AI Slop Code RIsk Monitor

CocoaPods/CocoaPods

The Cocoa Dependency Manager.

5.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for CocoaPods/CocoaPods, a Ruby project with 14,831 GitHub stars. SynthScan examined 182,152 lines of code across 1590 source files, recording 955 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 5.5 (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.

5.5
Adjusted Signal
5.5
Raw Pattern Score
100%
Time Factor
2026-07-06
Last Push
14.8K
Stars
Ruby
Language
182.2K
Lines of Code
1.6K
Files
955
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 23.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 945 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 4.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 152 finding(s).

PR Review Velocity Impact 23.9/100 · LOW

Which changes need focused human review? 955 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 0MEDIUM 20LOW 935

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 955 distinct pattern matches across 7 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 Block787 hits · 774 pts
SeverityFileLineSnippetContext
LOW.rubocop_todo.yml1# This configuration was generated byCOMMENT
LOWspec/integration.rb1COMMENT
LOWspec/integration.rb21# which should be added to the `after` folder to test the CocoaPods UI.COMMENT
LOWspec/unit/generator/header_spec.rb21 #endifCOMMENT
LOWspec/unit/generator/prefix_header_spec.rb41 #elseCOMMENT
LOWspec/unit/generator/prefix_header_spec.rb61 endCOMMENT
LOWspec/unit/generator/prefix_header_spec.rb81 EOSCOMMENT
LOWspec/unit/generator/prefix_header_spec.rb121 #endifCOMMENT
LOWspec/unit/generator/prefix_header_spec.rb141 #endifCOMMENT
LOW…de/pods_project_generator/pod_target_installer_spec.rb1261 endCOMMENT
LOW…/after/Pods/Headers/Public/Reachability/Reachability.h41 **/COMMENT
LOW…after/Pods/Headers/Private/Reachability/Reachability.h41 **/COMMENT
LOW…ecs/install_new/after/Pods/Reachability/Reachability.h41 **/COMMENT
LOW…tureXMLRequestOperation/AFRaptureXMLRequestOperation.h1//COMMENT
LOW…tureXMLRequestOperation/AFRaptureXMLRequestOperation.m1//COMMENT
LOW…ods/Headers/Public/Test/AFRaptureXMLRequestOperation.h1//COMMENT
LOW…ds/Headers/Private/Test/AFRaptureXMLRequestOperation.h1//COMMENT
LOW…Support Files/DepPod-library/DepPod-library-umbrella.h1#ifdef __OBJC__COMMENT
LOW…od-framework/HeaderMappingsDirPod-framework-umbrella.h1#ifdef __OBJC__COMMENT
LOW…les/Pods-OtherSampleApp/Pods-OtherSampleApp-umbrella.h1#ifdef __OBJC__COMMENT
LOW…DirPod-library/HeaderMappingsDirPod-library-umbrella.h1#ifdef __OBJC__COMMENT
LOW…ort Files/DepPod-framework/DepPod-framework-umbrella.h1#ifdef __OBJC__COMMENT
LOW…r/Pods/Headers/Public/DepPod/DepPod-library-umbrella.h1#ifdef __OBJC__COMMENT
LOW…MappingsDirPod/HeaderMappingsDirPod-library-umbrella.h1#ifdef __OBJC__COMMENT
LOW…ecs/install_search_paths_inheritance/before/App/main.m1//COMMENT
LOW…pecs/install_search_paths_inheritance/after/App/main.m1//COMMENT
LOW…ter/Pods/Target Support Files/logger/logger-umbrella.h1#ifdef __OBJC__COMMENT
LOW…Support Files/sharedlib-Core/sharedlib-Core-umbrella.h1#ifdef __OBJC__COMMENT
LOW…t Files/sharedlib-Testing/sharedlib-Testing-umbrella.h1#ifdef __OBJC__COMMENT
LOW…Pods/Target Support Files/Pods-App/Pods-App-umbrella.h1#ifdef __OBJC__COMMENT
LOW…pport Files/CocoaLumberjack/CocoaLumberjack-umbrella.h1#ifdef __OBJC__COMMENT
LOW…pport Files/CocoaLumberjack/CocoaLumberjack-umbrella.h21#import "DDLogMacros.h"COMMENT
LOW…r/Pods/Target Support Files/testkit/testkit-umbrella.h1#ifdef __OBJC__COMMENT
LOW…r/Pods/Target Support Files/asserts/asserts-umbrella.h1#ifdef __OBJC__COMMENT
LOW…ds/Target Support Files/Pods-Test/Pods-Test-umbrella.h1#ifdef __OBJC__COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m1// Software License Agreement (BSD License)COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m21#if !__has_feature(objc_arc)COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m41COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m61// Insert the ESCAPE_SEQ into your string, followed by "bg;"COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m281 // In this mode, the terminal supports 256 different colors, specified by 256 color codes.COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDTTYLogger.m601 // These are the colors xterm shells use in xterm-256color mode.COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.h1// Software License Agreement (BSD License)COMMENT
LOW…ce/after/Pods/CocoaLumberjack/Classes/DDLegacyMacros.h1// Software License Agreement (BSD License)COMMENT
LOW…ce/after/Pods/CocoaLumberjack/Classes/DDLegacyMacros.h21#if DD_LEGACY_MACROSCOMMENT
LOW…ods/CocoaLumberjack/Classes/DDAbstractDatabaseLogger.h1// Software License Agreement (BSD License)COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDLogMacros.h1// Software License Agreement (BSD License)COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDLogMacros.h81 **/COMMENT
LOW…e/after/Pods/CocoaLumberjack/Classes/DDASLLogCapture.h1// Software License Agreement (BSD License)COMMENT
LOW…tance/after/Pods/CocoaLumberjack/Classes/DDASLLogger.m1// Software License Agreement (BSD License)COMMENT
LOW…ter/Pods/CocoaLumberjack/Classes/CocoaLumberjack.swift1// Software License Agreement (BSD License)COMMENT
LOW…ance/after/Pods/CocoaLumberjack/Classes/DDFileLogger.h1// Software License Agreement (BSD License)COMMENT
LOW…ance/after/Pods/CocoaLumberjack/Classes/DDFileLogger.h461// Normally, a copy of a file preserves extended attributes.COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m1// Software License Agreement (BSD License)COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m21#import "DDLog.h"COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m41//COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m301 dispatch_sync(_loggingQueue, ^{ @autoreleasepool {COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m321 //COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m341 // We are using a counting semaphore provided by GCD.COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m581COMMENT
LOW…inheritance/after/Pods/CocoaLumberjack/Classes/DDLog.m841 }COMMENT
727 more matches not shown…
Hyper-Verbose Identifiers142 hits · 148 pts
SeverityFileLineSnippetContext
LOWspec/spec_helper.rb102def fixture_target_definition(name = 'Pods', platform = Pod::Platform.ios, contents: {})CODE
LOWspec/spec_helper.rb121def fixture_pod_target_with_specs(specs, build_type = Pod::BuildType.static_library,CODE
LOWspec/unit/project_spec.rb30 def settings_for_root_configs(key)CODE
LOW⚡spec/unit/validator_spec.rb1441 def test_swiftpod_with_swift_version_parameter(swift_version = '3.1.0')CODE
LOW⚡spec/unit/validator_spec.rb1448 def test_swiftpod_with_dot_swift_version_file(dot_swift_version = '3.1.0')CODE
LOW⚡spec/unit/validator_spec.rb1455 def test_swiftpod_with_swift_version_dsl(swift_versions = ['3.1.0'])CODE
LOWspec/unit/validator_spec.rb1809 def create_target_with_validator_consumer(validator, consumer)CODE
LOWspec/unit/resolver_spec.rb3def dependency_graph_from_array(locked_dependencies)CODE
LOW⚡spec/unit/user_interface/inspector_reporter_spec.rb8 def inspector_is_still_investigating(query, inspector); endCODE
LOW⚡spec/unit/user_interface/inspector_reporter_spec.rb10 def inspector_successfully_received_report(report, inspector); endCODE
LOW⚡spec/unit/user_interface/inspector_reporter_spec.rb12 def inspector_received_empty_report(report, inspector); endCODE
LOW⚡spec/unit/user_interface/inspector_reporter_spec.rb14 def inspector_could_not_create_report(error, query, inspector); endCODE
LOWspec/functional/command/spec_spec.rb268 def it_should_check_for_existence(command)CODE
LOWspec/functional/command/spec_spec.rb275 def it_should_check_for_ambiguity(command)CODE
LOWlib/cocoapods/project.rb70 def generate_available_uuid_list(count = 100)CODE
LOWlib/cocoapods/project.rb165 def add_cached_pod_subproject(sandbox, metadata, development = false)CODE
LOWlib/cocoapods/project.rb308 def add_cached_subproject_reference(sandbox, metadata, group)CODE
LOWlib/cocoapods/project.rb400 def defininition_for_build_configuration(name)CODE
LOWlib/cocoapods/project.rb511 def new_subproject_file_reference(project_path, group)CODE
LOWlib/cocoapods/project.rb534 def group_for_subproject_reference(development)CODE
LOWlib/cocoapods/resolver.rb356 def specifications_for_dependency(dependency, additional_requirements = [])CODE
LOWlib/cocoapods/resolver.rb400 def requirement_for_locked_pod_named(name)CODE
LOWlib/cocoapods/sources_manager.rb21 def find_or_create_source_with_url(url)CODE
LOWlib/cocoapods/validator.rb385 def perform_extensive_analysis(spec)CODE
LOWlib/cocoapods/validator.rb428 def perform_extensive_subspec_analysis(spec)CODE
LOWlib/cocoapods/validator.rb478 def validate_social_media_url(spec)CODE
LOWlib/cocoapods/validator.rb484 def validate_documentation_url(spec)CODE
LOWlib/cocoapods/validator.rb689 def validate_dynamic_framework_support(aggregate_targets, deployment_target)CODE
LOWlib/cocoapods/validator.rb827 def validate_nonempty_patterns(attr_name, message_type)CODE
LOWlib/cocoapods/validator.rb933 def translate_output_to_linter_messages(parsed_output)CODE
LOWlib/cocoapods/target/build_settings.rb266 def framework_search_paths_to_import_developer_frameworks(frameworks)CODE
LOWlib/cocoapods/target/build_settings.rb489 def merge_spec_xcconfig_into_xcconfig(spec_xcconfig_hash, xcconfig)CODE
LOWlib/cocoapods/target/build_settings.rb503 def select_maximal_pod_targets(pod_targets)CODE
LOWlib/cocoapods/target/build_settings.rb773 def linker_names_from_libraries(libraries)CODE
LOW⚡lib/cocoapods/target/pod_target.rb671 def copy_resources_script_path_for_spec(spec)CODE
LOW⚡lib/cocoapods/target/pod_target.rb680 def copy_resources_script_input_files_path_for_spec(spec)CODE
LOW⚡lib/cocoapods/target/pod_target.rb689 def copy_resources_script_output_files_path_for_spec(spec)CODE
LOW⚡lib/cocoapods/target/pod_target.rb698 def embed_frameworks_script_path_for_spec(spec)CODE
LOW⚡lib/cocoapods/target/pod_target.rb707 def embed_frameworks_script_input_files_path_for_spec(spec)CODE
LOW⚡lib/cocoapods/target/pod_target.rb716 def embed_frameworks_script_output_files_path_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb274 def product_basename_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb489 def deployment_target_for_non_library_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb503 def product_type_for_test_type(test_type)CODE
LOWlib/cocoapods/target/pod_target.rb576 def resources_bundle_target_label(bundle_name)CODE
LOWlib/cocoapods/target/pod_target.rb632 def app_host_dependent_targets_for_spec(spec, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb747 def prepare_artifacts_script_path_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb760 def prepare_artifacts_script_input_files_path_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb773 def prepare_artifacts_script_output_files_path_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb809 def prefix_header_path_for_spec(spec)CODE
LOWlib/cocoapods/target/pod_target.rb830 def recursive_dependent_targets(configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb841 def _add_recursive_dependent_targets(set, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb863 def recursive_test_dependent_targets(test_spec, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb875 def _add_recursive_test_dependent_targets(test_spec, set, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb897 def dependent_targets_for_test_spec(test_spec, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb910 def recursive_app_dependent_targets(app_spec, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb922 def _add_recursive_app_dependent_targets(app_spec, set, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb944 def dependent_targets_for_app_spec(app_spec, configuration: nil)CODE
LOWlib/cocoapods/target/pod_target.rb1052 def build_settings_by_config_for_spec(spec)CODE
LOWlib/cocoapods/target/aggregate_target.rb93 def merge_embedded_pod_targets(embedded_pod_targets_for_build_configuration)CODE
LOWlib/cocoapods/target/aggregate_target.rb188 def pod_targets_for_build_configuration(build_configuration)CODE
82 more matches not shown…
Decorative Section Separators10 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUM…s/Oddly-Named-XCF-Slices-Example/archiveAndValidate.sh24# ---------------------------------------COMMENT
MEDIUM…s/Oddly-Named-XCF-Slices-Example/archiveAndValidate.sh26# ---------------------------------------COMMENT
MEDIUM…s/Oddly-Named-XCF-Slices-Example/archiveAndValidate.sh61# ---------------------------------------COMMENT
MEDIUM…s/Oddly-Named-XCF-Slices-Example/archiveAndValidate.sh63# ---------------------------------------COMMENT
MEDIUMexamples/Excluded-Archs-Example/archiveAndValidate.sh22# ---------------------------------------COMMENT
MEDIUMexamples/Excluded-Archs-Example/archiveAndValidate.sh24# ---------------------------------------COMMENT
MEDIUM…s/Vendored-XCFramework12-Example/archiveAndValidate.sh22# ---------------------------------------COMMENT
MEDIUM…s/Vendored-XCFramework12-Example/archiveAndValidate.sh24# ---------------------------------------COMMENT
MEDIUM…s/Vendored-XCFramework12-Example/archiveAndValidate.sh40# ------------------------------------------------------COMMENT
MEDIUM…s/Vendored-XCFramework12-Example/archiveAndValidate.sh42# ------------------------------------------------------COMMENT
Self-Referential Comments8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUMlib/cocoapods/sources_manager.rb138 # Create the Spec_Lock file if needed and lock it so that concurrentCOMMENT
MEDIUMlib/cocoapods/target.rb8 # This class is used to represent both the targets and their libraries.COMMENT
MEDIUMlib/cocoapods/downloader/request.rb5 # This class represents a download request for a given Pod.COMMENT
MEDIUMlib/cocoapods/installer/analyzer.rb775 # Create a target for each spec groupCOMMENT
MEDIUMlib/cocoapods/installer/xcode/target_validator.rb20 # Create a new TargetValidator with aggregate and pod targets toCOMMENT
MEDIUM…/xcode/pods_project_generator/pod_target_integrator.rb5 # This class is responsible for integrating a pod target. This includes integratingCOMMENT
MEDIUM…installer/user_project_integrator/target_integrator.rb8 # This class is responsible for integrating the library generated by aCOMMENT
MEDIUMlib/cocoapods/installer/analyzer/specs_state.rb6 # This class represents the state of a collection of Pods.COMMENT
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡spec/integration.rb22# - To create a new test, just create a before folder with the environment toCOMMENT
LOW⚡spec/integration.rb24# Then just add the tests below this files with the name of the folder andCOMMENT
MEDIUM⚡spec/integration.rb33# - Have robust tests which don't depend on the programmatic interface ofCOMMENT
Slop Phrases3 hits · 5 pts
SeverityFileLineSnippetContext
LOWspec/unit/user_interface/error_report_spec.rb101Don't forget to anonymize any private data!CODE
LOWlib/cocoapods/user_interface/error_report.rb51Don't forget to anonymize any private data!CODE
MEDIUMlib/cocoapods/installer/installation_options.rb148 # impacting the duration of `pod install` for your project, you can try setting this to `false`COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWlib/cocoapods/command/update.rb68 # Check if all given pods are installedCOMMENT
LOWlib/cocoapods/command/update.rb85 # Check if excluded pods are installedCOMMENT