4.4

Adjusted Signal

4.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.5K

Stars

Rust

Language

709.8K

Lines of Code

2.4K

Files

2.8K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 15.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2501 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 110 finding(s).

Agent Over-Engineering Ratio 15.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2293 finding(s).

PR Review Velocity Impact 20.6/100 · LOW

Which changes need focused human review? 2791 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 11HIGH 17MEDIUM 152LOW 2611

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2791 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers2112 hits · 1945 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-python-udf/src/python/spark.py	73	def _pandas_serializer_kwargs(config) -> dict[str, bool]:	CODE
LOW	crates/sail-python-udf/src/python/spark.py	605	def _python_values_to_arrow_array(	CODE
LOW	crates/sail-python-udf/src/python/spark.py	630	def _arrow_array_to_output_type(data, data_type: pa.DataType) -> pa.Array:	CODE
LOW	crates/sail-cli/src/python/spark_mcp_server.py	48	def override_default_logging_config():	CODE
LOW	crates/sail-cli/src/python/spark_mcp_server.py	58	def configure_fastmcp_log_level():	CODE
LOW	python/pysail/tests/conftest.py	82	def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item]) -> None:	CODE
LOW	python/pysail/tests/conftest.py	123	def configure_sail_environment():	CODE
LOW	python/pysail/tests/test_package.py	13	def test_pytest_timeout_plugin_is_active(pytestconfig):	CODE
LOW	python/pysail/tests/flight/test_flight.py	31	def test_flight_server_connectivity(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	37	def test_flight_execute_simple_query(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	50	def test_flight_multiple_columns(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	61	def test_flight_error_handling(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	118	def test_flight_string_operations(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	135	def test_flight_numeric_operations(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	153	def test_flight_create_temp_view(flight_connection):	CODE
LOW	python/pysail/tests/flight/test_flight.py	197	def test_flight_multiple_cursors(flight_connection):	CODE
LOW	python/pysail/tests/catalog/unity/test_catalog.py	170	def test_get_nonexistent_schema(unity_catalog: UnityCatalogProvider) -> None:	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	74	def _database_names_with_prefix(catalog: GlueCatalogProvider, prefix: str) -> list[tuple[str, ...]]:	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	316	def test_unsupported_column_types(glue_catalog: GlueCatalogProvider, glue_database: list[str]) -> None:	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	377	def test_hive_rejects_transforms(glue_catalog: GlueCatalogProvider, glue_database: list[str]) -> None:	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	388	def test_iceberg_requires_location(glue_catalog: GlueCatalogProvider, glue_database: list[str]) -> None:	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	464	def test_get_view_not_found_for_table(glue_catalog: GlueCatalogProvider, glue_database: list[str]) -> None:	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	163	def test_get_non_exist_namespace(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	199	def test_list_empty_namespaces(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	209	def test_list_root_namespaces(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	224	def test_list_empty_multi_level_namespaces(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	507	def _assert_partition_transform(	CODE
LOW⚡	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	525	def test_create_table_partition_identity(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW⚡	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	529	def test_create_table_partition_year(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW⚡	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	533	def test_create_table_partition_bucket(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW⚡	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	537	def test_create_table_partition_truncate(iceberg_rest_catalog: IcebergRestCatalogProvider) -> None:	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	30	def test_create_get_list_drop_database(hms_catalog: HmsCatalogProvider) -> None:	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	47	def test_create_get_list_drop_table(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	72	def test_supported_formats_round_trip(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	97	def test_get_table_returns_table_not_found_for_view(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	107	def test_list_tables_excludes_views(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	122	def test_create_get_list_drop_view(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	142	def test_get_view_returns_view_not_found_for_table(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	157	def test_list_views_excludes_tables(	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	172	def test_failover_from_dead_primary_endpoint(hms_service: HmsService) -> None:	CODE
LOW	python/pysail/tests/catalog/hms/test_kerberos.py	57	def test_kerberos_hms_database_and_table_round_trip(	CODE
LOW	python/pysail/tests/catalog/hms/test_kerberos.py	75	def test_kerberos_hms_rejects_missing_credentials(	CODE
LOW	python/pysail/tests/utils/test_proxy.py	138	def test_proxy_codec_handles_fragmented_and_combined_frames() -> None:	CODE
LOW	python/pysail/tests/utils/test_proxy.py	149	def test_event_store_does_not_match_missing_attributes() -> None:	CODE
LOW	python/pysail/tests/utils/test_proxy.py	156	def test_endpoint_proxy_records_frames_and_replaces_a_response() -> None:	CODE
LOW	python/pysail/tests/utils/test_proxy.py	188	def test_connection_rule_closes_the_next_accepted_socket() -> None:	CODE
LOW	python/pysail/tests/utils/test_proxy.py	208	def test_close_active_connections_closes_delayed_connections() -> None:	CODE
LOW	python/pysail/tests/celeborn/test_lifecycle.py	69	def test_lifecycle_manager_registers_shuffles_and_unregisters(	CODE
LOW	python/pysail/tests/celeborn/test_lifecycle.py	81	def test_lifecycle_manager_returns_registration_failure() -> None:	CODE
LOW	python/pysail/tests/celeborn/test_lifecycle.py	89	def test_lifecycle_manager_fails_over_master_endpoints(	CODE
LOW	python/pysail/tests/celeborn/test_lifecycle.py	108	def test_lifecycle_manager_sends_periodic_heartbeats(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	42	def _add_drop_next_connection(proxies: dict[str, EndpointProxy]) -> None:	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	111	def _split_response_partition_ids(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	163	def test_shuffle_client_registers_and_unregisters(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	176	def test_shuffle_client_pushes_and_reads_partition(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	187	def test_shuffle_client_commits_after_all_mappers_end(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	200	def test_shuffle_client_replicates_data(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	222	def test_shuffle_client_returns_registration_failure() -> None:	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	231	def test_shuffle_client_stop_does_not_stop_lifecycle_manager(	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	247	def test_shuffle_client_handles_a_partition_split(	CODE
2052 more matches not shown…

Decorative Section Separators148 hits · 460 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/sail-delta-lake/src/snapshot/mod.rs	752	// ── Capability token verification ─────────────────────────────────────────	COMMENT
MEDIUM	crates/sail-delta-lake/src/deletion_vector/resolve.rs	79	// ── Z85 (base-85) encoding for UUIDs ─────────────────────────────────────────	COMMENT
MEDIUM	crates/sail-delta-lake/src/schema/arrow_conversions.rs	20	// ── Delta → Arrow ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/sail-delta-lake/src/schema/arrow_conversions.rs	139	// ── Arrow → Delta ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	221	/// ┌─────────┐ ┌─────────┐ ┌──────────────┐	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	222	/// │ ┌─────┐ │ │ ┌─────┐ │ │ ┌──────────┐ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	224	/// │ ├─────┤ │ │ ├─────┤ │ │ ├──────────┤ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	225	/// │ │NULL │ │ │ │ Y │ │──────────▶│ │[NULL, Y] │ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	226	/// │ ├─────┤ │ │ ├─────┤ │ │ ├──────────┤ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	228	/// │ └─────┘ │ │ └─────┘ │ │ └──────────┘ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	229	/// └─────────┘ └─────────┘ └──────────────┘	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	240	/// ┌──────────────┐ ┌──────────────┐ ┌─────────────────────────────┐	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	241	/// │ ┌──────────┐ │ │ ┌──────────┐ │ │ ┌────────────────────────┐ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	243	/// │ ├──────────┤ │ │ ├──────────┤ │ │ ├────────────────────────┤ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	244	/// │ │[NULL, Y] │ │ │ │[Q, R, S] │ │───────▶│ │ [[NULL, Y], [Q, R, S]] │ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	245	/// │ ├──────────┤ │ │ ├──────────┤ │ │ ├────────────────────────│ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	247	/// │ └──────────┘ │ │ └──────────┘ │ │ └────────────────────────┘ │	COMMENT
MEDIUM⚡	crates/sail-function/src/scalar/array/spark_array.rs	248	/// └──────────────┘ └──────────────┘ └─────────────────────────────┘	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_parquet.py	448	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_parquet.py	454	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	53	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	55	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	190	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	192	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	219	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	221	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	638	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	640	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	1019	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	1021	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	1586	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_python.py	1588	# ============================================================================	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	103	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	105	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	132	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	134	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	191	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	201	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	203	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	216	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	226	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	242	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	244	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	255	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	264	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/pysail/tests/spark/datasource/test_jdbc.py	266	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_jdbc.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_jdbc.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_jdbc.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/pysail/tests/spark/datasource/test_jdbc.py	154	# ---------------------------------------------------------------------------	COMMENT
88 more matches not shown…

Over-Commented Block319 hits · 319 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-execution/src/driver/actor/handler.rs	301	.job_scheduler	COMMENT
LOW	crates/sail-execution/src/job_graph/planner.rs	301	})?;	COMMENT
LOW	crates/sail-execution/src/job_graph/mod.rs	141	/// are executed recursively with the same partition `p`, but this is not always the case.	COMMENT
LOW	crates/sail-execution/src/task/scheduling.rs	1	use crate::id::{TaskKey, WorkerId};	COMMENT
LOW	crates/sail-physical-plan/src/barrier.rs	21	/// Partition matching: The `EnforceBarrierPartitioning` physical optimizer rule (which	COMMENT
LOW	crates/sail-plan/src/function/scalar/lambda.rs	501	///	COMMENT
LOW	crates/sail-plan/src/function/scalar/json.rs	21	/// `JsonPath::Index` respectively).	COMMENT
LOW	crates/sail-plan/src/function/scalar/math.rs	141	}	COMMENT
LOW	crates/sail-plan/src/function/scalar/math.rs	221	(Ok(_), Ok(_)) \| (Err(_), _) \| (_, Err(_)) => left - right,	COMMENT
LOW	crates/sail-plan/src/function/scalar/math.rs	741	}	COMMENT
LOW	crates/sail-plan/src/resolver/data_type.rs	21		COMMENT
LOW	crates/sail-plan/src/resolver/state.rs	101	/// The aggregate state for the current query.	COMMENT
LOW	crates/sail-plan/src/resolver/command/write.rs	41	use sail_function::scalar::misc::raise_error::RaiseError;	COMMENT
LOW	crates/sail-plan/src/resolver/command/write.rs	61	/// If the target exists, return an error.	COMMENT
LOW	crates/sail-plan/src/resolver/command/write.rs	81	///	COMMENT
LOW	crates/sail-plan/src/resolver/command/write.rs	1261	}	COMMENT
LOW	…/sail-data-source/src/formats/python/table_provider.rs	21	///	COMMENT
LOW	crates/sail-data-source/src/formats/python/stream.rs	21	/// # Timeout Limitations	COMMENT
LOW	crates/sail-data-source/src/formats/python/stream.rs	101	/// Stream that reads RecordBatches from a Python datasource.	COMMENT
LOW	crates/sail-data-source/src/formats/python/exec.rs	1	//! Execution plan for Python data source batch reads.	COMMENT
LOW	crates/sail-data-source/src/formats/python/exec.rs	41	use super::executor::InputPartition;	COMMENT
LOW	crates/sail-data-source/src/formats/python/adapter.rs	41	/// Each registered Python datasource gets its own PythonDataSourceAdapter instance,	COMMENT
LOW	crates/sail-data-source/src/formats/python/error.rs	1	//! Error types for Python data source operations.	COMMENT
LOW	…tes/sail-data-source/src/formats/python/arrow_utils.rs	1	//! Arrow conversion utilities for Python data sources.	COMMENT
LOW	…ates/sail-data-source/src/formats/python/write_exec.rs	1	//! Distributed write execution plan for Python data sources.	COMMENT
LOW	crates/sail-data-source/src/formats/python/mod.rs	1	//! Python data source support for Sail.	COMMENT
LOW	crates/sail-data-source/src/formats/python/executor.rs	41	self.data.len()	COMMENT
LOW	crates/sail-data-source/src/formats/python/executor.rs	61	#[derive(Debug, Clone)]	COMMENT
LOW	crates/sail-data-source/src/formats/python/executor.rs	81	/// Abstract executor for Python datasource operations.	COMMENT
LOW	crates/sail-data-source/src/formats/python/executor.rs	161	) -> Result<()>;	COMMENT
LOW	crates/sail-data-source/src/formats/python/filter.rs	1	//! Filter pushdown system for Python data sources.	COMMENT
LOW	…ates/sail-data-source/src/formats/python/datasource.rs	21	/// # Caching Strategy	COMMENT
LOW	…ates/sail-data-source/src/formats/python/datasource.rs	121	*cache = Some(ds.clone().unbind());	COMMENT
LOW	crates/sail-data-source/src/formats/csv/projected.rs	1	//! Projected CSV decoding for all-`Utf8` file schemas.	COMMENT
LOW	crates/sail-data-source/src/formats/text/reader.rs	121	// [Credit]: https://github.com/apache/arrow-rs/blob/ebb6ede98b2b4d96a1a4f501a28ab42a3b937f73/arrow-csv/src/reader/mod.r	COMMENT
LOW	crates/sail-data-source/src/formats/parquet/read.rs	441	)	COMMENT
LOW	crates/sail-data-source/src/listing/utils.rs	21	use crate::url::PathGlobFilter;	COMMENT
LOW	crates/sail-data-source/src/listing/utils.rs	41	///	COMMENT
LOW	crates/sail-data-source/src/listing/utils.rs	81	// Spark has neither Utf8View nor BinaryView, so coerce view types to their plain	COMMENT
LOW	crates/sail-spark-connect/build.rs	81	version: String,	COMMENT
LOW	crates/sail-delta-lake/Cargo.toml	1	# Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	crates/sail-delta-lake/src/lib.rs	1	// Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	crates/sail-delta-lake/src/options.rs	1	// Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	crates/sail-delta-lake/src/datasource/actions.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/datasource/pruning.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/datasource/expressions.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/datasource/mod.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/datasource/schema.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/datasource/scan.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/transaction/protocol.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/transaction/mod.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/transaction/mod.rs	1101	// metadata: impl IntoIterator<Item = (String, serde_json::Value)>,	COMMENT
LOW	crates/sail-delta-lake/src/transaction/mod.rs	1121	// self.app_transaction.push(txn);	COMMENT
LOW	crates/sail-delta-lake/src/transaction/mod.rs	1201	// pub fn with_max_retries(mut self, max_retries: usize) -> Self {	COMMENT
LOW	…es/sail-delta-lake/src/transaction/conflict_checker.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	…es/sail-delta-lake/src/transaction/conflict_checker.rs	81	}	COMMENT
LOW	…es/sail-delta-lake/src/transaction/conflict_checker.rs	421	};	COMMENT
LOW	…es/sail-delta-lake/src/transaction/conflict_checker.rs	541	Ok(())	COMMENT
LOW	crates/sail-delta-lake/src/snapshot/config.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
LOW	crates/sail-delta-lake/src/snapshot/mod.rs	1	// https://github.com/delta-io/delta-rs/blob/5575ad16bf641420404611d65f4ad7626e9acb16/LICENSE.txt	COMMENT
259 more matches not shown…

Hallucination Indicators11 hits · 110 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/sail-spark-connect/data/config/spark-3.5.json	1081	"doc": "When set to true, user is allowed to use org.apache.spark.sql.functions.udf(f: AnyRef, dataType: DataType)	CODE
CRITICAL	crates/sail-session/src/runtime.rs	86	let paths = self.config.runtime.temporary_files.paths.as_slice();	CODE
CRITICAL	crates/sail-session/src/session_factory/server.rs	120	self.config.execution.checkpoint.path.clone(),	CODE
CRITICAL	…spark/catalog/hms/test_spark_to_sail_dsv2_roundtrip.py	145	hive_conf = jvm.org.apache.hadoop.hive.conf.HiveConf()	CODE
CRITICAL	…spark/catalog/hms/test_spark_to_sail_dsv2_roundtrip.py	147	client = jvm.org.apache.hadoop.hive.metastore.HiveMetaStoreClient(hive_conf)	CODE
CRITICAL	…tests/spark/catalog/hms/test_iceberg_catalog_commit.py	39	hive_conf = jvm.org.apache.hadoop.hive.conf.HiveConf()	CODE
CRITICAL	…tests/spark/catalog/hms/test_iceberg_catalog_commit.py	41	client = jvm.org.apache.hadoop.hive.metastore.HiveMetaStoreClient(hive_conf)	CODE
CRITICAL	scripts/spark-config/generate.py	58	clazz = spark._jvm.java.lang.Class.forName("org.apache.spark.sql.internal.SQLConf$")	CODE
CRITICAL	scripts/spark-config/generate.py	64	spark._jvm.org.apache.spark.util.Utils.classForName("org.apache.spark.sql.connect.config.Connect$", True, False)	CODE
CRITICAL	.github/actions/commit-workflow/action.yml	35	const workflows = await github.paginate(github.rest.actions.listWorkflowRunsForRepo.endpoint.merge({	CODE
CRITICAL	.github/actions/commit-workflow/action.yml	43	const artifacts = await github.paginate(github.rest.actions.listWorkflowRunArtifacts.endpoint.merge({	CODE

Unused Imports85 hits · 82 pts

Severity	File	Line	Context
LOW	crates/sail-python-udf/src/python/spark.py	1	CODE
LOW	python/pysail/flight/__init__.py	1	CODE
LOW	python/pysail/tests/catalog/unity/conftest.py	3	CODE
LOW	python/pysail/tests/catalog/unity/test_catalog.py	3	CODE
LOW	python/pysail/tests/catalog/glue/conftest.py	3	CODE
LOW	python/pysail/tests/catalog/glue/test_catalog.py	3	CODE
LOW	python/pysail/tests/catalog/iceberg_rest/conftest.py	3	CODE
LOW	…thon/pysail/tests/catalog/iceberg_rest/test_catalog.py	3	CODE
LOW	python/pysail/tests/catalog/hms/conftest.py	3	CODE
LOW	python/pysail/tests/catalog/hms/test_catalog.py	3	CODE
LOW	python/pysail/tests/catalog/hms/test_kerberos.py	3	CODE
LOW	python/pysail/tests/utils/test_proxy.py	3	CODE
LOW	python/pysail/tests/celeborn/test_lifecycle.py	3	CODE
LOW	python/pysail/tests/celeborn/test_shuffle.py	3	CODE
LOW	python/pysail/tests/spark/conftest.py	1	CODE
LOW	python/pysail/tests/spark/delta/conftest.py	1	CODE
LOW	…k/delta/test_delta_multipart_checkpoint_delta_spark.py	1	CODE
LOW	…n/pysail/tests/spark/delta/test_delta_metadata_only.py	1	CODE
LOW	…s/spark/delta/test_delta_column_mapping_rename_drop.py	1	CODE
LOW	python/pysail/tests/spark/delta/test_delta_is_empty.py	1	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_inspection.py	1	CODE
LOW	…hon/pysail/tests/spark/delta/test_delta_maintenance.py	1	CODE
LOW	…s/spark/delta/test_delta_column_mapping_delta_spark.py	3	CODE
LOW	…ail/tests/spark/delta/test_delta_metadata_aggregate.py	1	CODE
LOW	…ts/spark/delta/test_delta_column_mapping_operations.py	10	CODE
LOW	python/pysail/tests/spark/delta/test_delta_variant.py	1	CODE
LOW	…n/pysail/tests/spark/delta/test_delta_user_metadata.py	1	CODE
LOW	…/pysail/tests/spark/delta/test_delta_column_mapping.py	1	CODE
LOW	…ta/test_delta_column_mapping_operations_delta_spark.py	10	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_checkpoint.py	1	CODE
LOW	python/pysail/tests/spark/datasource/test_jdbc_query.py	1	CODE
LOW	python/pysail/tests/spark/datasource/test_jdbc.py	7	CODE
LOW	python/pysail/tests/spark/datasource/test_vortex.py	7	CODE
LOW	python/pysail/tests/spark/datasource/test_vortex.py	13	CODE
LOW	python/pysail/tests/spark/optimizer/conftest.py	1	CODE
LOW	python/pysail/tests/spark/optimizer/test_features.py	1	CODE
LOW	…ail/tests/spark/optimizer/test_semi_join_build_side.py	1	CODE
LOW	…ts/spark/catalog/unity/test_managed_delta_dataframe.py	4	CODE
LOW	python/pysail/tests/spark/catalog/unity/conftest.py	6	CODE
LOW	…/tests/spark/catalog/unity/test_column_mapped_delta.py	8	CODE
LOW	python/pysail/tests/spark/catalog/glue/conftest.py	3	CODE
LOW	…pysail/tests/spark/catalog/glue/test_iceberg_commit.py	4	CODE
LOW	…n/pysail/tests/spark/catalog/glue/test_delta_commit.py	4	CODE
LOW	…on/pysail/tests/spark/catalog/iceberg_rest/conftest.py	7	CODE
LOW	…log/iceberg_rest/test_namespace_separator_incorrect.py	1	CODE
LOW	…tests/spark/catalog/iceberg_rest/test_view_metadata.py	1	CODE
LOW	…il/tests/spark/catalog/iceberg_rest/test_sort_order.py	1	CODE
LOW	…pysail/tests/spark/catalog/iceberg_rest/test_nessie.py	3	CODE
LOW	…atalog/iceberg_rest/test_namespace_separator_custom.py	1	CODE
LOW	…il/tests/spark/catalog/iceberg_rest/test_lakekeeper.py	1	CODE
LOW	…pysail/tests/spark/catalog/iceberg_rest/test_commit.py	1	CODE
LOW	python/pysail/tests/spark/catalog/hms/conftest.py	4	CODE
LOW	…ests/spark/catalog/hms/test_spark_to_sail_roundtrip.py	8	CODE
LOW	…spark/catalog/hms/test_spark_to_sail_dsv2_roundtrip.py	12	CODE
LOW	python/pysail/tests/spark/catalog/hms/test_hms_smoke.py	4	CODE
LOW	…ysail/tests/spark/catalog/hms/test_hms_s3_roundtrip.py	4	CODE
LOW	…ests/spark/catalog/hms/test_sail_to_spark_roundtrip.py	8	CODE
LOW	…tests/spark/catalog/hms/test_iceberg_catalog_commit.py	4	CODE
LOW	…/pysail/tests/spark/execution/test_shuffle_celeborn.py	1	CODE
LOW	…n/pysail/tests/spark/execution/test_shuffle_storage.py	1	CODE
25 more matches not shown…

Cross-Language Confusion10 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	crates/sail-python-udf/src/python/spark.py	256	"""Converts data to string where the behavior is similar to the Java `Object.toString()` method."""	STRING
HIGH	python/pysail/tests/spark/datasource/test_csv.py	785	# A BOM, records with and without quotes, CRLF and blank lines, empty fields (null),	COMMENT
HIGH⚡	python/pysail/tests/spark/dataframe/test_to_arrow.py	94	"Spark emits struct<a: int32 not null, b: int32>, Sail emits struct<a: int32, b: int32>. "	CODE
HIGH⚡	python/pysail/tests/spark/dataframe/test_to_arrow.py	101	assert str(table.schema.field(0).type) == "struct<a: int32 not null, b: int32>"	CODE
HIGH	python/pysail/tests/spark/dataframe/test_dataframe.py	217	spark.createDataFrame([(1, "x", None)], "a int not null, b string, c double")	CODE
HIGH	…n/pysail/tests/spark/catalog/iceberg_rest/test_ctas.py	110	assert actual.equals(pa.Table.from_pylist(expected_rows, schema=actual.schema))	CODE
HIGH	python/pysail/tests/spark/catalog/hms/conftest.py	554	return value.toString() if hasattr(value, "toString") else str(value)	CODE
HIGH	python/pysail/tests/spark/function/test_jev.py	537	("jev_score('text', 'rate', parse_json('[null]'))", "(?i)(criteria\|level\|null)"),	CODE
HIGH	…ail/tests/spark/iceberg/test_iceberg_read_evolution.py	76	(1, "[alpha, null, 中文]"),	CODE
HIGH	…ail/tests/spark/iceberg/test_iceberg_read_evolution.py	79	(4, "[null]"),	CODE

Deep Nesting57 hits · 48 pts

Severity	File	Line	Context
LOW	crates/sail-python-udf/src/python/spark.py	817	CODE
LOW	crates/sail-python-udf/src/python/spark.py	1003	CODE
LOW	crates/sail-python-udf/src/python/spark.py	1335	CODE
LOW	python/pysail/tests/spark/conftest.py	195	CODE
LOW	…k/delta/test_delta_multipart_checkpoint_delta_spark.py	49	CODE
LOW	…s/spark/delta/test_delta_column_mapping_delta_spark.py	25	CODE
LOW	…s/spark/delta/test_delta_column_mapping_delta_spark.py	42	CODE
LOW	python/pysail/tests/spark/delta/test_delta_variant.py	131	CODE
LOW	…n/pysail/tests/spark/delta/test_delta_user_metadata.py	204	CODE
LOW	…sail/tests/spark/delta/test_delta_partition_pruning.py	206	CODE
LOW	…sail/tests/spark/delta/test_delta_partition_pruning.py	379	CODE
LOW	…sail/tests/spark/delta/test_delta_partition_pruning.py	484	CODE
LOW	…/pysail/tests/spark/delta/test_delta_column_mapping.py	20	CODE
LOW	…/pysail/tests/spark/delta/test_delta_column_mapping.py	40	CODE
LOW	…/pysail/tests/spark/delta/test_delta_column_mapping.py	53	CODE
LOW	…/pysail/tests/spark/delta/test_delta_column_mapping.py	677	CODE
LOW	…pysail/tests/spark/delta/test_delta_schema_handling.py	40	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_concurrent.py	10	CODE
LOW	python/pysail/tests/spark/datasource/test_python.py	643	CODE
LOW	python/pysail/tests/spark/datasource/test_python.py	118	CODE
LOW	python/pysail/tests/spark/datasource/test_python.py	687	CODE
LOW	python/pysail/tests/spark/datasource/test_socket.py	51	CODE
LOW	python/pysail/tests/spark/dataframe/test_filter.py	1785	CODE
LOW	…ests/spark/dataframe/test_scalar_subquery_cast_keys.py	30	CODE
LOW	…tests/spark/catalog/iceberg_rest/test_reference_ddl.py	55	CODE
LOW	…pysail/tests/spark/catalog/iceberg_rest/test_commit.py	616	CODE
LOW	…pysail/tests/spark/catalog/iceberg_rest/test_commit.py	877	CODE
LOW	…on/pysail/tests/spark/function/test_input_file_name.py	245	CODE
LOW	…on/pysail/tests/spark/function/test_input_file_name.py	474	CODE
LOW	…il/tests/spark/iceberg/test_iceberg_equality_delete.py	360	CODE
LOW	…il/tests/spark/iceberg/test_iceberg_metadata_tables.py	446	CODE
LOW	…/pysail/tests/spark/iceberg/test_iceberg_procedures.py	478	CODE
LOW	python/pysail/tests/spark/iceberg/test_iceberg_reads.py	115	CODE
LOW	…pysail/tests/spark/iceberg/test_iceberg_dml_metrics.py	324	CODE
LOW	…hon/pysail/tests/spark/iceberg/test_iceberg_pruning.py	164	CODE
LOW	…hon/pysail/tests/spark/iceberg/test_iceberg_pruning.py	201	CODE
LOW	…/pysail/tests/spark/udf/test_pandas_scalar_batching.py	129	CODE
LOW	python/pysail/testing/snapshot/yaml.py	171	CODE
LOW	python/pysail/testing/utils/proxy.py	469	CODE
LOW	python/pysail/testing/spark/utils/files.py	33	CODE
LOW	python/pysail/testing/spark/utils/files.py	37	CODE
LOW	python/pysail/testing/spark/steps/plan.py	13	CODE
LOW	python/pysail/testing/spark/steps/plan.py	164	CODE
LOW	python/pysail/testing/spark/steps/iceberg.py	542	CODE
LOW	python/pysail/testing/spark/steps/iceberg.py	923	CODE
LOW	python/pysail/testing/spark/steps/iceberg.py	973	CODE
LOW	python/pysail/testing/spark/steps/delta.py	234	CODE
LOW	python/pysail/testing/spark/steps/delta.py	531	CODE
LOW	python/pysail/testing/spark/steps/delta.py	571	CODE
LOW	python/pysail/testing/spark/steps/delta.py	683	CODE
LOW	python/pysail/examples/spark/tpch.py	106	CODE
LOW	python/pysail/examples/spark/tpch.py	29	CODE
LOW	python/pysail/examples/spark/tpch.py	64	CODE
LOW	python/pysail/examples/spark/tpch.py	86	CODE
LOW	python/pysail/spark/datasource/jdbc.py	497	CODE
LOW	python/pysail/spark/utils/_function_scanner.py	72	CODE
LOW	scripts/common-gold-data/count_missing_functions.py	8	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	python/pysail/tests/spark/iceberg/utils.py	51	except Exception: # noqa: S110, BLE001	CODE
HIGH	python/pysail/testing/jev.py	95	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	python/pysail/testing/spark/utils/files.py	54	except (OSError, PermissionError):	CODE
HIGH	python/pysail/testing/spark/steps/delta.py	269	except json.JSONDecodeError:	CODE

Excessive Try-Catch Wrapping19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-data-source/src/formats/python/discovery.py	24	except Exception: # noqa: BLE001	CODE
LOW	…k/delta/test_delta_multipart_checkpoint_delta_spark.py	44	except Exception: # noqa: BLE001	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_concurrent.py	28	except Exception as exc: # noqa: BLE001	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_concurrent.py	80	except Exception as exc: # noqa: BLE001	CODE
LOW	…thon/pysail/tests/spark/delta/test_delta_concurrent.py	114	except Exception as exc: # noqa: BLE001	CODE
LOW	python/pysail/tests/spark/datasource/test_python.py	539	except Exception as e: # noqa: BLE001	CODE
LOW	…on/pysail/tests/spark/catalog/iceberg_rest/conftest.py	102	except Exception:	CODE
LOW	python/pysail/tests/spark/catalog/hms/conftest.py	153	except Exception as exc: # noqa: BLE001	CODE
LOW⚡	python/pysail/tests/spark/catalog/hms/conftest.py	468	except Exception: # noqa: BLE001	CODE
LOW	python/pysail/tests/spark/iceberg/utils.py	51	except Exception: # noqa: S110, BLE001	CODE
LOW	python/pysail/testing/containers/hms_probe.py	34	except Exception as error: # noqa: BLE001	CODE
LOW	python/pysail/testing/containers/hms_probe.py	86	except Exception as error:	CODE
LOW	python/pysail/testing/containers/unity.py	76	except Exception:	CODE
LOW	python/pysail/testing/spark/steps/delta.py	219	except Exception as e:	CODE
LOW	python/pysail/testing/spark/steps/sql.py	109	except Exception: # noqa: BLE001	CODE
LOW⚡	python/pysail/spark/datasource/vortex.py	199	except Exception as e:	CODE
LOW	python/pysail/spark/datasource/vortex.py	256	except Exception as e:	CODE
LOW⚡	python/pysail/spark/datasource/jdbc.py	245	except Exception as e:	CODE
LOW	python/pysail/spark/datasource/jdbc.py	447	except Exception as e:	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/pysail/tests/flight/test_flight.py	157	# Create a temp view	COMMENT
MEDIUM	…thon/pysail/tests/spark/delta/test_delta_concurrent.py	97	# Create the table first with a single write (version 0).	COMMENT
MEDIUM	scripts/spark-tests/run-tests.sh	21	# Define a few environment variables if they are not set.	COMMENT
MEDIUM	scripts/spark-tests/run-tests.sh	40	# Define the directory for test logs. The `tmp/` directory is in `.gitignore`.	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/guide/integrations/langchain.md	120	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	docs/guide/integrations/jev.md	68	export TYPESAFE_API_KEY='<your-api-key>'	CODE

Modern Structural Boilerplate9 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-data-source/src/formats/python/discovery.py	6	logger = logging.getLogger(__name__)	CODE
LOW	crates/sail-cli/src/python/spark_mcp_server.py	12	logger = logging.getLogger(__name__)	CODE
LOW	python/pysail/__init__.py	7	__all__ = ["__version__"]	CODE
LOW	python/pysail/flight/__init__.py	5	__all__ = [	CODE
LOW⚡	python/pysail/tests/spark/datasource/test_python.py	47	def _update_test_state(path: str, **updates: Any) -> None:	CODE
LOW	…pysail/tests/spark/catalog/glue/test_iceberg_commit.py	37	def _update_glue_parameters(moto_endpoint: str, database: str, table: str, parameters: dict[str, str]) -> None:	CODE
LOW	python/pysail/examples/spark/compatibility_check.py	10	logger = logging.getLogger(__name__)	CODE
LOW	python/pysail/spark/__init__.py	5	__all__ = [	CODE
LOW	python/pysail/spark/utils/_function_scanner.py	20	logger = logging.getLogger(__name__)	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/guide/integrations/mcp-server.md	58	Please note that there is no guardrail right now to prevent Claude from generating SQL statements that will alter your d	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	700	// Step 1: Write add/remove actions into a sidecar file using batched writes.	COMMENT
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	744	// Step 2: Build the main V2 checkpoint with header actions + sidecar refs.	COMMENT
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	811	// Step 3: Write _last_checkpoint hint pointing to the UUID-named checkpoint.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	700	// Step 1: Write add/remove actions into a sidecar file using batched writes.	COMMENT
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	744	// Step 2: Build the main V2 checkpoint with header actions + sidecar refs.	COMMENT
LOW	crates/sail-delta-lake/src/checkpoint/mod.rs	811	// Step 3: Write _last_checkpoint hint pointing to the UUID-named checkpoint.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-plan/data/functions/scalar/misc.yaml	284	> SELECT from_protobuf(s, 'Person', '/path/to/descriptor.desc', map()) IS NULL AS result FROM (SELECT NAMED_ST	CODE
LOW	…l-spark-connect/tests/gold_data/function/protobuf.json	5	"query": "SELECT from_protobuf(s, 'Person', '/path/to/descriptor.desc', map()) IS NULL AS result FROM (SELECT NA	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/sail-python/src/globals.rs	22	// TODO: implement a systematic way to manage static config	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…pysail/tests/spark/iceberg/test_iceberg_dml_metrics.py	42		CODE

lakehq/sail

Open-Source Code Quality, Security and Technical Debt Review