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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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | …a/otter/canal/deployer/admin/CanalAdminController.java | 193 | Collection<File> files = org.apache.commons.io.FileUtils.listFiles(new File("../logs/canal/"), | CODE |
| CRITICAL | …a/otter/canal/deployer/admin/CanalAdminController.java | 210 | Collection<File> files = org.apache.commons.io.FileUtils.listFiles(new File(desPath), | CODE |
| CRITICAL | …anal/admin/handler/HandshakeInitializationHandler.java | 39 | final byte[] seed = org.apache.commons.lang3.RandomUtils.nextBytes(8); | CODE |
| CRITICAL | …rver/netty/handler/HandshakeInitializationHandler.java | 39 | final byte[] seed = org.apache.commons.lang3.RandomUtils.nextBytes(8); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 656 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Packet.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1439 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Ack.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 2161 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.Handshake.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3019 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3776 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4423 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 5485 | // Construct using com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.newBuilder() | COMMENT |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 142 | return com.alibaba.otter.canal.protocol.AdminPacket.getDescriptor().getEnumTypes().get(0); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 401 | com.alibaba.otter.canal.protocol.AdminPacket.PacketType result = com.alibaba.otter.canal.protocol.AdminPacket.Pack | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 436 | if (type_ != com.alibaba.otter.canal.protocol.AdminPacket.PacketType.PACKAGETYPECOMPATIBLEPROTO2.getNumber()) { | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 461 | if (type_ != com.alibaba.otter.canal.protocol.AdminPacket.PacketType.PACKAGETYPECOMPATIBLEPROTO2.getNumber()) { | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 693 | return com.alibaba.otter.canal.protocol.AdminPacket.Packet.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 707 | com.alibaba.otter.canal.protocol.AdminPacket.Packet result = new com.alibaba.otter.canal.protocol.AdminPacket.Pa | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 765 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.Packet.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 929 | com.alibaba.otter.canal.protocol.AdminPacket.PacketType result = com.alibaba.otter.canal.protocol.AdminPacket.Pa | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1001 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Packet(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1472 | return com.alibaba.otter.canal.protocol.AdminPacket.Ack.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1486 | com.alibaba.otter.canal.protocol.AdminPacket.Ack result = new com.alibaba.otter.canal.protocol.AdminPacket.Ack(t | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1539 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.Ack.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 1734 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Ack(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 2194 | return com.alibaba.otter.canal.protocol.AdminPacket.Handshake.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 2208 | com.alibaba.otter.canal.protocol.AdminPacket.Handshake result = new com.alibaba.otter.canal.protocol.AdminPacket | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 2261 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.Handshake.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 2447 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.Handshake(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3056 | return com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3070 | com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth result = new com.alibaba.otter.canal.protocol.AdminPacke | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3128 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3425 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.ClientAuth(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3807 | return com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3821 | com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin result = new com.alibaba.otter.canal.protocol.AdminPack | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 3870 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4011 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.ServerAdmin(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4456 | return com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4470 | com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin result = new com.alibaba.otter.canal.protocol.AdminPa | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4520 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 4734 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.InstanceAdmin(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 5524 | return com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.getDefaultInstance(); | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 5538 | com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin result = new com.alibaba.otter.canal.protocol.AdminPacket. | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 5600 | if (other == com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin.getDefaultInstance()) return this; | CODE |
| CRITICAL | …java/com/alibaba/otter/canal/protocol/AdminPacket.java | 6092 | DEFAULT_INSTANCE = new com.alibaba.otter.canal.protocol.AdminPacket.LogAdmin(); | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 876 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Entry.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 2463 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Header.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 3637 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 4821 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.Column.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 5562 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 6519 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.RowData.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 6915 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 7227 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 7539 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 8493 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.RowChange.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 9145 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 9457 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 10241 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.TransactionBegin.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 10732 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 11411 | // Construct using com.alibaba.otter.canal.protocol.CanalEntry.TransactionEnd.newBuilder() | COMMENT |
| CRITICAL | …/java/com/alibaba/otter/canal/protocol/CanalEntry.java | 11893 | com.google.protobuf.AbstractMessageLite.Builder.addAll( | CODE |
| 79 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …a/com/alibaba/otter/canal/deployer/CanalConstants.java | 61 | // public static final String CANAL_MQ_CANALGETTIMEOUT = ROOT + "." + "mq.canalGetTimeout"; | COMMENT |
| LOW | …com/taobao/tddl/dbsync/binlog/event/RowsLogBuffer.java | 501 | final int d = (int) (i64 / 1000000); | COMMENT |
| LOW | …com/taobao/tddl/dbsync/binlog/event/RowsLogBuffer.java | 721 | break; | COMMENT |
| LOW | …otter/canal/parse/driver/mysql/packets/Capability.java | 21 | int CLIENT_LONG_FLAG = 0x00000004; | COMMENT |
| LOW | …otter/canal/parse/driver/mysql/packets/Capability.java | 41 | int CLIENT_ODBC = 0x00000040; | COMMENT |
| LOW | …otter/canal/parse/driver/mysql/packets/Capability.java | 61 | // https://dev.mysql.com/doc/internals/en/packet-OK_Packet.html | COMMENT |
| LOW | …otter/canal/parse/driver/mysql/packets/Capability.java | 121 | // Server: Can send multiple resultsets for COM_QUERY. | COMMENT |
| LOW | …otter/canal/parse/driver/mysql/packets/Capability.java | 141 | // Server:Understands length-encoded integer for auth response data in | COMMENT |
| LOW | …/mysql/packets/client/BinlogDumpGTIDCommandPacket.java | 41 | // 3. [4] binlog-filename-len | COMMENT |
| LOW | …/canal/parse/inbound/mysql/tsdb/DatabaseTableMeta.java | 401 | // content.put("useSchema", schema); | COMMENT |
| LOW | admin/admin-ui/tests/unit/components/Breadcrumb.spec.js | 81 | // const second = breadcrumbArray.at(1) | COMMENT |
| LOW | admin/admin-ui/src/icons/svgo.yml | 1 | # replace default config | COMMENT |
| LOW | charts/canal-admin/Chart.yaml | 1 | apiVersion: v2 | COMMENT |
| LOW | charts/canal-admin/Chart.yaml | 21 | # incremented each time you make changes to the application. Versions are not expected to | COMMENT |
| LOW | charts/canal-admin/values.yaml | 41 | podSecurityContext: {} | COMMENT |
| LOW | charts/canal-server/Chart.yaml | 1 | apiVersion: v2 | COMMENT |
| LOW | charts/canal-server/Chart.yaml | 21 | # incremented each time you make changes to the application. Versions are not expected to | COMMENT |
| LOW | charts/canal-server/values.yaml | 41 | podSecurityContext: {} | COMMENT |
| LOW | charts/canal-server/values.yaml | 81 | # We usually recommend not to specify default resources and to leave this as a conscious | COMMENT |
| LOW | …a/otter/canal/server/netty/handler/SessionHandler.java | 121 | // if (get.getTimeout() == -1) {//是否是初始值 | COMMENT |
| LOW | …a/otter/canal/server/netty/handler/SessionHandler.java | 161 | // ByteBuffer byteBuffer = (ByteBuffer) | COMMENT |
| LOW | …ter/canal/server/embedded/CanalServerWithEmbedded.java | 401 | positionRanges = canalInstance.getMetaManager().removeBatch(clientIdentity, batchId); // 更新位置 | COMMENT |
| LOW | …ickhouse/src/test/resources/clickhouse/mytest_user.yml | 21 | COMMENT | |
| LOW | …ouse/src/test/resources/clickhouse/mytest_customer.yml | 21 | COMMENT | |
| LOW | …ickhouse/src/main/resources/clickhouse/mytest_user.yml | 21 | COMMENT | |
| LOW | …nt-adapter/launcher/src/main/resources/application.yml | 61 | # key: mysql1 | COMMENT |
| LOW | …nt-adapter/launcher/src/main/resources/application.yml | 81 | # jdbc.username: postgres | COMMENT |
| LOW | …nt-adapter/launcher/src/main/resources/application.yml | 101 | # - name: phoenix | COMMENT |
| LOW | client-adapter/es7x/src/main/resources/es7/customer.yml | 21 | # }, | COMMENT |
| LOW | client-adapter/es7x/src/main/resources/es7/customer.yml | 41 | # } | COMMENT |
| LOW | …libaba/otter/canal/client/adapter/rdb/test/DBTest.java | 61 | COMMENT | |
| LOW | …otter/canal/client/adapter/rdb/test/SqlParserTest.java | 1 | //wpackage com.alibaba.otter.canal.client.adapter.rdb.test; | COMMENT |
| LOW | …otter/canal/client/adapter/rdb/test/SqlParserTest.java | 21 | // } | COMMENT |
| LOW | …otter/canal/client/adapter/rdb/test/SqlParserTest.java | 41 | // + " `name` varchar(30) NOT NULL,\n" + " `c_time` datetime NOT NULL DEFAULT CURRENT_TIMESTAMP,\n | COMMENT |
| LOW | …otter/canal/client/adapter/rdb/test/SqlParserTest.java | 61 | // // // 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.java | 81 | // StringWriter out = new StringWriter(); | COMMENT |
| LOW | …ent-adapter/rdb/src/main/resources/rdb/mytest_user.yml | 21 | COMMENT | |
| LOW | …otter/canal/client/adapter/es6x/test/SqlParseTest.java | 41 | COMMENT | |
| LOW | client-adapter/es6x/src/main/resources/es6/customer.yml | 21 | # "type": "long" | COMMENT |
| LOW | client-adapter/es6x/src/main/resources/es6/customer.yml | 41 | # "customer":"order" | COMMENT |
| LOW | …pter/hbase/src/main/resources/hbase/mytest_person2.yml | 21 | birthday: BIRTHDAY | COMMENT |
| LOW | …pter/hbase/src/main/resources/hbase/mytest_person2.yml | 41 | # $UNSIGNED_INT 对应PHOENIX里的UNSIGNED_INT 4字节 | COMMENT |
| LOW | …pter/hbase/src/main/resources/hbase/mytest_person2.yml | 61 | # $VARBINARY 对应PHOENIX里的VARBINARY 动态长度 | COMMENT |
| LOW | client-adapter/es8x/src/main/resources/es8/customer.yml | 21 | # }, | COMMENT |
| LOW | client-adapter/es8x/src/main/resources/es8/customer.yml | 41 | # } | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …com/taobao/tddl/dbsync/binlog/event/QueryLogEvent.java | 252 | * When adding new status vars, please don't forget to update the | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …com/taobao/tddl/dbsync/binlog/event/QueryLogEvent.java | 556 | * This variable stores the default collation for the utf8mb4 character set. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …main/resources/public/static/js/chunk-libs.c04beefc.js | 18 | var n=Object.freeze({});function r(t){return void 0===t||null===t}function o(t){return void 0!==t&&null!==t}function i(t | CODE |