3.0

Adjusted Signal

3.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.4K

Stars

Java

Language

1.5M

Lines of Code

6.4K

Files

628

Pattern Hits

2026-10-31

Scan Date

0.06

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 0.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 146 finding(s).

Hallucinated Dependency & Supply Chain Risk 12.5/100 · LOW

Are imports declared and package/API names verified? 418 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 13.0/100 · LOW

Which changes need focused human review? 628 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 350HIGH 65MEDIUM 4LOW 209

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 628 distinct pattern matches across 13 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 Indicators350 hits · 3882 pts

Severity	File	Line	Snippet	Context
CRITICAL	…main/java/org/apache/iceberg/nessie/NessieCatalog.java	189	// in o.a.i.spark.Spark3Util.catalogAndIdentifier(o.a.s.sql.SparkSession, List<String>,	COMMENT
CRITICAL	…/java/org/apache/iceberg/rest/RemoteSignerServlet.java	188	org.apache.iceberg.rest.responses.ErrorResponse.builder()	CODE
CRITICAL	…test/java/org/apache/iceberg/hive/TestHiveCatalog.java	1390	return new org.apache.hadoop.hive.metastore.api.Table(	CODE
CRITICAL	…c/test/java/org/apache/iceberg/hive/TestHiveTable.java	527	new org.apache.hadoop.hive.metastore.api.Table(	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	118	org.apache.iceberg.expressions.Expressions.equal(pair.first(), pair.second());	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	136	UnboundPredicate<Float> expected = org.apache.iceberg.expressions.Expressions.isNaN("field3");	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	153	org.apache.iceberg.expressions.Expressions.notEqual(pair.first(), pair.second());	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	171	UnboundPredicate<Float> expected = org.apache.iceberg.expressions.Expressions.notNaN("field3");	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	189	org.apache.iceberg.expressions.Expressions.greaterThan("field1", 1);	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	205	org.apache.iceberg.expressions.Expressions.greaterThanOrEqual("field1", 1);	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	221	org.apache.iceberg.expressions.Expressions.lessThan("field1", 1);	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	237	org.apache.iceberg.expressions.Expressions.lessThanOrEqual("field1", 1);	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	255	UnboundPredicate<Object> expected = org.apache.iceberg.expressions.Expressions.isNull("field1");	CODE
CRITICAL	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	265	org.apache.iceberg.expressions.Expressions.notNull("field1");	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	281	org.apache.iceberg.expressions.Expressions.and(	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	282	org.apache.iceberg.expressions.Expressions.equal("field1", 1),	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	283	org.apache.iceberg.expressions.Expressions.equal("field2", 2L));	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	301	org.apache.iceberg.expressions.Expressions.or(	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	302	org.apache.iceberg.expressions.Expressions.equal("field1", 1),	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	303	org.apache.iceberg.expressions.Expressions.equal("field2", 2L));	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	321	org.apache.iceberg.expressions.Expressions.not(	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	322	org.apache.iceberg.expressions.Expressions.equal("field1", 1));	CODE
CRITICAL⚡	…st/java/org/apache/iceberg/flink/TestFlinkFilters.java	331	org.apache.iceberg.expressions.Expressions.startsWith("field5", "abc");	CODE
CRITICAL	…pache/iceberg/flink/TestManifestFileSerialization.java	72	.withPartition(org.apache.iceberg.TestHelpers.Row.of(1D))	CODE
CRITICAL	…pache/iceberg/flink/TestManifestFileSerialization.java	90	.withPartition(org.apache.iceberg.TestHelpers.Row.of(Double.NaN))	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	123	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	196	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	213	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	229	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	292	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	361	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…va/org/apache/iceberg/flink/TestFlinkCatalogTable.java	755	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	614	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	617	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	638	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	641	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	900	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	903	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	929	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…test/java/org/apache/iceberg/flink/DataGenerators.java	932	org.apache.iceberg.util.DateTimeUtil.nanosFromTimestamp(	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	118	.appendToTable(org.apache.iceberg.TestHelpers.Row.of("2020-03-20", 0), expectedRecords);	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	130	.appendToTable(org.apache.iceberg.TestHelpers.Row.of("2020-03-20", 0), inputRecords);	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	157	org.apache.iceberg.TestHelpers.Row.of("2020-03-2" + idx, Integer.toString(idx)),	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	426	helper.writeFile(org.apache.iceberg.TestHelpers.Row.of("2020-03-20", 0), expectedRecords);	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	429	org.apache.iceberg.TestHelpers.Row.of("2020-03-21", 0),	CODE
CRITICAL	…ava/org/apache/iceberg/flink/source/TestFlinkScan.java	498	org.apache.iceberg.TestHelpers.Row.of(	CODE
CRITICAL	…/java/org/apache/iceberg/flink/source/TestSqlBase.java	122	org.apache.iceberg.flink.TestHelpers.assertRecords(	CODE
CRITICAL	…/java/org/apache/iceberg/flink/source/TestSqlBase.java	150	org.apache.iceberg.flink.TestHelpers.assertRecords(	CODE
CRITICAL	…/java/org/apache/iceberg/flink/source/TestSqlBase.java	165	org.apache.iceberg.flink.TestHelpers.assertRecords(	CODE
CRITICAL	…/apache/iceberg/flink/source/TestFlinkInputFormat.java	166	org.apache.iceberg.TestHelpers.Row.of(record.get(1, Record.class).get(1));	CODE
CRITICAL	…pache/iceberg/flink/source/TestFlinkMetaDataTable.java	353	org.apache.iceberg.TestHelpers.Row.of("a"),	CODE
CRITICAL	…pache/iceberg/flink/source/TestFlinkMetaDataTable.java	364	org.apache.iceberg.TestHelpers.Row.of("b"),	CODE
CRITICAL	…pache/iceberg/flink/source/TestFlinkMetaDataTable.java	524	org.apache.iceberg.TestHelpers.Row.of("a"),	CODE
CRITICAL	…pache/iceberg/flink/source/TestFlinkMetaDataTable.java	532	org.apache.iceberg.TestHelpers.Row.of("b"),	CODE
CRITICAL	…rg/apache/iceberg/flink/source/TestFlinkSourceSql.java	84	org.apache.iceberg.flink.TestHelpers.assertRecords(	CODE
CRITICAL	…link/source/TestIcebergSourceBoundedConverterBase.java	132	.appendToTable(org.apache.iceberg.TestHelpers.Row.of(dateStr, 0), expectedRecords);	CODE
CRITICAL	…c/main/java/org/apache/iceberg/flink/FlinkCatalog.java	850	org.apache.flink.table.api.Schema.newBuilder()	CODE
CRITICAL	…c/main/java/org/apache/iceberg/flink/FlinkCatalog.java	889	org.apache.flink.table.api.Schema.newBuilder().fromResolvedSchema(resolvedSchema).build();	CODE
CRITICAL⚡	…/sink/shuffle/StatisticsRecordSerializerBenchmark.java	61	* at org.apache.flink.api.java.typeutils.runtime.kryo.FlinkChillPackageRegistrar.registerSerializers(FlinkChillPack	COMMENT
CRITICAL⚡	…/sink/shuffle/StatisticsRecordSerializerBenchmark.java	62	* at org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.getKryoInstance(KryoSerializer.java:504)	COMMENT
290 more matches not shown…

Cross-File Repetition62 hits · 310 pts

Severity	File	Line	Snippet	Context
HIGH	…pache/iceberg/flink/TestFlinkVariantShreddingType.java	0	insert into %s values (1, parse_json('{"name": "alice", "age": 30}')), (2, parse_json('{"name": "bob", "age": 25}')), (3	STRING
HIGH	…pache/iceberg/flink/TestFlinkVariantShreddingType.java	0	insert into %s values (1, parse_json('{"name": "alice", "age": 30}')), (2, parse_json('{"name": "bob", "age": 25}')), (3	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	insert into %s values (1, parse_json('{"name": "alice", "age": 30}')), (2, parse_json('{"name": "bob", "age": 25}')), (3	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	insert into %s values (1, parse_json('{"name": "alice", "age": 30}')), (2, parse_json('{"name": "bob", "age": 25}')), (3	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	insert into %s values (1, parse_json('{"name": "alice", "age": 30}')), (2, parse_json('{"name": "bob", "age": 25}')), (3	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30, "dummy": null}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, par	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30, "dummy": null}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, par	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30, "dummy": null}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, par	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"age": "25"}')),\ (2, parse_json('{"age": 30}')),\ (3, parse_json('{"age": "35"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"age": "25"}')),\ (2, parse_json('{"age": 30}')),\ (3, parse_json('{"age": "35"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"age": "25"}')),\ (2, parse_json('{"age": 30}')),\ (3, parse_json('{"age": "35"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"active": true}')),\ (2, parse_json('{"active": false}')),\ (3, parse_json('{"active": true}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"active": true}')),\ (2, parse_json('{"active": false}')),\ (3, parse_json('{"active": true}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"active": true}')),\ (2, parse_json('{"active": false}')),\ (3, parse_json('{"active": true}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.456789}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.456789}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.456789}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.45}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.45}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"price": 123.45}')),\ (2, parse_json('{"price": 678.90}')),\ (3, parse_json('{"price": 999.99}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('["java", "scala", "python"]')),\ (2, parse_json('["rust", "go"]')),\ (3, parse_json('["javascript"]'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('["java", "scala", "python"]')),\ (2, parse_json('["rust", "go"]')),\ (3, parse_json('["javascript"]'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('["java", "scala", "python"]')),\ (2, parse_json('["rust", "go"]')),\ (3, parse_json('["javascript"]'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"tags": ["java", "scala", "python"]}')),\ (2, parse_json('{"tags": ["rust", "go"]}')),\ (3, parse_json(	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"tags": ["java", "scala", "python"]}')),\ (2, parse_json('{"tags": ["rust", "go"]}')),\ (3, parse_json(	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"tags": ["java", "scala", "python"]}')),\ (2, parse_json('{"tags": ["rust", "go"]}')),\ (3, parse_json(	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"location": {"city": "seattle", "zip": 98101}, "tags": ["java", "scala", "python"]}')),\ (2, parse_json	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"location": {"city": "seattle", "zip": 98101}, "tags": ["java", "scala", "python"]}')),\ (2, parse_json	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"location": {"city": "seattle", "zip": 98101}, "tags": ["java", "scala", "python"]}')),\ (2, parse_json	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 10}')),\ (2, parse_json('{"value": 1000}')),\ (3, parse_json('{"value": 100000}')),\ (4, parse	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 10}')),\ (2, parse_json('{"value": 1000}')),\ (3, parse_json('{"value": 100000}')),\ (4, parse	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 10}')),\ (2, parse_json('{"value": 1000}')),\ (3, parse_json('{"value": 100000}')),\ (4, parse	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 1.5}')),\ (2, parse_json('{"value": 123.456789}')),\ (3, parse_json('{"value": 123456789123456	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 1.5}')),\ (2, parse_json('{"value": 123.456789}')),\ (3, parse_json('{"value": 123456789123456	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"value": 1.5}')),\ (2, parse_json('{"value": 123.456789}')),\ (3, parse_json('{"value": 123456789123456	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, parse_json('{"name": "bob", "age": 25}')),\ (3, parse_json('{"name	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"city": "nyc"}'), parse_json('{"source": "web"}')),\ (2, parse_json('{"city": "la"}'), parse_json('{"so	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"city": "nyc"}'), parse_json('{"source": "web"}')),\ (2, parse_json('{"city": "la"}'), parse_json('{"so	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"city": "nyc"}'), parse_json('{"source": "web"}')),\ (2, parse_json('{"city": "la"}'), parse_json('{"so	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('null')),\ (2, parse_json('null')),\ (3, parse_json('null'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('null')),\ (2, parse_json('null')),\ (3, parse_json('null'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('null')),\ (2, parse_json('null')),\ (3, parse_json('null'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, null),\ (3, parse_json('{"name": "charlie", "age": 35}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, null),\ (3, parse_json('{"name": "charlie", "age": 35}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice", "age": 30}')),\ (2, null),\ (3, parse_json('{"name": "charlie", "age": 35}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice"}')),\ (2, parse_json('{"name": "bob"}')),\ (3, parse_json('{"name": "charlie"}')),\ (4,	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice"}')),\ (2, parse_json('{"name": "bob"}')),\ (3, parse_json('{"name": "charlie"}')),\ (4,	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"name": "alice"}')),\ (2, parse_json('{"name": "bob"}')),\ (3, parse_json('{"name": "charlie"}')),\ (4,	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"score": 95}')),\ (2, parse_json('{"score": 88}')),\ (3, parse_json('{"score": 72}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"score": 95}')),\ (2, parse_json('{"score": 88}')),\ (3, parse_json('{"score": 72}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"score": 95}')),\ (2, parse_json('{"score": 88}')),\ (3, parse_json('{"score": 72}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(4, parse_json('{"score": "high"}')),\ (5, parse_json('{"score": "medium"}')),\ (6, parse_json('{"score": "low"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(4, parse_json('{"score": "high"}')),\ (5, parse_json('{"score": "medium"}')),\ (6, parse_json('{"score": "low"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(4, parse_json('{"score": "high"}')),\ (5, parse_json('{"score": "medium"}')),\ (6, parse_json('{"score": "low"}'))\	STRING
HIGH	…apache/iceberg/spark/variant/TestVariantShredding.java	0	(1, parse_json('{"val": 123.45}')),\ (2, parse_json('{"val": 678.90}')),\ (3, parse_json('{"val": 999.99}')),\ (4, parse	STRING
2 more matches not shown…

Over-Commented Block138 hits · 138 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	#	COMMENT
LOW	…main/java/org/apache/iceberg/nessie/NessieCatalog.java	181	}	COMMENT
LOW	docker/iceberg-rest-fixture/entrypoint.sh	1	#!/usr/bin/env sh	COMMENT
LOW	docker/iceberg-flink-quickstart/docker-compose.yml	1	#	COMMENT
LOW	…st/java/org/apache/iceberg/TestMetadataTableScans.java	1221	Expressions.equal("partition.data_bucket", 0),	COMMENT
LOW	…/test/java/org/apache/iceberg/util/TestBinPacking.java	201	// 2. [5, 1]	COMMENT
LOW	…in/java/org/apache/iceberg/IncrementalFileCleanup.java	201	: -1;	COMMENT
LOW	…in/java/org/apache/iceberg/IncrementalFileCleanup.java	241	if (!isFromAncestor && isFromExpiringSnapshot && manifest.hasAddedFiles()) {	COMMENT
LOW	…g/apache/iceberg/flink/sink/IcebergFilesCommitter.java	341	"Should have no referenced data files for append.");	COMMENT
LOW	…va/org/apache/iceberg/flink/sink/IcebergCommitter.java	281	logCommitSummary(summary, description);	COMMENT
LOW	…iceberg/flink/sink/shuffle/DataStatisticsOperator.java	121		COMMENT
LOW	…va/org/apache/iceberg/flink/sink/IcebergCommitter.java	281	logCommitSummary(summary, description);	COMMENT
LOW	…va/org/apache/iceberg/flink/sink/IcebergCommitter.java	281	logCommitSummary(summary, description);	COMMENT
LOW	docs/mkdocs.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	gradle/libs.versions.toml	1	#	COMMENT
LOW	.github/labeler.yml	1	#	COMMENT
LOW	.github/dependabot.yml	1	#	COMMENT
LOW	…hub/trivyignore/kafka-connect-runtime.trivyignore.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…hub/trivyignore/kafka-connect-runtime.trivyignore.yaml	21	# aligned to the project version (2.22.x). The remaining findings come from	COMMENT
LOW	.github/workflows/asf-allowlist-check.yml	1	#	COMMENT
LOW	.github/workflows/labeler.yml	1	#	COMMENT
LOW	.github/workflows/spark-ci.yml	1	#	COMMENT
LOW	.github/workflows/open-api.yml	1	#	COMMENT
LOW	.github/workflows/codeql.yml	1	#	COMMENT
LOW	.github/workflows/site-ci.yml	1	#	COMMENT
LOW	.github/workflows/source-release-ci.yml	1	#	COMMENT
LOW	.github/workflows/stale.yml	1	#	COMMENT
LOW	.github/workflows/jmh-benchmarks.yml	1	#	COMMENT
LOW	.github/workflows/zizmor.yml	1	#	COMMENT
LOW	.github/workflows/flink-ci.yml	1	#	COMMENT
LOW	.github/workflows/java-ci.yml	1	#	COMMENT
LOW	.github/workflows/kafka-connect-ci.yml	1	#	COMMENT
LOW	.github/workflows/license-check.yml	1	#	COMMENT
LOW	.github/workflows/publish-snapshot.yml	1	#	COMMENT
LOW	.github/workflows/pr-title-check.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.github/workflows/recurring-jmh-benchmarks.yml	1	#	COMMENT
LOW	.github/workflows/cve-scan.yml	1	#	COMMENT
LOW	.github/workflows/cve-scan.yml	81	# ------------------------------------------------------------------	COMMENT
LOW	.github/workflows/api-binary-compatibility.yml	1	#	COMMENT
LOW	.github/workflows/hive-ci.yml	1	#	COMMENT
LOW	.github/workflows/docs-ci.yml	1	#	COMMENT
LOW	.github/workflows/delta-conversion-ci.yml	1	#	COMMENT
LOW	…thub/workflows/publish-iceberg-rest-fixture-docker.yml	1	#	COMMENT
LOW	.github/ISSUE_TEMPLATE/iceberg_improvement.yml	1	#	COMMENT
LOW	.github/ISSUE_TEMPLATE/iceberg_question.yml	1	#	COMMENT
LOW	.github/ISSUE_TEMPLATE/iceberg_bug_report.yml	1	#	COMMENT
LOW	.github/ISSUE_TEMPLATE/iceberg_proposal.yml	1	#	COMMENT
LOW	site/mkdocs.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	site/requirements.txt	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	site/mkdocs-dev.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	site/markdownlint.yml	1	#	COMMENT
LOW	site/nav.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	site/docs/blog/.authors.yml	1	# Licensed to the Apache Software Foundation (ASF) under one or more	COMMENT
LOW	site/hooks/version_alias.py	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	site/dev/common.sh	1	#!/usr/bin/env bash	COMMENT
LOW	site/dev/serve-dev.sh	1	#!/usr/bin/env bash	COMMENT
LOW	site/dev/lint.sh	1	#!/usr/bin/env bash	COMMENT
LOW	site/dev/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	site/dev/clean.sh	1	#!/usr/bin/env bash	COMMENT
LOW	site/dev/setup_env.sh	1	#!/usr/bin/env bash	COMMENT
78 more matches not shown…

Fake / Example Data66 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	core/src/test/java/org/apache/iceberg/TestMetrics.java	673	String value = "Lorem ipsum dolor sit amet";	CODE
LOW	core/src/test/java/org/apache/iceberg/TestMetrics.java	673	String value = "Lorem ipsum dolor sit amet";	CODE
LOW	…ava/org/apache/iceberg/variants/VariantTestHelper.java	103	object.put("name", Variants.of("John Doe"));	CODE
LOW	…ava/org/apache/iceberg/flink/TestFlinkVariantType.java	98	shreddedObject.put("name", Variants.of("John Doe"));	CODE
LOW	…ava/org/apache/iceberg/flink/TestFlinkVariantType.java	125	assertThat(binaryVariant.getField("name").getString()).isEqualTo("John Doe");	CODE
LOW	…ava/org/apache/iceberg/flink/TestFlinkVariantType.java	98	shreddedObject.put("name", Variants.of("John Doe"));	CODE
LOW	…ava/org/apache/iceberg/flink/TestFlinkVariantType.java	125	assertThat(binaryVariant.getField("name").getString()).isEqualTo("John Doe");	CODE
LOW	…he/iceberg/azure/TestAdlsTokenCredentialProviders.java	149	return Mono.just(new AccessToken("dummy-token", OffsetDateTime.now().plusHours(1)));	CODE
LOW	…t/java/org/apache/iceberg/aws/TestRESTSigV4Signer.java	157	.withToken("fake_token")	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	138	RowFactory.create(1, "John Doe", "hr", Date.valueOf("2021-01-01")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	139	RowFactory.create(2, "Jane Doe", "hr", Date.valueOf("2021-01-02")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	185	1, "John Doe", "hr", Timestamp.valueOf("2021-01-01 00:00:00")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	187	2, "Jane Doe", "hr", Timestamp.valueOf("2021-01-02 00:00:00")),	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	795	"CALL %s.system.add_files('%s', '%s', map('naMe', 'John Doe'))",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	802	SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	807	.filter(r -> r[1].equals("John Doe"))	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	813	"SELECT id, `naMe`, dept, subdept from %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	821	"SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1237	RowFactory.create(1, "John Doe", "hr", "communications"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1238	RowFactory.create(2, "Jane Doe", "hr", "salary"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1288	RowFactory.create(1, "John Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1289	RowFactory.create(2, "Jane Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…test/java/org/apache/iceberg/spark/sql/TestSelect.java	698	sql("INSERT INTO %s VALUES (1, STRUCT('123 Main St'))", nestedStructTable);	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	121	RowFactory.create(1, "John Doe", "hr", Date.valueOf("2021-01-01")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	122	RowFactory.create(2, "Jane Doe", "hr", Date.valueOf("2021-01-02")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	168	1, "John Doe", "hr", Timestamp.valueOf("2021-01-01 00:00:00")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	170	2, "Jane Doe", "hr", Timestamp.valueOf("2021-01-02 00:00:00")),	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	797	"CALL %s.system.add_files('%s', '%s', map('naMe', 'John Doe'))",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	804	SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	809	.filter(r -> r[1].equals("John Doe"))	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	815	"SELECT id, `naMe`, dept, subdept from %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	823	"SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1239	RowFactory.create(1, "John Doe", "hr", "communications"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1240	RowFactory.create(2, "Jane Doe", "hr", "salary"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1290	RowFactory.create(1, "John Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1291	RowFactory.create(2, "Jane Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…test/java/org/apache/iceberg/spark/sql/TestSelect.java	690	sql("INSERT INTO %s VALUES (1, STRUCT('123 Main St'))", nestedStructTable);	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	138	RowFactory.create(1, "John Doe", "hr", Date.valueOf("2021-01-01")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	139	RowFactory.create(2, "Jane Doe", "hr", Date.valueOf("2021-01-02")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	185	1, "John Doe", "hr", Timestamp.valueOf("2021-01-01 00:00:00")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	187	2, "Jane Doe", "hr", Timestamp.valueOf("2021-01-02 00:00:00")),	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	795	"CALL %s.system.add_files('%s', '%s', map('naMe', 'John Doe'))",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	802	SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	807	.filter(r -> r[1].equals("John Doe"))	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	813	"SELECT id, `naMe`, dept, subdept from %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	821	"SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1237	RowFactory.create(1, "John Doe", "hr", "communications"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1238	RowFactory.create(2, "Jane Doe", "hr", "salary"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1288	RowFactory.create(1, "John Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	1289	RowFactory.create(2, "Jane Doe", toDate("2021-01-01"), "01"),	CODE
LOW	…test/java/org/apache/iceberg/spark/sql/TestSelect.java	698	sql("INSERT INTO %s VALUES (1, STRUCT('123 Main St'))", nestedStructTable);	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	138	RowFactory.create(1, "John Doe", "hr", Date.valueOf("2021-01-01")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	139	RowFactory.create(2, "Jane Doe", "hr", Date.valueOf("2021-01-02")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	185	1, "John Doe", "hr", Timestamp.valueOf("2021-01-01 00:00:00")),	CODE
LOW	…rg/spark/extensions/TestRewriteManifestsProcedure.java	187	2, "Jane Doe", "hr", Timestamp.valueOf("2021-01-02 00:00:00")),	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	795	"CALL %s.system.add_files('%s', '%s', map('naMe', 'John Doe'))",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	802	SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	807	.filter(r -> r[1].equals("John Doe"))	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	813	"SELECT id, `naMe`, dept, subdept from %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
LOW⚡	…he/iceberg/spark/extensions/TestAddFilesProcedure.java	821	"SELECT id, `naMe`, dept, subdept FROM %s WHERE `naMe` = 'John Doe' ORDER BY id",	CODE
6 more matches not shown…

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	AGENTS.md	231	Pull requests that are authored or substantially generated by AI agents must disclose that in the PR description. Al	CODE
HIGH	AGENTS.md	239	See the [ASF generative tooling guidelines](https://www.apache.org/legal/generative-tooling.html) for additional policy	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/cve-scan.yml	81	# ------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/cve-scan.yml	92	# ------------------------------------------------------------------	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	open-api/rest-catalog-open-api.py	1939	description='An expression that limits which rows the reader may return.\n1. The expression must evaluate to a b	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/iceberg-flink-quickstart/docker-compose.yml	116	# Create the warehouse bucket	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…main/java/org/apache/iceberg/util/ZOrderByteUtils.java	38	* https://aws.amazon.com/blogs/database/z-order-indexing-for-multifaceted-queries-in-amazon-dynamodb-part-2/	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	site/dev/common.sh	30	# Check if the remote exists before attempting to add it	COMMENT
LOW	site/dev/common.sh	185	# Check if running in dev mode (only build nightly and latest for faster iteration)	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker/iceberg-flink-quickstart/docker-compose.yml	22	# Usage:	COMMENT

Hyper-Verbose Identifiers1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	site/docs/assets/javascript/lottie-player.js	76	*/function o(t,e,r){var i,s=t;return"object"==typeof t?(s=t.slot,i=t):i={flatten:e},r?l({slot:s,flatten:e,selector:r}	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	open-api/rest-catalog-open-api.py	18		CODE

apache/iceberg

Open-Source Code Quality, Security and Technical Debt Review