Repository Analysis

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..

5.4 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of redisson/redisson, a Java project with 24,374 GitHub stars. SynthScan v2.0 examined 626,875 lines of code across 3653 source files, recording 298 pattern matches distributed across 6 syntactic categories. The overall adjusted score of 5.4 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

5.4
Adjusted Score
5.4
Raw Score
100%
Time Factor
2026-07-13
Last Push
24.4K
Stars
Java
Language
626.9K
Lines of Code
3.7K
Files
298
Pattern Hits
2026-07-14
Scan Date
0.07
HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 241HIGH 0MEDIUM 2LOW 55

Directory Score Breakdown

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

Pattern Findings

The scanner identified 298 distinct pattern matches across 6 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hallucination Indicators241 hits · 3340 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.java858 org.junit.jupiter.api.Assertions.assertEquals(5, res.size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java859 org.junit.jupiter.api.Assertions.assertTrue((Boolean)res.get(0));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java860 org.junit.jupiter.api.Assertions.assertTrue((Boolean)res.get(1));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java861 org.junit.jupiter.api.Assertions.assertEquals("3", res.get(2));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java862 org.junit.jupiter.api.Assertions.assertEquals(1L, res.get(3));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java863 org.junit.jupiter.api.Assertions.assertEquals(2L, res.get(4));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java868 org.junit.jupiter.api.Assertions.assertEquals(map, redisson.getMap("test"));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java870 org.junit.jupiter.api.Assertions.assertEquals(redisson.getAtomicLong("counter").get(), 2);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java202 org.junit.jupiter.api.Assertions.fail(e);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java415 org.junit.jupiter.api.Assertions.fail(e);CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java676 org.junit.jupiter.api.Assertions.assertEquals("2", val1.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java677 org.junit.jupiter.api.Assertions.assertEquals("3", val2.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java690 org.junit.jupiter.api.Assertions.assertEquals("2", val1.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java691 org.junit.jupiter.api.Assertions.assertEquals("3", val2.toCompletableFuture().getNow(null));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java703 org.junit.jupiter.api.Assertions.assertEquals(539, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java719 org.junit.jupiter.api.Assertions.assertEquals(0, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java730 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(210*5, res.getResponses().size());CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java836 org.junit.jupiter.api.Assertions.assertTrue(e.awaitTermination(30, TimeUnit.SECONDS));CODE
CRITICAL…sson/src/test/java/org/redisson/RedissonBatchTest.java842 org.junit.jupiter.api.Assertions.assertEquals(a.toCompletableFuture().getNow(null), element);CODE
CRITICAL…son/src/test/java/org/redisson/RedissonSearchTest.java1321 .groupBy(org.redisson.api.search.GroupBy.fieldNames("@category")CODE
CRITICAL…son/src/test/java/org/redisson/RedissonSearchTest.java1322 .reducers(org.redisson.api.search.Reducer.count().as("count"),CODE
CRITICAL…son/src/test/java/org/redisson/RedissonSearchTest.java1323 org.redisson.api.search.Reducer.avg("@price").as("avg_price")))CODE
CRITICAL…ansaction/RedissonTransactionalLocalCachedMapTest.java77 org.redisson.api.options.LocalCachedMapOptions.name("test1").codec(CODEC));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.java1187 return zRevRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1240 return zCount(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1272 return zRemRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1894 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1896 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1898 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1901 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1903 c = org.redisson.api.RScript.ReturnType.VALUE.getCommand();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.java1187 return zRevRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1240 return zCount(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1272 return zRemRangeByScore(key, org.springframework.data.domain.Range.closed(min, max));CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1894 c = org.redisson.api.RScript.ReturnType.BOOLEAN.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1896 c = org.redisson.api.RScript.ReturnType.LONG.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1898 c = org.redisson.api.RScript.ReturnType.LIST.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1901 c = org.redisson.api.RScript.ReturnType.STRING.getCommand();CODE
CRITICAL…edisson/spring/data/connection/RedissonConnection.java1903 c = org.redisson.api.RScript.ReturnType.VALUE.getCommand();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
181 more matches not shown…
Over-Commented Block50 hits · 50 pts
SeverityFileLineSnippetContext
LOW…sson/src/test/java/org/redisson/RedissonBatchTest.java781 org.junit.jupiter.api.Assertions.assertEquals(210*5, res.getResponses().size());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.java1061// params.add(System.currentTimeMillis());COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1081// }COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1161// params.add(92233720368547758L);COMMENT
LOW…isson/src/main/java/org/redisson/RedissonSetCache.java1181// }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.md601```javaCOMMENT
LOWdocs/cache-api-implementations.md621 // Follow options are available:COMMENT
LOWdocs/cache-api-implementations.md641 .reconnectionStrategy(ReconnectionStrategy.NONE)COMMENT
LOWdocs/cache-api-implementations.md761 // Defines local cache eviction policy.COMMENT
LOWdocs/cache-api-implementations.md781 // NONE - Default. No reconnection handlingCOMMENT
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.md181 // Defines local cache eviction policy.COMMENT
LOWdocs/data-and-services/collections.md201 // NONE - Default. No reconnection handlingCOMMENT
LOWdocs/data-and-services/collections.md1441 .keyCodec(codec)COMMENT
LOWdocs/data-and-services/collections.md1461COMMENT
LOWdocs/data-and-services/collections.md1481 // Defines local cache synchronization strategy.COMMENT
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 Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java210 TestPerson original = new TestPerson("John Doe", 30);CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java222 assertThat(person.getName()).isEqualTo("John Doe");CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java229 TestAddress address = new TestAddress("123 Main St", "New York");CODE
LOW…est/java/org/redisson/codec/JsonJackson3CodecTest.java240 assertThat(person.getAddress().getStreet()).isEqualTo("123 Main St");CODE
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMdocs/spring-ai-vector-store.md282### 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