Repository Analysis

alibaba/canal

阿里巴巴 MySQL binlog 增量订阅&消费组件

8.1 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of alibaba/canal, a Java project with 29,703 GitHub stars. SynthScan v2.0 examined 151,401 lines of code across 1251 source files, recording 187 pattern matches distributed across 5 syntactic categories. The overall adjusted score of 8.1 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).

8.1
Adjusted Score
8.1
Raw Score
100%
Time Factor
2026-06-04
Last Push
29.7K
Stars
Java
Language
151.4K
Lines of Code
1.3K
Files
187
Pattern Hits
2026-07-14
Scan Date
0.11
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 139HIGH 0MEDIUM 0LOW 48

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 187 distinct pattern matches across 5 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 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