AI Slop Code RIsk Monitor

redisson/redisson

Redisson: Valkey & Redis Java Client and Real-Time Data Platform. Sync/Async/RxJava/Reactive API. Over 50 Valkey and Redis based Java objects and services: Set, Multimap, SortedSet, Map, List, Queue, Deque, Semaphore, Lock, AtomicLong, Map Reduce, Bloom filter, Spring, Tomcat, Scheduler, JCache API, Hibernate, RPC, local cache..

5.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for redisson/redisson, a Java project with 24,412 GitHub stars. SynthScan examined 663,956 lines of code across 3788 source files, recording 324 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 5.6 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.6
Adjusted Signal
5.6
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
24.4K
Stars
Java
Language
664.0K
Lines of Code
3.8K
Files
324
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 52 finding(s).

Hallucinated Dependency & Supply Chain Risk 23.9/100 · LOW

Are imports declared and package/API names verified? 272 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 18.4/100 · LOW

Which changes need focused human review? 324 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 263HIGH 0MEDIUM 2LOW 59

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 324 distinct pattern matches across 6 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 Indicators263 hits · 3620 pts
SeverityFileLineSnippetContext
CRITICAL…sson/src/test/java/org/redisson/RedissonTopicTest.java316 org.assertj.core.api.Assertions.assertThat(msg).isEqualTo("testmsg");CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonTopicTest.java321 org.assertj.core.api.Assertions.assertThat(msg).isEqualTo("testmsg");CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonTopicTest.java339 org.assertj.core.api.Assertions.assertThat(msg).isEqualTo("testmsg");CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonTopicTest.java347 org.assertj.core.api.Assertions.assertThat(msg).isEqualTo(1L);CODE
CRITICAL…est/java/org/redisson/RedissonFasterMultiLockTest.java377 org.assertj.core.api.Assertions.setMaxStackTraceElementsDisplayed(50);CODE
CRITICAL…rc/test/java/org/redisson/RedissonRateLimiterTest.java138 org.assertj.core.api.Assertions.assertThatThrownBy(() -> limiter.tryAcquire(20))CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java909 org.junit.jupiter.api.Assertions.assertEquals(5, res.size());CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java910 org.junit.jupiter.api.Assertions.assertTrue((Boolean)res.get(0));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java911 org.junit.jupiter.api.Assertions.assertTrue((Boolean)res.get(1));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java912 org.junit.jupiter.api.Assertions.assertEquals("3", res.get(2));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java913 org.junit.jupiter.api.Assertions.assertEquals(1L, res.get(3));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java914 org.junit.jupiter.api.Assertions.assertEquals(2L, res.get(4));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java919 org.junit.jupiter.api.Assertions.assertEquals(map, redisson.getMap("test"));CODE
CRITICAL⚡…sson/src/test/java/org/redisson/RedissonBatchTest.java921 org.junit.jupiter.api.Assertions.assertEquals(redisson.getAtomicLong("counter").get(), 2);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java253 org.junit.jupiter.api.Assertions.fail(e);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java466 org.junit.jupiter.api.Assertions.fail(e);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java727 org.junit.jupiter.api.Assertions.assertEquals("2", val1.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java728 org.junit.jupiter.api.Assertions.assertEquals("3", val2.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java741 org.junit.jupiter.api.Assertions.assertEquals("2", val1.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java742 org.junit.jupiter.api.Assertions.assertEquals("3", val2.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java754 org.junit.jupiter.api.Assertions.assertEquals(539, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java770 org.junit.jupiter.api.Assertions.assertEquals(0, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java781 org.junit.jupiter.api.Assertions.assertEquals(0, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java832 org.junit.jupiter.api.Assertions.assertEquals(210*5, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java887 org.junit.jupiter.api.Assertions.assertTrue(e.awaitTermination(30, TimeUnit.SECONDS));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java893 org.junit.jupiter.api.Assertions.assertEquals(a.toCompletableFuture().getNow(null), element);CODE
CRITICAL⚡…son/src/test/java/org/redisson/RedissonSearchTest.java1343 .groupBy(org.redisson.api.search.GroupBy.fieldNames("@category")CODE
CRITICAL⚡…son/src/test/java/org/redisson/RedissonSearchTest.java1344 .reducers(org.redisson.api.search.Reducer.count().as("count"),CODE
CRITICAL⚡…son/src/test/java/org/redisson/RedissonSearchTest.java1345 org.redisson.api.search.Reducer.avg("@price").as("avg_price")))CODE
CRITICAL…ansaction/RedissonTransactionalLocalCachedMapTest.java84 org.redisson.api.options.LocalCachedMapOptions.name("test1").codec(CODEC));CODE
CRITICAL…ata/connection/RedissonReactiveStringCommandsTest.java88 .isCloseTo(ttlBefore, org.assertj.core.data.Offset.offset(2000L));CODE
CRITICAL⚡…ata/connection/RedissonReactiveStringCommandsTest.java133 org.springframework.data.redis.connection.RedisStringCommands.SetOption.upsert(),CODE
CRITICAL⚡…ata/connection/RedissonReactiveStringCommandsTest.java134 org.springframework.data.redis.connection.RedisStringCommands.SetOption.ifAbsent(),CODE
CRITICAL⚡…ata/connection/RedissonReactiveStringCommandsTest.java135 org.springframework.data.redis.connection.RedisStringCommands.SetOption.ifPresent()CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java93 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java95 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java97 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java100 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java102 c = org.redisson.api.RScript.ReturnType.VALUE.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1207 return zRevRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1260 return zCount(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1292 return zRemRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1914 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1916 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1918 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1921 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1923 c = org.redisson.api.RScript.ReturnType.VALUE.getCommand();CODE
CRITICAL…ata/connection/RedissonReactiveStringCommandsTest.java88 .isCloseTo(ttlBefore, org.assertj.core.data.Offset.offset(2000L));CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java93 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java95 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java97 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java100 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
CRITICAL⚡…data/connection/RedissonReactiveScriptingCommands.java102 c = org.redisson.api.RScript.ReturnType.VALUE.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1207 return zRevRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1260 return zCount(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1292 return zRemRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1914 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1916 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1918 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL⚡…edisson/spring/data/connection/RedissonConnection.java1921 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
203 more matches not shown…
Over-Commented Block49 hits · 48 pts
SeverityFileLineSnippetContext
LOW…sson/src/test/java/org/redisson/RedissonBatchTest.java841// RBatch batch = redisson.createBatch(batchOptions);COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java61// }COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java101COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java121// double tailScore = getTailScore(connection);COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java141 @OverrideCOMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java161// }COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java281// if (vals.isEmpty()) {COMMENT
LOW…n/src/main/java/org/redisson/RedissonSubSortedSet.java301// BinarySearchResult<V> res = redissonSortedSet.binarySearch(tailValue, connection);COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1181// params.add(byPattern);COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1201// if (order != null) {COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1281// params.add("BY");COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1301// params.add(destName);COMMENT
LOW…redisson/transaction/RedissonTransactionalBuckets.java121 } else {COMMENT
LOW…redisson/transaction/RedissonTransactionalBuckets.java141// Object st = state.get(key);COMMENT
LOW…redisson/transaction/RedissonTransactionalBuckets.java161// if (res > 0) {COMMENT
LOW…query/hybrid/CombineReciprocalRankFusionFinalStep.java21 * @author Nikita KoksharovCOMMENT
LOW…isson/client/protocol/decoder/StreamResultDecoder.java41 public Object decode(List<Object> parts, State state) {COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java41// container.stop();COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java101 container.setConnectionFactory(f);COMMENT
LOW…sson/spring/data/connection/RedissonSubscribeTest.java121// @OverrideCOMMENT
LOWdocs/cache-api-implementations.md621 // CAFFEINE - uses Caffeine implementationCOMMENT
LOWdocs/cache-api-implementations.md641 // Cache keys for stored invalidated entry hashes will be removed COMMENT
LOWdocs/cache-api-implementations.md761 // REDISSON - uses Redisson own implementationCOMMENT
LOWdocs/cache-api-implementations.md781 // LOAD - Store invalidated entry hash in invalidation log for 10 minutesCOMMENT
LOWdocs/cache/spring-cache.md61```javaCOMMENT
LOWdocs/cache/spring-cache.md81 // Follow options are available:COMMENT
LOWdocs/cache/spring-cache.md101.reconnectionStrategy(ReconnectionStrategy.NONE)COMMENT
LOWdocs/data-and-services/collections.md261COMMENT
LOWdocs/data-and-services/collections.md281 // or whole cache will be cleaned otherwise.COMMENT
LOWdocs/data-and-services/collections.md1521 // Defines codec used for keyCOMMENT
LOWdocs/data-and-services/collections.md1541 .cacheProvider(CacheProvider.REDISSON)COMMENT
LOWdocs/data-and-services/collections.md1561COMMENT
LOW…java/io/quarkus/cache/redisson/MultipleCachesTest.java41//COMMENT
LOW…arkus/client/it/QuarkusRedissonClientResourceTest.java41// @TestCOMMENT
LOW…java/io/quarkus/cache/redisson/MultipleCachesTest.java41//COMMENT
Fake / Example Data9 hits · 11 pts
SeverityFileLineSnippetContext
LOW⚡…rc/test/java/org/redisson/codec/JsonForyCodecTest.java318 TestPerson original = new TestPerson("John Doe", 30);CODE
LOW⚡…rc/test/java/org/redisson/codec/JsonForyCodecTest.java325 assertThat(((TestPerson) decoded).getName()).isEqualTo("John Doe");CODE
LOW⚡…rc/test/java/org/redisson/codec/JsonForyCodecTest.java332 new TestPersonWithAddress("Jane", new TestAddress("123 Main St", "New York"));CODE
LOW⚡…rc/test/java/org/redisson/codec/JsonForyCodecTest.java339 assertThat(person.getAddress().getStreet()).isEqualTo("123 Main St");CODE
LOW…rc/test/java/org/redisson/codec/JsonForyCodecTest.java462 assertThat(encodeToString(new TestPerson("John Doe", 30)))CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java213 TestPerson original = new TestPerson("John Doe", 30);CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java225 assertThat(person.getName()).isEqualTo("John Doe");CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java232 TestAddress address = new TestAddress("123 Main St", "New York");CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java243 assertThat(person.getAddress().getStreet()).isEqualTo("123 Main St");CODE
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMdocs/spring-ai-vector-store.md334### RAG Integration ExampleCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM…/src/main/java/org/redisson/connection/DNSMonitor.java112 log.warn("Use Redisson PRO version (https://redisson.pro/feature-comparison.html) with Proxy modCODE
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…isson/src/test/resources/docker-compose-slow-redis.yml1# Usage example:COMMENT