MySQL/MariaDB database management for macOS
This report presents the forensic synthetic code analysis of Sequel-Ace/Sequel-Ace, a Objective-C project with 7,521 GitHub stars. SynthScan v2.0 examined 219,986 lines of code across 819 source files, recording 1206 pattern matches distributed across 7 syntactic categories. The overall adjusted score of 4.9 places this repository in the Likely human-written 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 1206 distinct pattern matches across 7 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 |
|---|---|---|---|---|
| LOW | Source/Sequel-Ace-Bridging-Header.h | 1 | // | COMMENT |
| LOW | Source/Sequel-Ace-Bridging-Header.h | 21 | // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | COMMENT |
| LOW | Source/Sequel-Ace-Bridging-Header.h | 41 | #import "SPCopyTable.h" | COMMENT |
| LOW | Source/Sequel-Ace-Bridging-Header.h | 61 | #import "SPFavoriteTextFieldCell.h" | COMMENT |
| LOW | Source/main.m | 1 | // | COMMENT |
| LOW | Source/main.m | 21 | // OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPMainThreadTrampoline.h | 1 | // | COMMENT |
| LOW | …urce/Other/CategoryAdditions/SPMutableArrayAdditions.m | 1 | // | COMMENT |
| LOW | …urce/Other/CategoryAdditions/SPMutableArrayAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPNotLoaded.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPNotLoaded.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | …ther/CategoryAdditions/SPDataBase64EncodingAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPStringAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPArrayAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPWindowAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPWindowAdditions.h | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPScreenAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPThreadAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPThreadAdditions.h | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataStorage.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataStorage.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDateAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDateAdditions.h | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPTextViewAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataAdditions.m | 21 | // The above copyright notice and this permission notice shall be | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPObjectAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPFileManagerAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPColorAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPStringAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPStringAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | …ther/CategoryAdditions/SPDataBase64EncodingAdditions.h | 1 | // | COMMENT |
| LOW | …ther/CategoryAdditions/SPDataBase64EncodingAdditions.h | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPNotLoaded.h | 1 | // | COMMENT |
| LOW | …urce/Other/CategoryAdditions/SPMutableArrayAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPMainThreadTrampoline.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPThreadAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPThreadAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPScreenAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPWindowAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPWindowAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPArrayAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPObjectAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPObjectAdditions.m | 61 | return [object isKindOfClass:self] ? object : nil; | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPObjectAdditions.m | 81 | // dispatch_once(&onceToken, ^{ | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPTextViewAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPTextViewAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDateAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDateAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPDataStorage.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPCategoryAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPCategoryAdditions.h | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPCategoryAdditions.h | 41 | #import "SPTextViewAdditions.h" | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPColorAdditions.h | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPFileManagerAdditions.m | 1 | // | COMMENT |
| LOW | Source/Other/CategoryAdditions/SPFileManagerAdditions.m | 21 | // EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES | COMMENT |
| LOW | Source/Other/SSHTunnel/SPSSHTunnel.h | 1 | // | COMMENT |
| LOW | Source/Other/SSHTunnel/SPSSHTunnel.h | 21 | // | COMMENT |
| LOW | Source/Other/SSHTunnel/SequelAceTunnelAssistant.m | 1 | // | COMMENT |
| 1112 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | fastlane/test/github_release_creation_test.rb | 53 | def create_or_validate_release_tag(tag:, target_sha:) | CODE |
| LOW | fastlane/test/github_release_creation_test.rb | 72 | def validate_existing_release( | CODE |
| LOW | fastlane/test/github_release_creation_test.rb | 87 | def create_or_validate_release( | CODE |
| LOW | fastlane/test/tar_archive_validator_test.rb | 146 | def assert_concatenated_archive_invalid(first_terminated:) | CODE |
| LOW | fastlane/test/artifact_verifier_test.rb | 438 | def assert_rejects_translocated_signature(signature, expected_error) | CODE |
| LOW | fastlane/test/test_helper.rb | 61 | def production_build_evidence(target: 20_105) | CODE |
| LOW | fastlane/test/github_client_test.rb | 1416 | def create_or_validate_release(client, tag:, target_sha:) | CODE |
| LOW | fastlane/test/github_client_test.rb | 1441 | def inspected_commit_response(sha:, parent:, signed: true) | CODE |
| LOW | …stlane/lib/sequel_ace_release/tar_archive_validator.rb | 227 | def canonical_hardlink_target(member_path, raw_target) | CODE |
| LOW | fastlane/lib/sequel_ace_release/git_repository.rb | 95 | def latest_commit_changing_all(paths, head_ref: "HEAD") | CODE |
| LOW | fastlane/lib/sequel_ace_release/github_client.rb | 443 | def create_or_validate_release( | CODE |
| LOW | fastlane/lib/sequel_ace_release/github_client.rb | 504 | def validate_existing_release( | CODE |
| LOW | fastlane/lib/sequel_ace_release/github_client.rb | 522 | def create_or_validate_release_tag(tag:, target_sha:) | CODE |
| LOW | fastlane/lib/sequel_ace_release/github_client.rb | 690 | def validate_existing_release_response( | CODE |
| LOW | fastlane/lib/sequel_ace_release/github_client.rb | 932 | def open_pull_requests_for_branch(branch) | CODE |
| LOW | fastlane/lib/sequel_ace_release/publish_handoff.rb | 168 | def strip_alpha_recovery_annotations(body) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 555 | def github_release_publisher_mode(arguments) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 604 | def github_validate_release_target(arguments) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 621 | def github_verify_release_tag(arguments) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 696 | def github_public_assets_status(arguments) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 791 | def validate_forward_recovery(arguments) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 1463 | def release_pull_request_body(naming, release_body) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 1566 | def wait_for_submission_state(client, version, timeout: 900) | CODE |
| LOW | fastlane/lib/sequel_ace_release/cli.rb | 1660 | def write_integrity_failure_marker(path) | CODE |
| LOW | fastlane/lib/sequel_ace_release/planner.rb | 95 | def resolve_release_notes_head_ref(main_ref) | CODE |
| LOW | fastlane/lib/sequel_ace_release/planner.rb | 126 | def select_changelog_base_tag(beta_tag, target_version, releases) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ontrollers/SubviewControllers/SPRuleFilterController.m | 1232 | // the regex below is causing a crash so I've added logging to RegexLite exception generation. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Frameworks/libmysqlclient/build-libmysqlclient.sh | 111 | # Check if CMake succeeded | COMMENT |
| LOW | Frameworks/libmysqlclient/build-libmysqlclient.sh | 118 | # Check if CMake succeeded | COMMENT |
| LOW | Frameworks/libmysqlclient/build-libmysqlclient.sh | 173 | # Check if CMake succeeded | COMMENT |
| LOW | Frameworks/libmysqlclient/build-libmysqlclient.sh | 180 | # Check if CMake succeeded | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | Source/Other/AWS/AWSSTSClient.swift | 378 | // Use XMLParser for robust parsing | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …LFramework/MySQL Client Libraries/include/my_command.h | 98 | /* don't forget to update std::string Command_names::m_names[] in sql_parse.cc | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | fastlane/test/tar_archive_validator_test.rb | 97 | file("placeholder", "unsafe\n") | CODE |