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AI Slop Code Risk Monitor

redis/jedis

SlopCodeMonitor badge for redis/jedis Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Redis Java client

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for redis/jedis, a Java project with 12,369 GitHub stars. SynthScan examined 279,554 lines of code across 1279 source files, recording 98 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.0 (Low 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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
12.4K
Stars
Java
Language
279.6K
Lines of Code
1.3K
Files
98
Pattern Hits
2026-10-31
Scan Date
0.01
HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 46 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 43 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 98 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 14HIGH 0MEDIUM 9LOW 75

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 98 distinct pattern matches across 7 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 Indicators14 hits · 155 pts
SeverityFileLineSnippetContext
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java357 Rawable rawableKey = redis.clients.jedis.args.RawableFactory.from("testkey".getBytes());CODE
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java371 Rawable rawableKey = redis.clients.jedis.args.RawableFactory.from("testkey");CODE
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java384 Rawable rawableKey1 = redis.clients.jedis.args.RawableFactory.from("{user}:1".getBytes());CODE
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java385 Rawable rawableKey2 = redis.clients.jedis.args.RawableFactory.from("{user}:2".getBytes());CODE
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java404 Rawable rawableKey = redis.clients.jedis.args.RawableFactory.from("rawableKey".getBytes());CODE
CRITICAL…ava/redis/clients/jedis/ClusterCommandObjectsTest.java424 Rawable rawableKey = redis.clients.jedis.args.RawableFactory.from("rawableKey".getBytes());CODE
CRITICAL…ts/jedis/commands/unified/StreamsCommandsTestBase.java1266 redis.clients.jedis.params.XCfgSetParams.xCfgSetParams().idmpDuration(1000)CODE
CRITICAL…ts/jedis/commands/unified/StreamsCommandsTestBase.java1281 redis.clients.jedis.params.XCfgSetParams.xCfgSetParams().idmpDuration(100)CODE
CRITICAL⚡…unified/search/JsonSearchWithGsonCommandsTestBase.java65 redis.clients.jedis.search.schemafields.TextField.of(FieldName.of("$.name").as("name")),CODE
CRITICAL⚡…unified/search/JsonSearchWithGsonCommandsTestBase.java66 redis.clients.jedis.search.schemafields.TextField.of(FieldName.of("$.phone").as("phone")),CODE
CRITICAL⚡…unified/search/JsonSearchWithGsonCommandsTestBase.java67 redis.clients.jedis.search.schemafields.NumericField.of(FieldName.of("$.age").as("age"))));CODE
CRITICAL…nts/jedis/commands/jedis/BinaryValuesCommandsTest.java498 org.junit.jupiter.api.Assertions.assertThrows(JedisDataException.class,CODE
CRITICAL…s/clients/jedis/mcf/MultiDbConnectionProviderTest.java224 redis.clients.jedis.mcf.HealthCheckStrategy.Config.builder().interval(5).timeout(50)CODE
CRITICAL…main/java/redis/clients/jedis/params/ArgrepParams.java273 return redis.clients.jedis.util.SafeEncoder.encode(s);CODE
Decorative Section Separators9 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUM…dis/commands/unified/BinaryValuesCommandsTestBase.java468 // ── INCREX (binary) ──────────────────────────────────────────COMMENT
MEDIUM…dis/commands/unified/StringValuesCommandsTestBase.java356 // ── INCREX ──────────────────────────────────────────COMMENT
MEDIUM…nts/jedis/commands/jedis/BinaryValuesCommandsTest.java442 // ── INCREX (binary) ──────────────────────────────────────────COMMENT
MEDIUM…nts/jedis/commands/jedis/StringValuesCommandsTest.java344 // ── INCREX ──────────────────────────────────────────COMMENT
MEDIUMsrc/main/java/redis/clients/jedis/CommandObjects.java673 // ── INCREX ─────────────────────────────────────────────COMMENT
MEDIUM⚡…main/java/redis/clients/jedis/mcf/HealthCheckImpl.java230 * T0: Start Check #1 ────────────────────┐COMMENT
MEDIUM⚡…main/java/redis/clients/jedis/mcf/HealthCheckImpl.java231 * T1: Start Check #2 ──────────┐ │COMMENT
MEDIUM⚡…main/java/redis/clients/jedis/mcf/HealthCheckImpl.java233 * T3: Check #2 completes ──────┘ │ → status = "Healthy"COMMENT
MEDIUM⚡…main/java/redis/clients/jedis/mcf/HealthCheckImpl.java234 * T4: Check #1 completes ────────────────┘ → status = "Unhealthy" (STALE!)COMMENT
Fake / Example Data29 hits · 29 pts
SeverityFileLineSnippetContext
LOWdocs/redisearch.md65fields.put("body", "lorem ipsum");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java76 person.put("name", "John Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java122 book.put("author", "Jane Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java133 assertThat(getRootMap, hasEntry("author", "Jane Doe"));CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java159 book.put("author", "Jane Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java314 initialUser.put("name", "John Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java330 expectedUser.put("name", "John Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java344 initialUser.put("name", "Jane Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java370 person.setName("John Doe");CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java381 assertThat(resultMap, hasEntry("name", "John Doe"));CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java398 assertThat(getRoot.getName(), equalTo("Jane Doe"));CODE
LOW…nds/commandobjects/CommandObjectsJsonCommandsTest.java754 assertThat(getAfter, jsonEquals(new JSONArray().put("John Doe")));CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java87 hset = exec(commandObjects.hsetObject(book1000, "author", "John Doe"));CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java94 hash.put("author", "Jane Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java110 assertThat(document.get("author"), equalTo("John Doe"));CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java122 assertThat(documentByPrice.get("author"), equalTo("Jane Doe"));CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java167 hash.put("author", "John Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java175 hash2.put("author", "Jane Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java209 bookRedisInAction.put("author", "John Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java217 bookRedisEssentials.put("author", "Jane Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java253 bookRedisInAction.put("author", "John Doe");CODE
LOW…dobjects/CommandObjectsSearchAndQueryCommandsTest.java261 bookRedisEssentials.put("author", "Jane Doe");CODE
LOW…is/commands/unified/search/SearchCommandsTestBase.java183 fields.put("body", "lorem ipsum");CODE
LOW…s/unified/search/SearchWithParamsCommandsTestBase.java206 fields.put("body", "lorem ipsum");CODE
LOW…s/unified/search/SearchWithParamsCommandsTestBase.java453 regular.put("body", "lorem ipsum");CODE
LOW…mmands/unified/search/AggregationCommandsTestBase.java380 fields.put("body", "lorem ipsum");CODE
LOW…commands/unified/json/RedisJsonV1CommandsTestBase.java202 Person person = new Person("John Doe", 25, "123 Main Street", "123-456-7890", childrens);CODE
LOW…commands/unified/json/RedisJsonV1CommandsTestBase.java202 Person person = new Person("John Doe", 25, "123 Main Street", "123-456-7890", childrens);CODE
LOW…is/clients/jedis/modules/RedisModulesPipelineTest.java77 fields.put("body", "lorem ipsum");CODE
Over-Commented Block29 hits · 29 pts
SeverityFileLineSnippetContext
LOWsrc/test/resources/redismodule.h21#define REDISMODULE_LIST_HEAD 0COMMENT
LOWsrc/test/resources/redismodule.h41#define REDISMODULE_POSTPONED_ARRAY_LEN -1COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java1//package redis.clients.jedis;COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java21//import org.mockito.invocation.InvocationOnMock;COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java41// JedisClusterConnectionHandler connectionHandler = mock(JedisClusterConnectionHandler.class);COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java61//COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java81//COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java101// }COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java121//COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java141// throw new RuntimeException("This test should never sleep");COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java161//COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java181// }COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java201// // reached.COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java221// // First attempt, report movedCOMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java241// fail("cluster command did not fail");COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java261// // Test:COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java281//COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java301// assert sleepMillis > 0;COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java321// JedisClusterCommand<String> testMe = new JedisClusterCommand<String>(connectionHandler, 10,COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java341// final LongConsumer sleep = mock(LongConsumer.class);COMMENT
LOW…/java/redis/clients/jedis/JedisClusterCommandTest.java361// try {COMMENT
LOW…lients/jedis/commands/jedis/ScriptingCommandsTest.java501// public void functionStatsWithRunning() throws InterruptedException {COMMENT
LOW…ents/jedis/commands/jedis/TransactionCommandsTest.java281 List<Object> l = t.exec();COMMENT
LOW…ents/jedis/commands/jedis/TransactionCommandsTest.java301// try {COMMENT
LOW…ents/jedis/commands/jedis/TransactionCommandsTest.java321// jedis2.set("foo", "bar2");COMMENT
LOW…is/clients/jedis/failover/FailoverIntegrationTest.java281 assertThat(getNodeId(client.info("server")), equalTo(JEDIS1_ID));COMMENT
LOWsrc/test/java/io/redis/examples/CmdsCnxmgmtExample.java21 jedis.configSet("requirepass", "temp_pass");COMMENT
LOW…clients/jedis/bloom/commands/CuckooFilterCommands.java161// * model.COMMENT
LOW…/java/redis/clients/jedis/mcf/MultiDbFailoverBase.java61COMMENT
Verbosity Indicators8 hits · 17 pts
SeverityFileLineSnippetContext
LOW⚡.github/workflows/format_check.yml17 # Step 1: Checkout the PR codeCOMMENT
LOW⚡.github/workflows/format_check.yml21 # Step 2: Set up Java (if needed for format check tools)COMMENT
LOW⚡.github/workflows/format_check.yml28 # Step 3: Fetch latest changesCOMMENT
LOW⚡.github/workflows/format_check.yml43 # Step 4: Get a list of changed Java files in the PRCOMMENT
LOW…ients/jedis/codegen/CommandFlagsRegistryGenerator.java160 // Step 1: Retrieve commands from RedisCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java175 // Step 2: Process commands and group by metadata combinationsCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java180 // Step 3: Generate StaticCommandFlagsRegistry classCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java185 // Step 4: Write StaticCommandFlagsRegistry.javaCOMMENT
Structural Annotation Overuse8 hits · 17 pts
SeverityFileLineSnippetContext
LOW⚡.github/workflows/format_check.yml17 # Step 1: Checkout the PR codeCOMMENT
LOW⚡.github/workflows/format_check.yml21 # Step 2: Set up Java (if needed for format check tools)COMMENT
LOW⚡.github/workflows/format_check.yml28 # Step 3: Fetch latest changesCOMMENT
LOW⚡.github/workflows/format_check.yml43 # Step 4: Get a list of changed Java files in the PRCOMMENT
LOW…ients/jedis/codegen/CommandFlagsRegistryGenerator.java160 // Step 1: Retrieve commands from RedisCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java175 // Step 2: Process commands and group by metadata combinationsCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java180 // Step 3: Generate StaticCommandFlagsRegistry classCOMMENT
LOW⚡…ients/jedis/codegen/CommandFlagsRegistryGenerator.java185 // Step 4: Write StaticCommandFlagsRegistry.javaCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW⚡.github/workflows/format_check.yml46 # Check if the changed_files.txt existsCOMMENT