AI Slop Code RIsk Monitor

alibaba/canal

阿里巴巴 MySQL binlog 增量订阅&消费组件

8.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for alibaba/canal, a Java project with 29,742 GitHub stars. SynthScan examined 152,168 lines of code across 1252 source files, recording 187 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 8.0 (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.

8.0
Adjusted Signal
8.0
Raw Pattern Score
100%
Time Factor
2026-07-30
Last Push
29.7K
Stars
Java
Language
152.2K
Lines of Code
1.3K
Files
187
Pattern Hits
2026-10-12
Scan Date
0.11
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 47 finding(s).

Hallucinated Dependency & Supply Chain Risk 32.0/100 · MEDIUM

Are imports declared and package/API names verified? 140 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 37.7/100 · MEDIUM

Which changes need focused human review? 187 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 139HIGH 0MEDIUM 0LOW 48

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 187 distinct pattern matches across 5 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 Indicators139 hits · 1175 pts
SeverityFileLineSnippetContext
CRITICAL…a/otter/canal/deployer/admin/CanalAdminController.java193 Collection<File> files = org.apache.commons.io.FileUtils.listFiles(new File("../logs/canal/"),CODE
CRITICAL…a/otter/canal/deployer/admin/CanalAdminController.java210 Collection<File> files = org.apache.commons.io.FileUtils.listFiles(new File(desPath),CODE
CRITICAL…anal/admin/handler/HandshakeInitializationHandler.java39 final byte[] seed = org.apache.commons.lang3.RandomUtils.nextBytes(8);CODE
CRITICAL…rver/netty/handler/HandshakeInitializationHandler.java39 final byte[] seed = org.apache.commons.lang3.RandomUtils.nextBytes(8);CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java656 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Packet.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1439 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Ack.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java2161 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Handshake.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3019 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3776 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4423 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java5485 // Construct using com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.newBuilder()COMMENT
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java142 return com.alibaba.otter.canal.protocol.AdminPacket.getDescriptor().getEnumTypes().get(0);CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java401 com.alibaba.otter.canal.protocol.AdminPacket.PacketType result = com.alibaba.otter.canal.protocol.AdminPacket.PackCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java436 if (type_ != com.alibaba.otter.canal.protocol.AdminPacket.PacketType.PACKAGETYPECOMPATIBLEPROTO2.getNumber()) {CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java461 if (type_ != com.alibaba.otter.canal.protocol.AdminPacket.PacketType.PACKAGETYPECOMPATIBLEPROTO2.getNumber()) {CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java693 return com.alibaba.otter.canal.protocol.AdminPacket.Packet.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java707 com.alibaba.otter.canal.protocol.AdminPacket.Packet result = new com.alibaba.otter.canal.protocol.AdminPacket.PaCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java765 if (other == com.alibaba.otter.canal.protocol.AdminPacket.Packet.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java929 com.alibaba.otter.canal.protocol.AdminPacket.PacketType result = com.alibaba.otter.canal.protocol.AdminPacket.PaCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1001 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Packet();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1472 return com.alibaba.otter.canal.protocol.AdminPacket.Ack.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1486 com.alibaba.otter.canal.protocol.AdminPacket.Ack result = new com.alibaba.otter.canal.protocol.AdminPacket.Ack(tCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1539 if (other == com.alibaba.otter.canal.protocol.AdminPacket.Ack.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java1734 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Ack();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java2194 return com.alibaba.otter.canal.protocol.AdminPacket.Handshake.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java2208 com.alibaba.otter.canal.protocol.AdminPacket.Handshake result = new com.alibaba.otter.canal.protocol.AdminPacketCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java2261 if (other == com.alibaba.otter.canal.protocol.AdminPacket.Handshake.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java2447 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Handshake();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3056 return com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3070 com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth result = new com.alibaba.otter.canal.protocol.AdminPackeCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3128 if (other == com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3425 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3807 return com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3821 com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin result = new com.alibaba.otter.canal.protocol.AdminPackCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java3870 if (other == com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4011 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4456 return com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4470 com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin result = new com.alibaba.otter.canal.protocol.AdminPaCODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4520 if (other == com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java4734 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java5524 return com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.getDefaultInstance();CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java5538 com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin result = new com.alibaba.otter.canal.protocol.AdminPacket.CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java5600 if (other == com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.getDefaultInstance()) return this;CODE
CRITICAL…java/com/alibaba/otter/canal/protocol/AdminPacket.java6092 DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin();CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java876 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Entry.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java2463 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Header.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java3637 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java4821 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Column.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java5562 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java6519 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.RowData.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java6915 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java7227 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java7539 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java8493 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.RowChange.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java9145 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java9457 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java10241 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.TransactionBegin.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java10732 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java11411 // Construct using com.alibaba.otter.canal.protocol.CanalEntry.TransactionEnd.newBuilder()COMMENT
CRITICAL…/java/com/alibaba/otter/canal/protocol/CanalEntry.java11893 com.google.protobuf.AbstractMessageLite.Builder.addAll(CODE
79 more matches not shown…
Over-Commented Block45 hits · 45 pts
SeverityFileLineSnippetContext
LOW…a/com/alibaba/otter/canal/deployer/CanalConstants.java61// public static final String CANAL_MQ_CANALGETTIMEOUT = ROOT + "." + "mq.canalGetTimeout";COMMENT
LOW…com/taobao/tddl/dbsync/binlog/event/RowsLogBuffer.java501 final int d = (int) (i64 / 1000000);COMMENT
LOW…com/taobao/tddl/dbsync/binlog/event/RowsLogBuffer.java721 break;COMMENT
LOW…otter/canal/parse/driver/mysql/packets/Capability.java21 int CLIENT_LONG_FLAG = 0x00000004;COMMENT
LOW…otter/canal/parse/driver/mysql/packets/Capability.java41 int CLIENT_ODBC = 0x00000040;COMMENT
LOW…otter/canal/parse/driver/mysql/packets/Capability.java61 // https://dev.mysql.com/doc/internals/en/packet-OK_Packet.htmlCOMMENT
LOW…otter/canal/parse/driver/mysql/packets/Capability.java121 // Server: Can send multiple resultsets for COM_QUERY.COMMENT
LOW…otter/canal/parse/driver/mysql/packets/Capability.java141 // Server:Understands length-encoded integer for auth response data inCOMMENT
LOW…/mysql/packets/client/BinlogDumpGTIDCommandPacket.java41 // 3. [4] binlog-filename-lenCOMMENT
LOW…/canal/parse/inbound/mysql/tsdb/DatabaseTableMeta.java401 // content.put("useSchema", schema);COMMENT
LOWadmin/admin-ui/tests/unit/components/Breadcrumb.spec.js81 // const second = breadcrumbArray.at(1)COMMENT
LOWadmin/admin-ui/src/icons/svgo.yml1# replace default configCOMMENT
LOWcharts/canal-admin/Chart.yaml1apiVersion: v2COMMENT
LOWcharts/canal-admin/Chart.yaml21# incremented each time you make changes to the application. Versions are not expected toCOMMENT
LOWcharts/canal-admin/values.yaml41podSecurityContext: {}COMMENT
LOWcharts/canal-server/Chart.yaml1apiVersion: v2COMMENT
LOWcharts/canal-server/Chart.yaml21# incremented each time you make changes to the application. Versions are not expected toCOMMENT
LOWcharts/canal-server/values.yaml41podSecurityContext: {}COMMENT
LOWcharts/canal-server/values.yaml81 # We usually recommend not to specify default resources and to leave this as a consciousCOMMENT
LOW…a/otter/canal/server/netty/handler/SessionHandler.java121 // if (get.getTimeout() == -1) {//是否是初始值COMMENT
LOW…a/otter/canal/server/netty/handler/SessionHandler.java161 // ByteBuffer byteBuffer = (ByteBuffer)COMMENT
LOW…ter/canal/server/embedded/CanalServerWithEmbedded.java401 positionRanges = canalInstance.getMetaManager().removeBatch(clientIdentity, batchId); // 更新位置COMMENT
LOW…ickhouse/src/test/resources/clickhouse/mytest_user.yml21COMMENT
LOW…ouse/src/test/resources/clickhouse/mytest_customer.yml21COMMENT
LOW…ickhouse/src/main/resources/clickhouse/mytest_user.yml21COMMENT
LOW…nt-adapter/launcher/src/main/resources/application.yml61# key: mysql1COMMENT
LOW…nt-adapter/launcher/src/main/resources/application.yml81# jdbc.username: postgresCOMMENT
LOW…nt-adapter/launcher/src/main/resources/application.yml101# - name: phoenixCOMMENT
LOWclient-adapter/es7x/src/main/resources/es7/customer.yml21# },COMMENT
LOWclient-adapter/es7x/src/main/resources/es7/customer.yml41# }COMMENT
LOW…libaba/otter/canal/client/adapter/rdb/test/DBTest.java61COMMENT
LOW…otter/canal/client/adapter/rdb/test/SqlParserTest.java1//wpackage com.alibaba.otter.canal.client.adapter.rdb.test;COMMENT
LOW…otter/canal/client/adapter/rdb/test/SqlParserTest.java21// }COMMENT
LOW…otter/canal/client/adapter/rdb/test/SqlParserTest.java41// + " `name` varchar(30) NOT NULL,\n" + " `c_time` datetime NOT NULL DEFAULT CURRENT_TIMESTAMP,\nCOMMENT
LOW…otter/canal/client/adapter/rdb/test/SqlParserTest.java61// // // 使用select访问者进行select的关键信息打印COMMENT
LOW…otter/canal/client/adapter/rdb/test/SqlParserTest.java81// StringWriter out = new StringWriter();COMMENT
LOW…ent-adapter/rdb/src/main/resources/rdb/mytest_user.yml21COMMENT
LOW…otter/canal/client/adapter/es6x/test/SqlParseTest.java41COMMENT
LOWclient-adapter/es6x/src/main/resources/es6/customer.yml21# "type": "long"COMMENT
LOWclient-adapter/es6x/src/main/resources/es6/customer.yml41# "customer":"order"COMMENT
LOW…pter/hbase/src/main/resources/hbase/mytest_person2.yml21 birthday: BIRTHDAYCOMMENT
LOW…pter/hbase/src/main/resources/hbase/mytest_person2.yml41# $UNSIGNED_INT 对应PHOENIX里的UNSIGNED_INT 4字节COMMENT
LOW…pter/hbase/src/main/resources/hbase/mytest_person2.yml61# $VARBINARY 对应PHOENIX里的VARBINARY 动态长度COMMENT
LOWclient-adapter/es8x/src/main/resources/es8/customer.yml21# },COMMENT
LOWclient-adapter/es8x/src/main/resources/es8/customer.yml41# }COMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…com/taobao/tddl/dbsync/binlog/event/QueryLogEvent.java252 * When adding new status vars, please don't forget to update theCOMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…com/taobao/tddl/dbsync/binlog/event/QueryLogEvent.java556 * This variable stores the default collation for the utf8mb4 character set.COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…main/resources/public/static/js/chunk-libs.c04beefc.js18var n=Object.freeze({});function r(t){return void 0===t||null===t}function o(t){return void 0!==t&&null!==t}function i(tCODE