2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.8K

Stars

Java

Language

1.4M

Lines of Code

8.3K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.02

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 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 887 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.7/100 · LOW

Are imports declared and package/API names verified? 198 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 542 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 1232 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 107HIGH 58MEDIUM 51LOW 1016

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 1232 distinct pattern matches across 20 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.

Hallucination Indicators107 hits · 1170 pts

Severity	File	Line	Snippet	Context
CRITICAL	…eatunnel/openmldb/source/OpenMldbSourceReaderTest.java	225	org.apache.seatunnel.shade.com.typesafe.config.ConfigFactory.parseString(	CODE
CRITICAL	…eatunnel/openmldb/source/OpenMldbSourceReaderTest.java	231	org.apache.seatunnel.shade.com.typesafe.config.ConfigFactory.parseString(	CODE
CRITICAL	…nnel/edgesocket/source/EdgeSocketSourceReaderTest.java	628	new org.apache.seatunnel.connectors.seatunnel.edgesocket.config.EdgeSocketConfig(	CODE
CRITICAL⚡	…connectors/seatunnel/mem0/sink/Mem0SinkWriterTest.java	132	org.junit.jupiter.api.Assertions.assertTrue(Mem0SinkWriter.isRetryableStatus(408));	CODE
CRITICAL⚡	…connectors/seatunnel/mem0/sink/Mem0SinkWriterTest.java	133	org.junit.jupiter.api.Assertions.assertTrue(Mem0SinkWriter.isRetryableStatus(429));	CODE
CRITICAL⚡	…connectors/seatunnel/mem0/sink/Mem0SinkWriterTest.java	134	org.junit.jupiter.api.Assertions.assertTrue(Mem0SinkWriter.isRetryableStatus(500));	CODE
CRITICAL⚡	…connectors/seatunnel/mem0/sink/Mem0SinkWriterTest.java	135	org.junit.jupiter.api.Assertions.assertFalse(Mem0SinkWriter.isRetryableStatus(400));	CODE
CRITICAL⚡	…connectors/seatunnel/mem0/sink/Mem0SinkWriterTest.java	136	org.junit.jupiter.api.Assertions.assertFalse(Mem0SinkWriter.isRetryableStatus(401));	CODE
CRITICAL	…nnectors/seatunnel/http/client/HttpClientProvider.java	293	org.apache.seatunnel.connectors.seatunnel.http.source.FilenameExtractor.extract(	CODE
CRITICAL	…connectors/seatunnel/hugegraph/utils/DataTypeUtil.java	354	return org.apache.hugegraph.util.DateUtil.parse(s);	CODE
CRITICAL	…connectors/seatunnel/hugegraph/utils/DataTypeUtil.java	494	com.google.common.base.Splitter.on(listFormat.getElemDelimiter())	CODE
CRITICAL	…seatunnel/connectors/seatunnel/hive/sink/HiveSink.java	244	org.apache.seatunnel.api.table.catalog.TablePath.of(table);	CODE
CRITICAL	…seatunnel/connectors/seatunnel/hive/sink/HiveSink.java	319	org.apache.seatunnel.api.table.catalog.TablePath.of(table);	CODE
CRITICAL	…onnectors/seatunnel/hive/sink/HiveSaveModeHandler.java	262	new org.apache.hadoop.hive.metastore.api.SerDeInfo();	CODE
CRITICAL	…onnectors/seatunnel/hive/sink/HiveSaveModeHandler.java	331	new org.apache.hadoop.hive.metastore.api.SerDeInfo();	CODE
CRITICAL	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	721	org.apache.seatunnel.api.table.catalog.PhysicalColumn.of(	CODE
CRITICAL	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	733	org.apache.seatunnel.api.table.catalog.PhysicalColumn.of(	CODE
CRITICAL⚡	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	744	org.apache.seatunnel.api.table.catalog.TableSchema.builder()	CODE
CRITICAL⚡	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	749	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
CRITICAL⚡	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	755	return org.apache.seatunnel.api.table.catalog.CatalogTable.of(	CODE
CRITICAL	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	774	new org.apache.hadoop.hive.metastore.api.StorageDescriptor();	CODE
CRITICAL	…nectors/seatunnel/hive/utils/HiveMetaStoreCatalog.java	781	new org.apache.hadoop.hive.metastore.api.FieldSchema(	CODE
CRITICAL	…ternal/dialect/oracle/container/OracleCatalogTest.java	127	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
CRITICAL	…t/kingbase/container/KingbaseCatalogContainerTest.java	115	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
CRITICAL	…ctors/seatunnel/jdbc/utils/JdbcFieldTypeUtilsTest.java	88	org.junit.jupiter.api.Assertions.assertThrows(	CODE
CRITICAL	…ternal/executor/CopyManagerBatchStatementExecutor.java	160	org.apache.commons.codec.binary.Base64.encodeBase64String(	CODE
CRITICAL	…el/paimon/handler/PaimonBranchSaveModeHandlerTest.java	269	org.apache.seatunnel.api.table.catalog.PrimaryKey.of(	CODE
CRITICAL	…ctors/seatunnel/paimon/utils/RowTypeConverterTest.java	188	new org.apache.seatunnel.api.table.type.DecimalType(30, 8);	CODE
CRITICAL	…connectors/seatunnel/paimon/catalog/PaimonCatalog.java	296	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
CRITICAL	…on/source/converter/SqlToPaimonPredicateConverter.java	397	org.apache.seatunnel.common.utils.DateTimeUtils.parse(strValue));	CODE
CRITICAL	…onnectors/seatunnel/paimon/utils/RowTypeConverter.java	501	return new org.apache.seatunnel.api.table.type.DecimalType(	CODE
CRITICAL⚡	…rs/seatunnel/databend/sink/DatabendSinkWriterTest.java	284	org.junit.jupiter.api.Assertions.assertTrue(mergeSql.contains("raw_data:id as id"));	CODE
CRITICAL⚡	…rs/seatunnel/databend/sink/DatabendSinkWriterTest.java	285	org.junit.jupiter.api.Assertions.assertTrue(mergeSql.contains("raw_data:name as name"));	CODE
CRITICAL⚡	…rs/seatunnel/databend/sink/DatabendSinkWriterTest.java	286	org.junit.jupiter.api.Assertions.assertFalse(mergeSql.contains("raw_data:score as score"));	CODE
CRITICAL	…l/connectors/seatunnel/lance/catalog/LanceCatalog.java	383	org.apache.seatunnel.api.table.catalog.PrimaryKey.of(pkName, pkColumnList));	CODE
CRITICAL	…l/connectors/seatunnel/lance/catalog/LanceCatalog.java	396	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
CRITICAL	…l/connectors/seatunnel/lance/catalog/LanceCatalog.java	447	new com.lancedb.lance.namespace.model.JsonArrowDataType();	CODE
CRITICAL	…/connectors/bigquery/sink/BigQuerySinkFactoryTest.java	92	org.junit.jupiter.api.Assertions.assertEquals(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	214	com.google.cloud.bigquery.Schema.of(Field.of("id", StandardSQLTypeName.STRING));	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	265	com.google.cloud.bigquery.Schema.of(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	313	com.google.cloud.bigquery.Schema.of(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	440	com.google.cloud.bigquery.Schema.of(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	457	com.google.cloud.bigquery.Schema.of(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	462	com.google.cloud.bigquery.Schema.of(	CODE
CRITICAL	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	536	org.apache.seatunnel.api.table.catalog.PrimaryKey.of(	CODE
CRITICAL	…unnel/connectors/bigquery/catalog/BigQueryCatalog.java	275	com.google.cloud.bigquery.PrimaryKey.newBuilder()	CODE
CRITICAL	…unnel/connectors/bigquery/catalog/BigQueryCatalog.java	280	com.google.cloud.bigquery.TableConstraints.newBuilder()	CODE
CRITICAL	…/connectors/bigquery/client/BigQueryClientFactory.java	63	com.google.api.gax.core.NoCredentialsProvider.create())	CODE
CRITICAL	…onnectors/seatunnel/fluss/source/FlussAdminClient.java	149	return com.alibaba.fluss.metadata.TablePath.of(	CODE
CRITICAL	…ors/seatunnel/fluss/source/FlussSourceSplitReader.java	303	com.alibaba.fluss.metadata.TablePath.of(	CODE
CRITICAL	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	121	org.apache.seatunnel.api.table.catalog.CatalogTableUtil.getCatalogTable(	CODE
CRITICAL	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	464	org.apache.seatunnel.api.table.catalog.CatalogTableUtil.getCatalogTable(	CODE
CRITICAL	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	522	new org.apache.seatunnel.api.table.type.DecimalType(20, 6),	CODE
CRITICAL	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	539	org.apache.seatunnel.api.table.catalog.CatalogTableUtil.getCatalogTable(	CODE
CRITICAL⚡	…c/main/java/io/debezium/connector/mysql/GtidUtils.java	50	new com.github.shyiko.mysql.binlog.GtidSet.Interval(	CODE
CRITICAL⚡	…c/main/java/io/debezium/connector/mysql/GtidUtils.java	55	new com.github.shyiko.mysql.binlog.GtidSet.Interval(	CODE
CRITICAL⚡	…c/main/java/io/debezium/connector/mysql/GtidUtils.java	62	new com.github.shyiko.mysql.binlog.GtidSet.UUIDSet(	CODE
CRITICAL	…m/connector/mysql/MySqlStreamingChangeEventSource.java	1154	gtidSet = new com.github.shyiko.mysql.binlog.GtidSet(filteredGtidSetStr);	CODE
CRITICAL	…m/connector/mysql/MySqlStreamingChangeEventSource.java	1160	gtidSet = new com.github.shyiko.mysql.binlog.GtidSet("");	CODE
CRITICAL	…s/seatunnel/iceberg/sink/IcebergFormatVersionTest.java	181	org.apache.seatunnel.api.table.catalog.TableIdentifier.of(	CODE
47 more matches not shown…

Hyper-Verbose Identifiers395 hits · 376 pts

Severity	File	Line	Snippet	Context
LOW	tools/check_connector_registration.py	97	def find_all_connector_modules(connectors_dir):	CODE
LOW	tools/check_connector_registration.py	121	def get_new_connector_modules_from_diff(repo_root, base_ref, connectors_dir):	CODE
LOW⚡	tools/check_connector_registration.py	174	def is_module_declared_in_parent_pom(connector_abs_dir):	CODE
LOW	tools/check_connector_registration.py	216	def build_plugin_mapping_jars(plugin_mapping_path):	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	35	def test_translation_base_change_runs_flink_and_spark(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	38	def test_translation_flink_change_runs_flink_only(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	41	def test_translation_spark_change_runs_spark_only(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	44	def test_translation_base_and_flink_change_run_both_engines(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	50	def test_engine_change_runs_zeta_only(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	56	def test_engine_and_translation_change_run_every_engine(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	62	def test_engine_and_connector_change_run_every_engine(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	68	def test_shared_changes_run_every_engine(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	75	def test_unknown_change_runs_every_engine(self) -> None:	CODE
LOW	tools/update_modules_check/test_run_engines.py	91	def test_flink_only_translation_change_prints_flink(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	104	def test_no_group_prints_every_engine(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	107	def test_workflow_passes_every_group_flag(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_run_engines.py	114	def test_translation_probes_stay_narrow(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	56	def test_modules_to_json_preserves_exact_module_tokens(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	63	def test_module_outputs_use_json_empty_array(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	74	def test_every_module_is_assigned_once(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	83	def test_unknown_module_does_not_reshuffle_existing_modules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	97	def test_sharding_is_independent_of_module_order(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	105	def test_historical_seed_assignments_are_preserved(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	129	def test_full_and_updated_paths_apply_their_ownership_rules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	168	def test_regular_shards_keep_only_remaining_modules_once(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	190	def test_regular_shards_fail_fast_when_dedicated_modules_disappear(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	206	def test_regular_shards_allow_optional_dedicated_modules_to_be_absent(	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	222	def test_workflow_keeps_dedicated_jobs_for_excluded_modules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	252	def test_dedicated_job_conditions_match_json_module_tokens(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	268	def test_updated_shards_list_only_shards_with_modules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	301	def test_updated_shards_agree_with_per_shard_modules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	314	def test_updated_shards_reject_non_positive_shard_count(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	320	def test_updated_module_jobs_are_gated_on_their_shard(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	347	def test_full_shard_rejects_non_positive_shard_count(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	353	def test_full_shard_rejects_out_of_range_index(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	379	def test_standalone_paths_map_to_their_test_modules(self) -> None:	CODE
LOW	tools/update_modules_check/test_update_modules_check.py	394	def test_standalone_modules_exist_and_match_workflow_filter(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	27	def test_force_full_api_check_on_dev_branch(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	30	def test_force_full_api_check_on_main_and_master_branches(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	37	def test_force_full_api_check_on_release_branch(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	40	def test_force_full_api_check_on_two_component_release_branch(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	43	def test_force_full_api_check_on_pull_request_base_branch(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	46	def test_skip_force_full_api_check_for_fork_owner(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	49	def test_skip_force_full_api_check_on_pull_request_merge_ref(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	52	def test_skip_force_full_api_check_on_non_version_release_branch(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	57	def test_skip_force_full_api_check_on_release_tag(self) -> None:	CODE
LOW⚡	tools/update_modules_check/test_ci_scope.py	62	def test_skip_full_api_check_for_ci_only_fork_change(self) -> None:	CODE
LOW	tools/update_modules_check/test_ci_scope.py	75	def test_skip_full_api_check_for_benchmark_tools_change(self) -> None:	CODE
LOW	tools/update_modules_check/test_ci_scope.py	84	def test_skip_full_api_check_for_dist_only_fork_change(self) -> None:	CODE
LOW	tools/update_modules_check/test_ci_scope.py	98	def test_run_full_api_check_for_source_api_change(self) -> None:	CODE
LOW	tools/update_modules_check/test_ci_scope.py	111	def test_run_full_api_check_for_mixed_lightweight_and_source_change(self) -> None:	CODE
LOW	tools/update_modules_check/test_ci_scope.py	125	def test_protected_branch_keeps_full_api_for_lightweight_change(self) -> None:	CODE
LOW	tools/update_modules_check/update_modules_check.py	140	def replace_comma_to_commacolon(modules_str):	CODE
LOW	tools/update_modules_check/update_modules_check.py	163	def get_dependency_tree_includes(modules_str):	CODE
LOW	tools/update_modules_check/update_modules_check.py	229	def _filter_shared_it_modules(modules, extra_exclusions=()):	CODE
LOW	tools/update_modules_check/update_modules_check.py	240	def filter_dedicated_shard_modules(modules, dedicated_modules, fail_on_missing):	CODE
LOW	tools/update_modules_check/update_modules_check.py	257	def split_full_connector_it_modules(modules, total_num):	CODE
LOW	tools/update_modules_check/update_modules_check.py	295	def build_sub_update_it_modules(modules, total_num, current_num):	CODE
LOW	tools/update_modules_check/update_modules_check.py	314	def get_sub_update_it_modules(modules, total_num, current_num):	CODE
LOW	tools/update_modules_check/update_modules_check.py	318	def build_sub_update_it_shards(modules, total_num):	CODE
335 more matches not shown…

Over-Commented Block353 hits · 345 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	.licenserc.yaml	1	# Licensed to Apache Software Foundation (ASF) under one or more contributor	COMMENT
LOW	…ctors/seatunnel/rocketmq/common/RocketMqAdminUtil.java	341	&& topicRouteAvailable(adminClient, topic)) {	COMMENT
LOW	…rs/seatunnel/airtable/source/AirtableSourceReader.java	121	long exponential = 1L << Math.min(20, Math.max(0, retryCount - 1));	COMMENT
LOW	…rs/seatunnel/airtable/source/AirtableSourceReader.java	141	// is at its most persistent. Spread the wait downwards instead. The cap	COMMENT
LOW	…ectors/seatunnel/airtable/sink/AirtableSinkWriter.java	201		COMMENT
LOW	…ectors/seatunnel/prometheus/sink/PrometheusWriter.java	121	if (batchSize > 0 && batchList.size() >= batchSize) {	COMMENT
LOW	…ectors/seatunnel/prometheus/sink/PrometheusWriter.java	161	}	COMMENT
LOW	…src/test/resources/python/ignore_stdin_wait_forever.py	1	#	COMMENT
LOW	…or-python/src/test/resources/python/emit_then_sleep.py	1	#	COMMENT
LOW	…thon/src/test/resources/python/emit_without_newline.py	1	#	COMMENT
LOW	…/test/resources/python/spawn_stderr_child_then_exit.py	1	#	COMMENT
LOW	…onnector-python/src/test/resources/python/emit_rows.py	1	#	COMMENT
LOW	…on/src/test/resources/python/emit_then_wait_forever.py	1	#	COMMENT
LOW	…/test/resources/python/spawn_stdout_child_then_exit.py	1	#	COMMENT
LOW	…or-python/src/test/resources/python/exit_with_error.py	1	#	COMMENT
LOW	…g/apache/seatunnel/connectors/doris/util/HttpUtil.java	41	// BE. The default waitForContinue timeout of HttpRequestExecutor is only 3s: when FE is busy	COMMENT
LOW	…nel/connectors/doris/source/serialization/Routing.java	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…/selectdb/sink/writer/SelectDBSinkStateSerializer.java	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…ectdb/sink/committer/SelectDBCommitInfoSerializer.java	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…s/seatunnel/cdc/sqlserver/source/offset/LsnOffset.java	101	return offset.get(SourceInfo.EVENT_SERIAL_NO_KEY);	COMMENT
LOW	…logminer/processor/AbstractLogMinerEventProcessor.java	941	}	COMMENT
LOW	…atunnel/cdc/mysql/config/MySqlSourceConfigFactory.java	81		COMMENT
LOW	…rs/seatunnel/cdc/mysql/source/offset/BinlogOffset.java	161	}	COMMENT
LOW	…nnectors/seatunnel/cdc/mysql/utils/MySqlTypeUtils.java	161	case "TINYINT":	COMMENT
LOW	…m/connector/mysql/MySqlStreamingChangeEventSource.java	281	}	COMMENT
LOW	…io/debezium/connector/mysql/legacy/SnapshotReader.java	201	// ------	COMMENT
LOW	…io/debezium/connector/mysql/legacy/SnapshotReader.java	581	if (snapshotLockingMode.usesMinimalLocking() && isLocked) {	COMMENT
LOW	…/cdc/base/source/enumerator/SnapshotSplitAssigner.java	201	public void onCompletedSplits(List<SnapshotSplitWatermark> completedSplitWatermarks) {	COMMENT
LOW	…atunnel/shade/com/typesafe/config/impl/PathParser.java	101	if (Tokens.isValueWithType(t, ConfigValueType.STRING)) {	COMMENT
LOW	tools/check_connector_registration.py	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	…pgrade_compatibility/run_upgrade_compatibility_test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ols/upgrade_compatibility/run_upgrade_compatibility.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…bility/scenarios/generic-fake-localfile/seatunnel.yaml	1	#	COMMENT
LOW	…lity/scenarios/mysql-cdc-multitable-localfile/setup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…y/scenarios/mysql-cdc-multitable-localfile/teardown.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…cenarios/mysql-cdc-multitable-localfile/seatunnel.yaml	1	#	COMMENT
LOW	tools/update_modules_check/test_run_engines.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/update_modules_check/test_update_modules_check.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/update_modules_check/run_engines.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/update_modules_check/test_ci_scope.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/update_modules_check/update_modules_check.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/update_modules_check/update_modules_check.py	21		COMMENT
LOW	tools/update_modules_check/check_file_updates.py	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	tools/update_modules_check/ci_scope.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/dependencies/checkLicense.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/dependencies/license.py	1	#!/usr/bin/env python	COMMENT
LOW	tools/github/free_disk_space.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/benchmarks/test_save_jmh_result.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/profile_report.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/test_profile_benchmarks.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/run_benchmarks.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/benchmarks/test_regression_report.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/profile_benchmarks.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/benchmarks/test_run_benchmarks.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/regression_report.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/save_jmh_result.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/test_profile_report.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/benchmarks/suites/benchmarks_core.txt	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	tools/spotless_check/pre-commit.sh	1	#!/bin/sh	COMMENT
293 more matches not shown…

Decorative Section Separators40 hits · 123 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	334	// ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…tors/bigquery/sink/BigQueryCatalogAndSaveModeTest.java	336	// ────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nel/file/writer/ParquetWriteStrategyEvolutionTest.java	245	// ── helpers ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/ParquetTypeCoercionTest.java	207	// ── helper ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	114	// ── Helper to build a NoOpWriteStrategy with a given FileSinkConfig ──────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	164	// ── ADD_COLUMN ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	205	// ── DROP_COLUMN ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	225	// ── RENAME_COLUMN (AlterTableChangeColumnEvent) ───────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	252	// ── UPDATE_COLUMN / MODIFY_COLUMN ─────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	278	// ── Batch / AlterTableColumnsEvent ────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	306	// ── Disabled flag: applySchemaChange fails fast with actionable message ────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	321	// ── finishAndCloseFile called on each schema change ───────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	341	// ── getFieldSafe bounds check ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	357	// ── IndexInRow stays consistent after ADD then DROP ───────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	390	// ── Case-insensitive DROP ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	410	// ── RENAME with position change ───────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	457	// ── beingWrittenFile cleared even when finishAndCloseFile throws ──────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	492	// ── Type-zoo coverage ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	616	// ── Inner NoOp strategy ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…ors/seatunnel/file/writer/FileSchemaEvolutionTest.java	691	// ── Config validation ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	236	// ── Schema Evolution ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/check_connector_registration.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/check_connector_registration.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/check_connector_registration.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/check_connector_registration.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/check_connector_registration.py	169	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/check_connector_registration.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/check_connector_registration.py	237	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/check_connector_registration.py	239	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	42	# ─── Data structures ────────────────────────────────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	128	# ─── Golden Examples ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	160	# ─── Plan parser ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	234	# ─── Slot filling & pipeline expansion ───────────────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	426	# ─── Scenario Skills (loaded from skills/*.md) ──────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	480	# ─── Skill Router ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	seatunnel-cli/seatunnel_cli/skills.py	520	# ─── Skill Executor ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…unnel-trace/seatunnel-trace-analyzer/analyze-traces.sh	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…unnel-trace/seatunnel-trace-analyzer/analyze-traces.sh	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	seatunnel-edge-agent/config/agent.yaml	16	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	seatunnel-edge-agent/config/agent.yaml	21	# ─────────────────────────────────────────────────────────────────────────────	COMMENT

Empty Error Handlers23 hits · 115 pts

Severity	File	Line	Snippet	Context
HIGH	seatunnel-cli/benchmark/runner.py	365	except Exception:	CODE
HIGH	seatunnel-cli/benchmark/execution.py	270	except OSError:	CODE
HIGH	seatunnel-cli/benchmark/execution.py	330	except OSError:	CODE
HIGH	seatunnel-cli/benchmark/execution.py	363	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/connectors.py	99	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/memory.py	323	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/memory.py	148	except OSError:	CODE
HIGH	seatunnel-cli/seatunnel_cli/memory.py	245	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	211	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	223	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	423	except ImportError:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	1229	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	520	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	469	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	663	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	499	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	318	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	331	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	270	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	290	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	382	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/cli.py	1382	except Exception:	CODE
HIGH	seatunnel-cli/seatunnel_cli/llm_provider.py	1367	except Exception:	CODE

Cross-File Repetition21 hits · 105 pts

Severity	File	Snippet	Context
HIGH	seatunnel-cli/tests/test_validate_hocon_placeholders.py	env { parallelism = 1 job.mode = "batch" } source { fakesource { row.num = 5 schema { fields { id = "bigint" } } plugin_	STRING
HIGH	seatunnel-cli/tests/test_benchmark_gates.py	env { parallelism = 1 job.mode = "batch" } source { fakesource { row.num = 5 schema { fields { id = "bigint" } } plugin_	STRING
HIGH	seatunnel-cli/tests/test_benchmark_comparison.py	env { parallelism = 1 job.mode = "batch" } source { fakesource { row.num = 5 schema { fields { id = "bigint" } } plugin_	STRING
HIGH	docs/zh/connectors/formats/protobuf.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/zh/connectors/source/Kafka.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/zh/connectors/sink/Kafka.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/en/connectors/formats/protobuf.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/en/connectors/source/Kafka.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/en/connectors/sink/Kafka.md	syntax = "proto3"; package org.apache.seatunnel.format.protobuf; option java_outer_classname = "protobufe2e"; message pe	STRING
HIGH	docs/zh/connectors/source/Kafka.md	com.sun.security.auth.module.krb5loginmodule required usekeytab=true keytab="/etc/kafka/kafka.keytab" principal="user@re	STRING
HIGH	docs/zh/connectors/sink/Kafka.md	com.sun.security.auth.module.krb5loginmodule required usekeytab=true keytab="/etc/kafka/kafka.keytab" principal="user@re	STRING
HIGH	docs/en/connectors/source/Kafka.md	com.sun.security.auth.module.krb5loginmodule required usekeytab=true keytab="/etc/kafka/kafka.keytab" principal="user@re	STRING
HIGH	docs/en/connectors/sink/Kafka.md	com.sun.security.auth.module.krb5loginmodule required usekeytab=true keytab="/etc/kafka/kafka.keytab" principal="user@re	STRING
HIGH	docs/zh/connectors/source/Rabbitmq.md	syntax = "proto3"; message person { int64 id = 1; string name = 2; }	STRING
HIGH	docs/zh/connectors/sink/Rabbitmq.md	syntax = "proto3"; message person { int64 id = 1; string name = 2; }	STRING
HIGH	docs/en/connectors/source/Rabbitmq.md	syntax = "proto3"; message person { int64 id = 1; string name = 2; }	STRING
HIGH	docs/en/connectors/sink/Rabbitmq.md	syntax = "proto3"; message person { int64 id = 1; string name = 2; }	STRING
HIGH	docs/zh/connectors/sink/StarRocks.md	create table if not exists shop.`${table_name}` ( ${rowtype_primary_key}, ${rowtype_fields} ) engine=olap primary key ($	STRING
HIGH	docs/zh/introduction/configuration/schema-evolution.md	create table if not exists shop.`${table_name}` ( ${rowtype_primary_key}, ${rowtype_fields} ) engine=olap primary key ($	STRING
HIGH	docs/en/connectors/sink/StarRocks.md	create table if not exists shop.`${table_name}` ( ${rowtype_primary_key}, ${rowtype_fields} ) engine=olap primary key ($	STRING
HIGH	docs/en/introduction/configuration/schema-evolution.md	create table if not exists shop.`${table_name}` ( ${rowtype_primary_key}, ${rowtype_fields} ) engine=olap primary key ($	STRING

Structural Annotation Overuse54 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	254	// Step 1: flush + close all open writers; register partial files for commit.	COMMENT
LOW	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	265	// Step 2: adopt the upstream's actual produced schema, propagated through the chain via	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	281	// Step 3: update sinkColumnNames to reflect the structural change.	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	289	// Step 4: rebuild sinkColumnsIndexInRow from sinkColumnNames + new seaTunnelRowType.	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	297	// Step 5: let subclasses invalidate any format-specific cached schema objects.	COMMENT
LOW⚡	seatunnel-cli/seatunnel_cli/skills.py	536	# Step 1: Fill routing labels / defaults for each pipeline	COMMENT
LOW⚡	seatunnel-cli/seatunnel_cli/skills.py	540	# Step 2: Collect all required options across pipelines (deduplicated)	COMMENT
LOW	seatunnel-cli/seatunnel_cli/skills.py	553	# Step 3: Single LLM call (fast model) to judge what's missing	COMMENT
LOW	docs/en/edge-agent/quick-start.md	19	## Step 1: Install Edge Agent on the edge host	COMMENT
LOW	docs/en/edge-agent/download.md	8	## Step 1: Preparation	COMMENT
LOW	docs/en/edge-agent/download.md	18	## Step 2: Download the binary package	COMMENT
LOW	docs/en/edge-agent/download.md	41	## Step 3: Build from source	COMMENT
LOW	docs/en/edge-agent/download.md	65	## Step 4: Verify package layout	COMMENT
LOW	docs/en/introduction/concepts/metadata-spi.md	274	### Step 1: Add Dependency	COMMENT
LOW	docs/en/introduction/concepts/metadata-spi.md	289	### Step 2: Create a Provider Class	COMMENT
LOW⚡	docs/en/introduction/concepts/metadata-spi.md	339	### Step 3: Configure seatunnel.yaml	COMMENT
LOW⚡	docs/en/introduction/concepts/metadata-spi.md	352	### Step 4: Package and Deploy	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-flink.md	17	## Step 1: Deploy SeaTunnel And Connectors	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-flink.md	21	## Step 2: Deployment And Config Flink	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-flink.md	27	## Step 3: Add Job Config File To Define A Job	COMMENT
LOW	docs/en/getting-started/locally/quick-start-flink.md	77	## Step 4: Run SeaTunnel Application	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	45	### Step 1: Deploy SeaTunnel And Connectors	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	51	### Step 2: Add Job Config File To Define A Job	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	96	### Step 3: Run SeaTunnel Application	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	146	#### Step 1: Download the Connector	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	163	#### Step 2: Place the MySQL Driver	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	167	#### Step 3: Add Job Configuration File to Define the Job	COMMENT
LOW	…etting-started/locally/quick-start-seatunnel-engine.md	209	#### Step 4: Run the SeaTunnel Application	COMMENT
LOW	docs/en/getting-started/locally/run-your-first-job.md	10	## Step 1: Finish local deployment	COMMENT
LOW	docs/en/getting-started/locally/run-your-first-job.md	14	## Step 2: Install only the plugins this sample needs	COMMENT
LOW	docs/en/getting-started/locally/run-your-first-job.md	33	## Step 3: Use a minimal job	COMMENT
LOW	docs/en/getting-started/locally/run-your-first-job.md	74	## Step 4: Run it in local mode	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-spark.md	17	## Step 1: Deployment SeaTunnel And Connectors	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-spark.md	21	## Step 2: Deploy And Config Spark	COMMENT
LOW⚡	docs/en/getting-started/locally/quick-start-spark.md	28	## Step 3: Add Job Config File To Define A Job	COMMENT
LOW	docs/en/getting-started/locally/quick-start-spark.md	78	## Step 4: Run SeaTunnel Application	COMMENT
LOW	docs/en/engines/zeta/stain-trace-quickstart.md	107	### Step 1: Configure Engine	COMMENT
LOW	docs/en/engines/zeta/stain-trace-quickstart.md	134	### Step 2: Enable Task-level Switch	COMMENT
LOW⚡	docs/en/engines/zeta/stain-trace-quickstart.md	162	### Step 3: Run Your Job	COMMENT
LOW⚡	docs/en/engines/zeta/stain-trace-quickstart.md	166	### Step 4: View Trace Files	COMMENT
LOW⚡	docs/en/engines/zeta/stain-trace-quickstart.md	176	### Step 5: Generate HTML Report Using Analysis Tool	COMMENT
LOW	docs/en/engines/zeta/tuning-guide.md	168	#### Step 1: Identify when slow operations occur	COMMENT
LOW	docs/en/engines/zeta/tuning-guide.md	180	#### Step 2: Check overall node health	COMMENT
LOW	docs/en/engines/zeta/tuning-guide.md	189	#### Step 3: Isolate the bottleneck layer	COMMENT
LOW	docs/en/engines/zeta/download-seatunnel.md	10	## Step 1: Preparation	COMMENT
LOW	docs/en/engines/zeta/download-seatunnel.md	16	## Step 2: Download SeaTunnel	COMMENT
LOW	docs/en/engines/zeta/download-seatunnel.md	28	## Step 3: Download The Connector Plugin	COMMENT
LOW	docs/en/engines/zeta/download-seatunnel.md	71	## Step 4: seatunnel-shade jar package download address	COMMENT
LOW	…slation/flink/sink/FlinkSimpleAggregatedCommitter.java	117	// Step 1: Combine commits into global commit with schema evolution support	COMMENT
LOW	…slation/flink/sink/FlinkSimpleAggregatedCommitter.java	136	// Step 2: Commit the global commit	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	179	// Step 1: Run job to write data from MySQL to Iceberg	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	185	// Step 2: Run verification job (Iceberg -> Assert)	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	202	// Step 1: Run job to write data from PostgreSQL to Iceberg	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	208	// Step 2: Run verification job (Iceberg -> Assert)	COMMENT

Fake / Example Data55 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	…tors/seatunnel/salesforce/sink/SalesforceSinkTest.java	94	options.put("username", "user@example.com");	CODE
LOW	…ctors/seatunnel/fake/source/FakeDataGeneratorTest.java	97	@ValueSource(strings = {"fake-data.schema.conf"})	CODE
LOW	…ctors/seatunnel/fake/source/FakeDataGeneratorTest.java	129	@ValueSource(strings = {"fake-data.schema.conf"})	CODE
LOW	…ctors/seatunnel/fake/source/FakeDataGeneratorTest.java	178	@ValueSource(strings = {"fake-data.column.conf"})	CODE
LOW	…ctors/seatunnel/fake/source/FakeDataGeneratorTest.java	241	@ValueSource(strings = {"fake-data.schema.default.conf"})	CODE
LOW	…eatunnel/firebase/source/FirebaseSourceReaderTest.java	398	assertEquals("Jane Doe", row.getField(0));	CODE
LOW	…/seatunnel/firebase/client/FirebaseHttpClientTest.java	78	queryParams.put("equalTo", "John Doe");	CODE
LOW	…/seatunnel/firebase/client/FirebaseHttpClientTest.java	86	// Asserts values are quote-wrapped ("name", "John Doe") and percent-encoded (%22)	COMMENT
LOW	…nnel/file/config/BaseFileSourceConfigMetadataTest.java	124	new String[] {"placeholder"},	CODE
LOW	…nnel/file/config/BaseFileSourceConfigMetadataTest.java	140	new String[] {"placeholder"},	CODE
LOW	…ynamodb/source/AmazonDynamoDBMultiTableSourceTest.java	69	+ "access_key_id = \"dummy-key\"\n"	CODE
LOW	…sform/validator/DataValidatorTransformFactoryTest.java	341	SeaTunnelRow validRow = map(transform, tablePath, 1, "John Doe", 18, "jane@example.com");	CODE
LOW	…g/apache/seatunnel/transform/sql/SQLTransformTest.java	1054	Assertions.assertEquals("John Doe", result.get(0).getField(0));	CODE
LOW	…he/seatunnel/transform/sql/SQLStringFunctionsTest.java	89	Assertions.assertEquals("John Doe", outRow.getField(1));	CODE
LOW	…he/seatunnel/transform/sql/SQLStringFunctionsTest.java	108	Assertions.assertEquals("John Doe", outRow.getField(0));	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	94	userData.put("address", "123 Main St");	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	107	Assertions.assertEquals("123 Main St", outRow.getField(0));	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	174	SeaTunnelRow innerRow = new SeaTunnelRow(new Object[] {"123 Main St", "New York"});	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	183	Assertions.assertEquals("123 Main St", outRow.getField(0));	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	204	SeaTunnelRow addressRow = new SeaTunnelRow(new Object[] {"123 Main St", "10001"});	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	205	SeaTunnelRow userRow = new SeaTunnelRow(new Object[] {"John Doe", addressRow});	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	217	Assertions.assertEquals("123 Main St", outRow.getField(0));	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	218	Assertions.assertEquals("John Doe", outRow.getField(1));	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	233	userData.put("name", "John Doe");	CODE
LOW	…nel/transform/sql/zeta/functions/CastFunctionTest.java	243	Assertions.assertEquals("John Doe", outRow.getField(0));	CODE
LOW	docs/zh/connectors/source/Jira.md	105	email = "admin@example.com"	CODE
LOW	docs/zh/connectors/source/AmazonDynamoDB.md	174	access_key_id = "dummy-key"	CODE
LOW	docs/zh/connectors/source/AmazonDynamoDB.md	206	access_key_id = "dummy-key"	CODE
LOW	docs/zh/connectors/source/AmazonDynamoDB.md	228	access_key_id = "dummy-key"	CODE
LOW	…cs/zh/connectors/common-options/sink-common-options.md	53	plugin_output = "fake_name"	CODE
LOW	…cs/zh/connectors/common-options/sink-common-options.md	64	plugin_input = "fake_name"	CODE
LOW	docs/zh/connectors/sink/AmazonDynamoDB.md	135	access_key_id = "dummy-key"	CODE
LOW	docs/zh/connectors/sink/AmazonDynamoDB.md	165	access_key_id = "dummy-key"	CODE
LOW	docs/en/connectors/source/Jira.md	105	email = "admin@example.com"	CODE
LOW	docs/en/connectors/source/AmazonDynamoDB.md	180	access_key_id = "dummy-key"	CODE
LOW	docs/en/connectors/source/AmazonDynamoDB.md	212	access_key_id = "dummy-key"	CODE
LOW	docs/en/connectors/source/AmazonDynamoDB.md	235	access_key_id = "dummy-key"	CODE
LOW	…cs/en/connectors/common-options/sink-common-options.md	61	plugin_output = "fake_name"	CODE
LOW	…cs/en/connectors/common-options/sink-common-options.md	72	plugin_input = "fake_name"	CODE
LOW	docs/en/connectors/sink/Hive.md	595	fields = [1, "John Doe", "Engineering", 75000.50, "2022-01-15"]	CODE
LOW	docs/en/connectors/sink/AmazonDynamoDB.md	135	access_key_id = "dummy-key"	CODE
LOW	docs/en/connectors/sink/AmazonDynamoDB.md	165	access_key_id = "dummy-key"	CODE
LOW	…trace-analyzer/src/main/resources/template/report.html	909	if (typeof I18N[lang][key] === 'string') el.setAttribute('placeholder', I18N[lang][key]);	CODE
LOW	…org/apache/seatunnel/common/exception/CommonError.java	231	params.put("placeholder", placeholder);	CODE
LOW	…onnector-starrocks-e2e/src/test/resources/ddl/shop.sql	78	( 1, 'John Doe', 'john@example.com', '123-456-7890', '123 Main St' ),	CODE
LOW	…onnector-starrocks-e2e/src/test/resources/ddl/shop.sql	78	( 1, 'John Doe', 'john@example.com', '123-456-7890', '123 Main St' ),	CODE
LOW	…nel/e2e/connector/amazondynamodb/AmazondynamodbIT.java	162	AwsBasicCredentials.create("dummy-key", "dummy-secret")))	CODE
LOW	…c/test/resources/elasticsearch/st_index_nest_data.json	2	"name": "John Doe",	CODE
LOW	…c/test/resources/elasticsearch/st_index_nest_data.json	5	"street": "123 Main St",	CODE
LOW	…t/resources/elasticsearch/st_index_full_type_data.json	135	"name": "John Doe",	CODE
LOW⚡	…tor-http-e2e/src/test/resources/mockserver-config.json	4232	"email": "avo@example.org"	CODE
LOW⚡	…tor-http-e2e/src/test/resources/mockserver-config.json	4242	"email": "TaoZex@example.org"	CODE
LOW⚡	…tor-http-e2e/src/test/resources/mockserver-config.json	4252	"email": "test@example.org"	CODE
LOW⚡	…tor-http-e2e/src/test/resources/mockserver-config.json	4262	"email": "Jack@example.org"	CODE
LOW⚡	…tor-http-e2e/src/test/resources/mockserver-config.json	4272	"email": "Lisa@example.org"	CODE

Excessive Try-Catch Wrapping53 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	…src/main/resources/python_transform/worker_template.py	71	except Exception:	CODE
LOW	seatunnel-cli/benchmark/runner.py	289	except Exception as e:	CODE
LOW	seatunnel-cli/benchmark/runner.py	328	except Exception as e:	CODE
LOW	seatunnel-cli/benchmark/runner.py	346	except Exception:	CODE
LOW	seatunnel-cli/benchmark/runner.py	365	except Exception:	CODE
LOW	seatunnel-cli/benchmark/runner.py	412	except Exception as e:	CODE
LOW	seatunnel-cli/benchmark/runner.py	441	except Exception:	CODE
LOW	seatunnel-cli/benchmark/execution.py	360	except Exception:	CODE
LOW	seatunnel-cli/benchmark/execution.py	363	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	99	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	112	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	141	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	343	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	529	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	369	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	475	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	145	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	245	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	295	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	323	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	373	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	561	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	623	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/rest.py	105	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	211	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	223	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	425	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	469	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	499	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	520	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	658	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	663	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1229	except Exception:	STRING
MEDIUM	seatunnel-cli/seatunnel_cli/cli.py	1860	print("Error: Failed to export metadata. "	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	270	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	290	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	318	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	331	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	382	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	499	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	688	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	787	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	923	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1013	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1211	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1225	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1353	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1382	except Exception:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1525	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1575	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1648	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1719	except Exception as e:	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	1367	except Exception:	CODE

Deep Nesting55 hits · 44 pts

Severity	File	Line	Context
LOW	tools/update_modules_check/update_modules_check.py	174	CODE
LOW	tools/update_modules_check/update_modules_check.py	187	CODE
LOW	tools/update_modules_check/update_modules_check.py	334	CODE
LOW	tools/update_modules_check/check_file_updates.py	22	CODE
LOW	tools/documents/update_connector_change_log.py	24	CODE
LOW	tools/documents/update_connector_change_log.py	105	CODE
LOW	tools/seatunnel-python-sdk/tests/test_java_detector.py	143	CODE
LOW	tools/seatunnel-python-sdk/tests/test_java_detector.py	249	CODE
LOW	seatunnel-cli/benchmark/runner.py	371	CODE
LOW	seatunnel-cli/benchmark/execution.py	274	CODE
LOW	seatunnel-cli/benchmark/execution.py	347	CODE
LOW	seatunnel-cli/benchmark/execution.py	367	CODE
LOW	seatunnel-cli/benchmark/scoring.py	84	CODE
LOW	seatunnel-cli/benchmark/compare.py	47	CODE
LOW	seatunnel-cli/benchmark/compare.py	197	CODE
LOW	seatunnel-cli/benchmark/report.py	239	CODE
LOW	seatunnel-cli/benchmark/report.py	285	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	318	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	350	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	583	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	670	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	1184	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	1213	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	210	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	530	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	175	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	566	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	153	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	278	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	343	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	397	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1205	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1369	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1488	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1581	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1684	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	1748	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	507	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	899	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1003	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1114	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	1389	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	1384	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	174	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	413	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	528	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	599	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	657	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	758	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	809	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	1024	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	1101	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	1170	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/checkpoints.py	295	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/jobs.py	199	CODE

Cross-Language Confusion10 hits · 42 pts

Severity	File	Line	Snippet	Context
HIGH	seatunnel-cli/tests/test_diagnose_checkpoints.py	26	`durationMillis` (the field is omitted when null);	STRING
HIGH	seatunnel-cli/tests/test_benchmark_paraphrases.py	211	'{"paraphrases": [null]}',	STRING
HIGH	seatunnel-cli/seatunnel_cli/agents.py	775	"transform": null,	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	796	"transform": null,	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	804	"transform": null,	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	928	{"id": "pipeline_1", "source": {"connector": "Jdbc", "reason": "MySQL via JDBC — batch full-table read"}, "sink": {"	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	943	{"id": "pipeline_1", "source": {"connector": "MySQL-CDC", "reason": "real-time change data capture"}, "sink": {"conn	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	958	{"id": "pipeline_1", "source": {"connector": "Jdbc", "reason": "MySQL JDBC for audit_log and orders"}, "sink": {"con	CODE
HIGH	seatunnel-cli/seatunnel_cli/agents.py	959	{"id": "pipeline_2", "source": {"connector": "Jdbc", "reason": "MySQL JDBC for users"}, "sink": {"connector": "Asser	CODE
HIGH	seatunnel-cli/seatunnel_cli/diagnostics/checkpoints.py	155	``completedTimestamp`` are omitted from the JSON when null, while	STRING

Verbosity Indicators14 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	254	// Step 1: flush + close all open writers; register partial files for commit.	COMMENT
LOW	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	265	// Step 2: adopt the upstream's actual produced schema, propagated through the chain via	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	281	// Step 3: update sinkColumnNames to reflect the structural change.	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	289	// Step 4: rebuild sinkColumnsIndexInRow from sinkColumnNames + new seaTunnelRowType.	COMMENT
LOW⚡	…/seatunnel/file/sink/writer/AbstractWriteStrategy.java	297	// Step 5: let subclasses invalidate any format-specific cached schema objects.	COMMENT
LOW⚡	seatunnel-cli/seatunnel_cli/skills.py	536	# Step 1: Fill routing labels / defaults for each pipeline	COMMENT
LOW⚡	seatunnel-cli/seatunnel_cli/skills.py	540	# Step 2: Collect all required options across pipelines (deduplicated)	COMMENT
LOW	seatunnel-cli/seatunnel_cli/skills.py	553	# Step 3: Single LLM call (fast model) to judge what's missing	COMMENT
LOW	…slation/flink/sink/FlinkSimpleAggregatedCommitter.java	117	// Step 1: Combine commits into global commit with schema evolution support	COMMENT
LOW	…slation/flink/sink/FlinkSimpleAggregatedCommitter.java	136	// Step 2: Commit the global commit	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	179	// Step 1: Run job to write data from MySQL to Iceberg	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	185	// Step 2: Run verification job (Iceberg -> Assert)	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	202	// Step 1: Run job to write data from PostgreSQL to Iceberg	COMMENT
LOW⚡	…el/e2e/connector/iceberg/JdbcToIcebergTimestampIT.java	208	// Step 2: Run verification job (Iceberg -> Assert)	COMMENT

Modern AI Meta-Vocabulary8 hits · 23 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/zh/introduction/rag-data-processing.md	1	# RAG Ready 数据处理	COMMENT
MEDIUM	docs/zh/introduction/rag-data-processing.md	5	## 为什么 RAG 需要一条数据管道	COMMENT
MEDIUM	docs/zh/transforms/embedding.md	642	### Customize the embedding model	COMMENT
MEDIUM	docs/en/introduction/rag-data-processing.md	1	# RAG-Ready Data Processing	COMMENT
MEDIUM	docs/en/introduction/rag-data-processing.md	5	## Why a data pipeline matters for RAG	COMMENT
MEDIUM	docs/en/introduction/rag-data-processing.md	175	### Which embedding model providers are supported?	COMMENT
MEDIUM	docs/en/transforms/embedding.md	662	### Customize the embedding model	COMMENT
MEDIUM	…he/seatunnel/e2e/connector/file/local/LocalFileIT.java	357	"mkdir -p /seatunnel/read/markdown && printf '# E2E Markdown RAG\\n## Child\\nBody\\n' > /seatun	CODE

Magic Placeholder Names4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	docs/zh/introduction/concepts/metadata-spi.md	348	api-key: your-api-key	CODE
HIGH	docs/zh/transforms/embedding.md	474	api_key = "your-api-key"	CODE
HIGH⚡	docs/en/introduction/concepts/metadata-spi.md	349	api-key: your-api-key	CODE
HIGH	docs/en/transforms/embedding.md	494	api_key = "your-api-key"	CODE

Unused Imports22 hits · 20 pts

Severity	File	Line	Context
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	17	CODE
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	18	CODE
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	19	CODE
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	19	CODE
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	19	CODE
LOW	seatunnel-cli/benchmark/runner.py	43	CODE
LOW	seatunnel-cli/benchmark/execution.py	45	CODE
LOW	seatunnel-cli/benchmark/scoring.py	36	CODE
LOW	seatunnel-cli/benchmark/compare.py	20	CODE
LOW	seatunnel-cli/benchmark/report.py	33	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	40	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	28	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	32	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	28	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	36	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	40	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	33	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/__init__.py	20	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/__init__.py	20	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/checkpoints.py	46	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/jobs.py	40	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/errors.py	32	CODE

Modern Structural Boilerplate10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/seatunnel-python-sdk/seatunnel/__init__.py	25	__all__ = [	CODE
LOW	seatunnel-cli/seatunnel_cli/connectors.py	47	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/skills.py	40	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	47	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/memory.py	312	def update_summary(self, summary: str) -> None:	CODE
LOW	seatunnel-cli/seatunnel_cli/rest.py	35	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/agents.py	49	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/cli.py	47	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	43	logger = logging.getLogger(__name__)	CODE
LOW	seatunnel-cli/seatunnel_cli/diagnostics/__init__.py	22	__all__ = ["ParsedError", "parse_error"]	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…nnel-starter/src/main/bin/seatunnel-metadata-export.sh	22	# Usage:	COMMENT
LOW	seatunnel-cli/bin/seatunnel-ai.sh	21	# Usage:	COMMENT
LOW	…unnel-trace/seatunnel-trace-analyzer/analyze-traces.sh	21	# Usage:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	seatunnel-cli/seatunnel_cli/agents.py	259	# Check if any trigger condition matches	COMMENT
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	820	# Check if this message contains tool results	COMMENT
LOW	seatunnel-cli/seatunnel_cli/llm_provider.py	835	# Check if this message contains tool use (assistant with tool calls)	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ctors/seatunnel/hive/utils/HiveTableTemplateUtils.java	133	// This is a basic implementation - could be enhanced for more complex cases	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	seatunnel-cli/benchmark/runner.py	434	# Per-task boundary: an unexpected harness error (scoring	COMMENT

apache/seatunnel

Open-Source Code Quality, Security and Technical Debt Review