AI Slop Code RIsk Monitor

Sequel-Ace/Sequel-Ace

MySQL/MariaDB database management for macOS

5.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Sequel-Ace/Sequel-Ace, a Objective-C project with 7,554 GitHub stars. SynthScan examined 253,816 lines of code across 923 source files, recording 1394 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 5.0 (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.

5.0
Adjusted Signal
5.0
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
7.6K
Stars
Objective-C
Language
253.8K
Lines of Code
923
Files
1.4K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 21.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1391 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 24.1/100 · LOW

Which changes need focused human review? 1394 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 0HIGH 1MEDIUM 1LOW 1392

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 1394 distinct pattern matches across 6 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.

Over-Commented Block1362 hits · 1216 pts
SeverityFileLineSnippetContext
LOWSource/Sequel-Ace-Bridging-Header.h1//COMMENT
LOWSource/Sequel-Ace-Bridging-Header.h21// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHERCOMMENT
LOWSource/Sequel-Ace-Bridging-Header.h41#import "SPTableContent.h"COMMENT
LOWSource/Sequel-Ace-Bridging-Header.h61#import "SPFavoriteNode.h"COMMENT
LOWSource/main.m1//COMMENT
LOWSource/main.m21// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE ANDCOMMENT
LOWSource/Other/CategoryAdditions/SPMainThreadTrampoline.h1//COMMENT
LOW…urce/Other/CategoryAdditions/SPMutableArrayAdditions.m1//COMMENT
LOW…urce/Other/CategoryAdditions/SPMutableArrayAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPNotLoaded.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPNotLoaded.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOW…ther/CategoryAdditions/SPDataBase64EncodingAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPStringAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPArrayAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPWindowAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPWindowAdditions.h21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPScreenAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPThreadAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPThreadAdditions.h21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPDataStorage.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPDataStorage.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPDateAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPDateAdditions.h21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPTextViewAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPDataAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPDataAdditions.m21// The above copyright notice and this permission notice shall beCOMMENT
LOWSource/Other/CategoryAdditions/SPObjectAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPFileManagerAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPColorAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPStringAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPStringAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOW…ther/CategoryAdditions/SPDataBase64EncodingAdditions.h1//COMMENT
LOW…ther/CategoryAdditions/SPDataBase64EncodingAdditions.h21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPNotLoaded.h1//COMMENT
LOW…urce/Other/CategoryAdditions/SPMutableArrayAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPMainThreadTrampoline.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPThreadAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPThreadAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPScreenAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPWindowAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPWindowAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPArrayAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPObjectAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPObjectAdditions.m61 return [object isKindOfClass:self] ? object : nil;COMMENT
LOWSource/Other/CategoryAdditions/SPObjectAdditions.m81// dispatch_once(&onceToken, ^{COMMENT
LOWSource/Other/CategoryAdditions/SPDataAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPTextViewAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPTextViewAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPDateAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPDateAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPDataStorage.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPCategoryAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPCategoryAdditions.h21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/CategoryAdditions/SPCategoryAdditions.h41#import "SPTextViewAdditions.h"COMMENT
LOWSource/Other/CategoryAdditions/SPColorAdditions.h1//COMMENT
LOWSource/Other/CategoryAdditions/SPFileManagerAdditions.m1//COMMENT
LOWSource/Other/CategoryAdditions/SPFileManagerAdditions.m21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/SSHTunnel/SASSHTunnelAuthSource.swift1//COMMENT
LOWSource/Other/SSHTunnel/SASSHTunnelAuthSource.swift21// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIESCOMMENT
LOWSource/Other/SSHTunnel/SASSHTunnelAuthService.swift1//COMMENT
1302 more matches not shown…
Hyper-Verbose Identifiers26 hits · 26 pts
SeverityFileLineSnippetContext
LOWfastlane/test/github_release_creation_test.rb53 def create_or_validate_release_tag(tag:, target_sha:)CODE
LOWfastlane/test/github_release_creation_test.rb72 def validate_existing_release(CODE
LOWfastlane/test/github_release_creation_test.rb87 def create_or_validate_release(CODE
LOWfastlane/test/workflow_recovery_test.rb1643 def assert_oras_installation_pinned(step)CODE
LOWfastlane/test/tar_archive_validator_test.rb146 def assert_concatenated_archive_invalid(first_terminated:)CODE
LOWfastlane/test/artifact_verifier_test.rb438 def assert_rejects_translocated_signature(signature, expected_error)CODE
LOWfastlane/test/test_helper.rb61 def production_build_evidence(target: 20_105)CODE
LOWfastlane/test/github_client_test.rb1434 def create_or_validate_release(client, tag:, target_sha:)CODE
LOWfastlane/test/github_client_test.rb1459 def inspected_commit_response(sha:, parent:, signed: true)CODE
LOW…stlane/lib/sequel_ace_release/tar_archive_validator.rb227 def canonical_hardlink_target(member_path, raw_target)CODE
LOWfastlane/lib/sequel_ace_release/git_repository.rb95 def latest_commit_changing_all(paths, head_ref: "HEAD")CODE
LOWfastlane/lib/sequel_ace_release/github_client.rb471 def create_or_validate_release(CODE
LOWfastlane/lib/sequel_ace_release/github_client.rb533 def validate_existing_release(CODE
LOWfastlane/lib/sequel_ace_release/github_client.rb551 def create_or_validate_release_tag(tag:, target_sha:)CODE
LOWfastlane/lib/sequel_ace_release/github_client.rb719 def validate_existing_release_response(CODE
LOWfastlane/lib/sequel_ace_release/github_client.rb962 def open_pull_requests_for_branch(branch)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb595 def github_release_publisher_mode(arguments)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb644 def github_validate_release_target(arguments)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb661 def github_verify_release_tag(arguments)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb775 def github_public_assets_status(arguments)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb895 def validate_forward_recovery(arguments)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb1619 def release_pull_request_body(naming, release_body)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb1722 def wait_for_submission_state(client, version, timeout: 900)CODE
LOWfastlane/lib/sequel_ace_release/cli.rb1839 def write_integrity_failure_marker(path)CODE
LOWfastlane/lib/sequel_ace_release/planner.rb103 def resolve_release_notes_head_ref(main_ref)CODE
LOWfastlane/lib/sequel_ace_release/planner.rb134 def select_changelog_base_tag(beta_tag, target_version, releases)CODE
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH…ontrollers/SubviewControllers/SPRuleFilterController.m1401 // the regex below is causing a crash so I've added logging to RegexLite exception generation.COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMSource/Other/AWS/AWSSTSClient.swift378 // Use XMLParser for robust parsingCOMMENT
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOWUnitTests/SAJSONValueDetectorTests.swift63 XCTAssertFalse(SAJSONValueDetector.isJSONContainer("Lorem ipsum dolor sit amet"))CODE
LOWUnitTests/SAJSONValueDetectorTests.swift63 XCTAssertFalse(SAJSONValueDetector.isJSONContainer("Lorem ipsum dolor sit amet"))CODE
LOWfastlane/test/tar_archive_validator_test.rb97 file("placeholder", "unsafe\n")CODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…LFramework/MySQL Client Libraries/include/my_command.h98 /* don't forget to update std::string Command_names::m_names[] in sql_parse.ccCOMMENT