_agentcore/code_interpreter/base.py	431	# Write files	COMMENT
LOW	…/llama-index-tools-mcp/llama_index/tools/mcp/client.py	233	# Check if this is a streamable HTTP endpoint (default) or SSE	COMMENT
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	COMMENT
LOW	…ifact-editor/llama_index/tools/artifact_editor/base.py	209	# Check if this field exists in the current model	COMMENT
LOW	…ama_index/tools/playgrounds/subgraph_connector/base.py	71	# Check if the request was successful	COMMENT
LOW⚡	…mbeddings-google-genai/tests/test_embeddings_gemini.py	62	# Check if task_type was set correctly in the call	COMMENT
LOW⚡	…mbeddings-google-genai/tests/test_embeddings_gemini.py	72	# Check if task_type was set correctly in the call	COMMENT
LOW⚡	…mbeddings-google-genai/tests/test_embeddings_gemini.py	297	# Check if http_options were passed to the client constructor	COMMENT
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.	COMMENT
LOW	…emory-bedrock-agentcore/tests/test_agentcore_memory.py	117	memory._client = None # Set client to None after initialization	CODE
LOW	…allbacks-uptrain/llama_index/callbacks/uptrain/base.py	118	# Print the results	COMMENT
LOW	…ex-callbacks-wandb/llama_index/callbacks/wandb/base.py	159	# Check if a W&B run is already initialized; if not, initialize one	COMMENT
LOW	…ssor-tei-rerank/tests/test_postprocessor_tei_rerank.py	38	# Check if nodes are sorted by score	COMMENT
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	123	# Check if the queries are correct, FindEntity followed by AddEntity.	COMMENT
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	131	# Check if the queries are correct, FindEntity x 2 followed by AddConnection.	COMMENT
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	151	# Check if the queries are correct, FindEntity followed by AddEntity.	COMMENT
LOW	…h-stores-ApertureDB/tests/test_pg_stores_ApertureDB.py	159	# Check if the queries are correct, FindEntity x 2 followed by AddConnection.	COMMENT
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	137	# Check if we can use vector index	STRING
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	808	# Check if indexed property, we can still do exhaustive	COMMENT
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	1052	# Check if the version is equal to or larger than the required version	STRING
LOW	…ph/llama_index/graph_stores/memgraph/property_graph.py	1054	# Check if vector index is configured	STRING
LOW	…llama_index/graph_stores/neo4j/neo4j_property_graph.py	839	# Check if indexed property, we can still do exhaustive	COMMENT
LOW⚡	…ph-stores-falkordb/tests/test_graph_stores_falkordb.py	42	# Check if the data has been inserted correctly	COMMENT
59 more matches not shown…

Structural Annotation Overuse30 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	385	# Step 1: Get the JSON string from "_node_content"	COMMENT
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	388	# Step 2: Convert JSON string to Python dict	COMMENT
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	394	# Step 3: Get the text	COMMENT
LOW	…dex-vector-stores-vertexaivectorsearch/V2_MIGRATION.md	39	### Step 1: Update Your Initialization Code	COMMENT
LOW	…dex-vector-stores-vertexaivectorsearch/V2_MIGRATION.md	69	### Step 2: Update Your Operations (No Changes Needed!)	COMMENT
LOW	…dex-vector-stores-vertexaivectorsearch/V2_MIGRATION.md	84	### Step 3: Use New v2 Features (Optional)	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	147	# Step 1: Retrieve the current list	COMMENT
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	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	152	# Step 3: Push the modified local list back to Redis	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	160	# Step 1: Retrieve the current list	COMMENT
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	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	165	# Step 3: Push the modified local list back to Redis	COMMENT
LOW	…readers/llama-index-readers-docstring-walker/README.md	32	# Step 1 - create docstring walker	COMMENT
LOW	…readers/llama-index-readers-docstring-walker/README.md	35	# Step 2 - provide a path to... this directory :)	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	61	# Step 3: Feed documents into Llama Index	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	66	# Step 4: Query the index	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	70	# Step 5: And start querying the index	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	105	# Step 1 - get path to module	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	108	# Step 2 - get the docs	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	111	# Step 3 - feed into Llama Index	COMMENT
LOW⚡	…readers/llama-index-readers-docstring-walker/README.md	117	# Step 4 - query docstrings	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	31	# Step 1: Set up GitHub App credentials	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	50	# Step 2: Create GitHubAppAuth instance	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	57	# Step 3: Create reader with GitHub App authentication	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	65	# Step 4: Load documents	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	467	# Step 2: Construct context	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	470	# Step 3: Construct user message as ChatMessage	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	479	# Step 4: Trigger agent run with ctx	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	485	# Step 5: Await response	COMMENT
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	456	# Step 1: Construct FunctionAgent	COMMENT

Over-Commented Block69 hits · 63 pts

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

AI Slop Vocabulary22 hits · 50 pts

Severity	File	Line	Snippet	Context
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	CODE
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	CODE
LOW	…ndex-embeddings-openai/tests/test_embeddings_openai.py	30	# Mock the retry decorator to just return the original function	COMMENT
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	COMMENT
LOW	…nt-azure/llama_index/agent/azure_foundry_agent/base.py	368	# For now, just return the output as-is	COMMENT
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."""	STRING
MEDIUM⚡	…e/llama_index/readers/file/slides/content_extractor.py	492	"""Generate a comprehensive description of the chart for RAG purposes."""	STRING
MEDIUM	…e/llama_index/readers/file/slides/content_extractor.py	88	"""Extract slide content with comprehensive error recovery."""	STRING
MEDIUM	…rs/llama-index-readers-file/tests/generate_test_ppt.py	24	"""Create a comprehensive test PowerPoint presentation."""	STRING
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	COMMENT
MEDIUM⚡	…ama-index-llms-cohere/llama_index/llms/cohere/utils.py	119	# Define new templates with DocumentMessage's to leverage Cohere's `documents` argument	COMMENT
MEDIUM⚡	…ndex-llms-google-genai/tests/test_llms_google_genai.py	1549	"""Test that Google Search returns comprehensive grounding metadata in response."""	STRING
MEDIUM	llama-index-core/llama_index/core/__init__.py	89	# best practices for library logging:	COMMENT
LOW	…ex-core/llama_index/core/indices/keyword_table/base.py	135	# by default just call sync version	COMMENT
MEDIUM	…/indices/property_graph/transformations/dynamic_llm.py	135	# Use more robust parsing for properties	COMMENT
MEDIUM	llama-index-core/llama_index/core/postprocessor/node.py	333	# to be more robust to handling long context	COMMENT
LOW	llama-index-core/llama_index/core/prompts/base.py	454	# then we can just use the default prompt	COMMENT
LOW	llama-index-core/llama_index/core/prompts/base.py	480	# then we can just use the default prompt	COMMENT
LOW	llama-index-core/llama_index/core/prompts/base.py	502	# then we can just use the default prompt	COMMENT
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	COMMENT
LOW⚡	llama-index-core/tests/memory/blocks/test_vector.py	219	# In our mock implementation, it will just return all stored nodes	COMMENT
MEDIUM⚡	llama-index-core/tests/base/llms/test_types.py	1336	# all the different document types. Essentially kicking the can here.	COMMENT

Verbosity Indicators21 hits · 43 pts

Severity	File	Line	Snippet	Context
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	COMMENT
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	385	# Step 1: Get the JSON string from "_node_content"	COMMENT
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	388	# Step 2: Convert JSON string to Python dict	COMMENT
LOW⚡	…ores-vectorx/llama_index/vector_stores/vectorx/base.py	394	# Step 3: Get the text	COMMENT
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	COMMENT
LOW	…/llama_index/graph_stores/nebula/nebula_graph_store.py	537	2. After edge being deleted, we need to check if the subj or	STRING
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	147	# Step 1: Retrieve the current list	COMMENT
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	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	152	# Step 3: Push the modified local list back to Redis	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	160	# Step 1: Retrieve the current list	COMMENT
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	COMMENT
LOW⚡	…ore-redis/llama_index/storage/chat_store/redis/base.py	165	# Step 3: Push the modified local list back to Redis	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	31	# Step 1: Set up GitHub App credentials	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	50	# Step 2: Create GitHubAppAuth instance	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	57	# Step 3: Create reader with GitHub App authentication	COMMENT
LOW⚡	…ma-index-readers-github/examples/github_app_example.py	65	# Step 4: Load documents	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	467	# Step 2: Construct context	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	470	# Step 3: Construct user message as ChatMessage	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	479	# Step 4: Trigger agent run with ctx	COMMENT
LOW⚡	…ore/tests/agent/workflow/test_single_agent_workflow.py	485	# Step 5: Await response	COMMENT
LOW	…ore/tests/agent/workflow/test_single_agent_workflow.py	456	# Step 1: Construct FunctionAgent	COMMENT

Slop Phrases21 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	…lama-index-tools-mcp-discovery/examples/basic_usage.py	17	# We use MockLLM here for demonstration purposes	COMMENT
LOW	…ference/llama_index/embeddings/azure_inference/base.py	49	# # If you plan to use asynchronous calling, make sure to use the async	STRING
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	COMMENT
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	COMMENT
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	COMMENT
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	COMMENT
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	COMMENT
LOW	…ure-inference/llama_index/llms/azure_inference/base.py	175	# # If you plan to use asynchronous calling, make sure to use the async	STRING
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE

Overly Generic Function Names13 hits · 12 pts

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

Dead Code3 hits · 6 pts

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

Example Usage Blocks2 hits · 3 pts

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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings