Repository Analysis

firebase/firebase-ios-sdk

Firebase SDK for Apple App Development

4.6 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of firebase/firebase-ios-sdk, a C++ project with 6,628 GitHub stars. SynthScan v2.0 examined 658,441 lines of code across 3551 source files, recording 3008 pattern matches distributed across 16 syntactic categories. The overall adjusted score of 4.6 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).

4.6
Adjusted Score
4.6
Raw Score
100%
Time Factor
2026-07-14
Last Push
6.6K
Stars
C++
Language
658.4K
Lines of Code
3.6K
Files
3.0K
Pattern Hits
2026-07-14
Scan Date
0.00
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0HIGH 5MEDIUM 68LOW 2935

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 3008 distinct pattern matches across 16 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.

Over-Commented Block2781 hits · 2651 pts
SeverityFileLineSnippetContext
LOWCMakeLists.txt1# Copyright 2017 Google LLCCOMMENT
LOWPackage.swift1// swift-tools-version:6.1COMMENT
LOWSymbolCollisionTest/SymbolCollisionTest/AppDelegate.h1// Copyright 2018 GoogleCOMMENT
LOW…mbolCollisionTest/SymbolCollisionTest/ViewController.m1// Copyright 2018 GoogleCOMMENT
LOWSymbolCollisionTest/SymbolCollisionTest/main.m1// Copyright 2018 GoogleCOMMENT
LOWSymbolCollisionTest/SymbolCollisionTest/AppDelegate.m1// Copyright 2018 GoogleCOMMENT
LOW…mbolCollisionTest/SymbolCollisionTest/ViewController.h1// Copyright 2018 GoogleCOMMENT
LOW…seSharedSwift/Tests/third_party/DataEncoderTests.swift161// let first: StringCOMMENT
LOW…seSharedSwift/Tests/third_party/DataEncoderTests.swift181//COMMENT
LOW…dSwift/Sources/FirebaseRemoteConfigValueDecoding.swift1// Copyright 2021 Google LLCCOMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift1// This file is derived from swift/stdlib/public/Darwin/Foundation/JSONEncoder.swiftCOMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift61}COMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift101// JSON EncoderCOMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift161COMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift321COMMENT
LOW…rd_party/FirebaseDataEncoder/FirebaseDataEncoder.swift1121 /// 1. Capitalizes the word starting after each `_`COMMENT
LOW…eTooling/Sources/PodspecsTester/InitializeSource.swift61 case .success:COMMENT
LOW…eTooling/Sources/PodspecsTester/InitializeSource.swift81 Shell.executeCommand("git tag -af \(testingTag) -m 'spectesting'", workingDir: sdkRepoPath)COMMENT
LOW…leaseTooling/Sources/ZipBuilder/ResourcesManager.swift41 for resource in existingResources {COMMENT
LOW…leaseTooling/Sources/ZipBuilder/ResourcesManager.swift101 // Find the right framework for these bundles to be embedded in - the folder structure isCOMMENT
LOWReleaseTooling/Sources/ZipBuilder/CarthageUtils.swift21struct CarthageBuildOptions {COMMENT
LOWReleaseTooling/Sources/ZipBuilder/CarthageUtils.swift161 // encoder with the `.withoutEscapingSlashes` option on `outputFormatting` like this:COMMENT
LOWReleaseTooling/Sources/ZipBuilder/ZipBuilder.swift81COMMENT
LOWReleaseTooling/Sources/ZipBuilder/ZipBuilder.swift421 /// is misconfigured.COMMENT
LOWReleaseTooling/Sources/ZipBuilder/ZipBuilder.swift621 return zipDirCOMMENT
LOWReleaseTooling/Sources/ZipBuilder/ZipBuilder.swift901 // TODO: packageAllResources is disabled for binary frameworks since it's not needed for FirebaseCOMMENT
LOWReleaseTooling/Sources/ZipBuilder/CocoaPodUtils.swift161 // Get the pods in the format of [PodInfo].COMMENT
LOWReleaseTooling/Sources/ZipBuilder/CocoaPodUtils.swift421 // Get the components of the line to parse them individually. Ignore any whitespace onlyCOMMENT
LOW…pDistributionInternal/Tests/Unit/ApiServiceTests.swift1// Copyright 2023 Google LLCCOMMENT
LOW…ernal/Tests/Unit/FakeUtils/URLSessionPartialMock.swift1// Copyright 2023 Google LLCCOMMENT
LOW…nInternal/Tests/Unit/FakeUtils/FakeInstallations.swift1// Copyright 2023 Google LLCCOMMENT
LOW…rebaseAppDistributionInternal/Sources/ApiService.swift1// Copyright 2023 Google LLCCOMMENT
LOW…tributionInternal/Sources/FeedbackViewController.swift1// Copyright 2023 Google LLCCOMMENT
LOW…aseAppDistributionInternal/Sources/InAppFeedback.swift1// Copyright 2023 Google LLCCOMMENT
LOW…eAppDistributionInternal/Sources/Internal/Logger.swift1//COMMENT
LOW…nInternal/Sources/Internal/InstallationsProtocol.swift1// Copyright 2023 Google LLCCOMMENT
LOWFirebaseFirestoreInternal/dummy.m1// Copyright 2023 Google LLCCOMMENT
LOW…toreInternal/FirebaseFirestore/FIRLocalCacheSettings.h1// Copyright 2023 Google LLCCOMMENT
LOW…storeInternal/FirebaseFirestore/FIRDocumentReference.h1// Copyright 2023 Google LLCCOMMENT
LOWFirebaseFirestoreInternal/FirebaseFirestore/FIRFilter.h1// Copyright 2023 Google LLCCOMMENT
LOW…estoreInternal/FirebaseFirestore/FIRSnapshotMetadata.h1// Copyright 2023 Google LLCCOMMENT
LOW…Internal/FirebaseFirestore/FIRAggregateQuerySnapshot.h1// Copyright 2023 Google LLCCOMMENT
LOWFirebaseFirestoreInternal/FirebaseFirestore/FIRQuery.h1// Copyright 2023 Google LLCCOMMENT
LOW…nal/FirebaseFirestore/FIRPersistentCacheIndexManager.h1// Copyright 2023 Google LLCCOMMENT
LOW…ebaseFirestoreInternal/FirebaseFirestore/FIRGeoPoint.h1// Copyright 2023 Google LLCCOMMENT
LOW…storeInternal/FirebaseFirestore/FIRFirestoreSettings.h1// Copyright 2023 Google LLCCOMMENT
LOW…irestoreInternal/FirebaseFirestore/FIRAggregateQuery.h1// Copyright 2023 Google LLCCOMMENT
LOW…eInternal/FirebaseFirestore/FIRSnapshotListenOptions.h1// Copyright 2024 Google LLCCOMMENT
LOW…irestoreInternal/FirebaseFirestore/FIRAggregateField.h1// Copyright 2023 Google LLCCOMMENT
LOW…baseFirestoreInternal/FirebaseFirestore/FIRFieldPath.h1// Copyright 2023 Google LLCCOMMENT
LOW…aseFirestoreInternal/FirebaseFirestore/FIRFieldValue.h1// Copyright 2023 Google LLCCOMMENT
LOW…FirestoreInternal/FirebaseFirestore/FIRQuerySnapshot.h1// Copyright 2023 Google LLCCOMMENT
LOW…reInternal/FirebaseFirestore/FIRListenerRegistration.h1// Copyright 2023 Google LLCCOMMENT
LOW…irestoreInternal/FirebaseFirestore/FIRDocumentChange.h1// Copyright 2023 Google LLCCOMMENT
LOW…aseFirestoreInternal/FirebaseFirestore/FIRWriteBatch.h1// Copyright 2023 Google LLCCOMMENT
LOW…restoreInternal/FirebaseFirestore/FIRAggregateSource.h1// Copyright 2023 Google LLCCOMMENT
LOW…irestoreInternal/FirebaseFirestore/FirebaseFirestore.h1// Copyright 2023 Google LLCCOMMENT
LOW…restoreInternal/FirebaseFirestore/FIRFirestoreErrors.h1// Copyright 2023 Google LLCCOMMENT
LOW…restoreInternal/FirebaseFirestore/FIRFirestoreSource.h1// Copyright 2023 Google LLCCOMMENT
LOW…estoreInternal/FirebaseFirestore/FIRDocumentSnapshot.h1// Copyright 2023 Google LLCCOMMENT
2721 more matches not shown…
Excessive Try-Catch Wrapping40 hits · 86 pts
SeverityFileLineSnippetContext
MEDIUM…ng/Sources/ManifestParser/GHAMatrixSpecCollector.swift64 print("Error while enumerating files: \(error.localizedDescription)")CODE
MEDIUM…oader/Apps/Sample/MLDownloaderTestApp/Downloader.swift68 print("Error - could not get file size.")CODE
MEDIUMFirestore/Swift/Source/SwiftAPI/Pipeline/Pipeline.swift47/// print("Error in example 1: \(error)")COMMENT
MEDIUMFirestore/Swift/Source/SwiftAPI/Pipeline/Pipeline.swift60/// print("Error in example 2: \(error)")COMMENT
MEDIUMFirestore/Swift/Source/SwiftAPI/Pipeline/Pipeline.swift71/// print("Error in example 3: \(error)")COMMENT
MEDIUM…seAuth/Tests/SampleSwift/SwiftApiTests/TestsBase.swift52 print("Error signing out: \(error)")CODE
MEDIUM…ple/ViewControllers/AccountLinkingViewController.swift280 print("Error: Player not authenticated with Game Center.")CODE
MEDIUM…ple/ViewControllers/AccountLinkingViewController.swift287 print("Error getting Game Center credential: \(error.localizedDescription)")CODE
MEDIUM…ple/ViewControllers/AccountLinkingViewController.swift292 print("Error: Missing Game Center credential")CODE
MEDIUM…ple/ViewControllers/AccountLinkingViewController.swift299 print("Error linking Game Center to Firebase: \(error.localizedDescription)")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift314 print("Error logging into Game Center: \(error.localizedDescription)")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift330 print("Error getting Game Center credential: \(error.localizedDescription)")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift335 print("Error signing into Firebase with Game Center: \(error.localizedDescription)")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift415 print("Error: No user logged in")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift421 print("Error: Error refreshing token")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift433 print("Error: Unable to access claims.")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift614 print("Error: Action code continue URL is nil.")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift643 print("Error: Action code continue URL is nil.")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift764 print("Error: User must be logged in first.")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift863 print("Error: No current user")CODE
MEDIUM…cationExample/ViewControllers/AuthViewController.swift895 print("Error: No current user")CODE
MEDIUM…e/tvOSSample/tvOSSample/EmailLoginViewController.swift40 print("Error signing in: \(error!)")CODE
MEDIUM…e/tvOSSample/tvOSSample/EmailLoginViewController.swift55 print("Error signing up: \(error!)")CODE
MEDIUM…ple/tvOSSample/tvOSSample/DatabaseViewController.swift70 print("Error grabbing value from Snapshot!")CODE
MEDIUMFirebaseRemoteConfig/Swift/RemoteConfig+Async.swift44 /// print("Error listening for remote config updates: \(error)")COMMENT
LOW…imulator-test-recording/scripts/run_test_and_record.sh59except Exception:CODE
LOWscripts/xcresult_logs.py75 except Exception as e:CODE
MEDIUM…ts/create_spec_repo/Sources/SpecRepoBuilder/main.swift318 print("Error: cannot find \(sdk_repo_path).")CODE
MEDIUM…ts/create_spec_repo/Sources/SpecRepoBuilder/main.swift332 print("Error: cannot determine if \(dir.path) is a directory or not.")CODE
MEDIUM…ts/create_spec_repo/Sources/SpecRepoBuilder/main.swift348 print("Error while enumerating files \(repoPath): \(error.localizedDescription)")CODE
MEDIUM…ts/create_spec_repo/Sources/SpecRepoBuilder/main.swift353 print("Error occurred while removing \(repoPath)/\(sdkRepoName): \(error)")CODE
LOW.github/workflows/_build.yml120 except Exception as error:CODE
MEDIUM.github/workflows/_build.yml121 print(f"Error setting env vars: {error}")CODE
LOW.github/workflows/_spm.yml99 except Exception as error:CODE
MEDIUM.github/workflows/_spm.yml100 print(f"Error setting env vars: {error}")CODE
LOW.github/workflows/_spm.yml155 except Exception as error:CODE
MEDIUM.github/workflows/_spm.yml156 print(f"Error setting env vars: {error}")CODE
MEDIUMFirebaseStorage/Tests/Unit/StorageTestHelpers.swift55 print("Error \(error)")CODE
MEDIUMFirebaseAI/Wrapper/Tests/APITests.swift99 print("Error generating content: \(error)")CODE
MEDIUMFirebaseAI/Tests/Unit/APITests.swift102 print("Error generating content: \(error)")CODE
Self-Referential Comments14 hits · 40 pts
SeverityFileLineSnippetContext
MEDIUMcmake/external/leveldb_patch.py61 # Create a stamp file so the patch isn't applied twice.COMMENT
MEDIUMFirestore/Protos/build_protos.py133 # Create a temporary file to which to write the tweaked script.STRING
MEDIUM…zingResources/Serializer/Corpus/ConvertTextToBinary.sh39# Create a folder to write binary protos to. This is our corpus.COMMENT
MEDIUM…imulator-test-recording/scripts/run_test_and_record.sh92 # Create a dedicated build commandCOMMENT
MEDIUMscripts/configure_test_keychain.sh36# Create a test keychain.COMMENT
MEDIUMscripts/add_copyright.sh36# Define the base branch (defaulting to main).COMMENT
MEDIUMscripts/xcresult_logs.py62 # Create a symbolic link to the xcresult bundle in a deterministic directoryCOMMENT
MEDIUMscripts/update_firebase_spm_dependency.sh60# Define the replacement regex based on the selected mode.COMMENT
MEDIUMscripts/cpplint.py1396 # Create a testcase for each fileCOMMENT
MEDIUMscripts/cpplint.py6005 # The following function is just a speed up, no semantics are changed.STRING
MEDIUMscripts/check_firestore_symbols.sh77# Create a temporary directory for the test package. The test package defines anCOMMENT
MEDIUMscripts/check_firestore_symbols.sh88# Create the package's subdirectories.COMMENT
MEDIUM.github/workflows/_build.yml157 # This file is used as a template for other workflows, soCOMMENT
MEDIUM.github/actions/testing_report_generation/app.rb148# Create a new issue if there exists failed workflows.COMMENT
Deep Nesting44 hits · 29 pts
SeverityFileLineSnippetContext
LOWcmake/external/leveldb_patch.py94CODE
LOWFirestore/Protos/build_protos.py340CODE
LOWFirestore/Protos/build_protos.py410CODE
LOWscripts/xcresult_logs.py188CODE
LOWscripts/check_test_inclusion.py48CODE
LOWscripts/check_test_inclusion.py71CODE
LOWscripts/make_release_notes.py248CODE
LOWscripts/cpplint.py946CODE
LOWscripts/cpplint.py1652CODE
LOWscripts/cpplint.py1680CODE
LOWscripts/cpplint.py1762CODE
LOWscripts/cpplint.py1993CODE
LOWscripts/cpplint.py2115CODE
LOWscripts/cpplint.py2462CODE
LOWscripts/cpplint.py3267CODE
LOWscripts/cpplint.py3538CODE
LOWscripts/cpplint.py3609CODE
LOWscripts/cpplint.py3663CODE
LOWscripts/cpplint.py3791CODE
LOWscripts/cpplint.py4149CODE
LOWscripts/cpplint.py4227CODE
LOWscripts/cpplint.py4493CODE
LOWscripts/cpplint.py4620CODE
LOWscripts/cpplint.py4770CODE
LOWscripts/cpplint.py5169CODE
LOWscripts/cpplint.py5588CODE
LOWscripts/cpplint.py5922CODE
LOWscripts/cpplint.py5950CODE
LOWscripts/cpplint.py6363CODE
LOWscripts/cpplint.py6576CODE
LOWscripts/cpplint.py6678CODE
LOWscripts/cpplint.py1182CODE
LOWscripts/cpplint.py1366CODE
LOWscripts/cpplint.py1561CODE
LOWscripts/cpplint.py1926CODE
LOWscripts/cpplint.py3012CODE
LOWscripts/cpplint.py3069CODE
LOWscripts/api_diff_report/api_diff_report.py67CODE
LOWscripts/api_diff_report/api_diff_report.py145CODE
LOWscripts/api_diff_report/api_diff_report.py170CODE
LOWscripts/api_diff_report/api_diff_report.py202CODE
LOWscripts/api_diff_report/pr_commenter.py40CODE
LOWscripts/nanopb/proto_generator.py220CODE
LOWscripts/nanopb/proto_generator.py320CODE
Example Usage Blocks19 hits · 28 pts
SeverityFileLineSnippetContext
LOWCrashlytics/ProtoSupport/generate_crashlytics_protos.sh18# Example usage:COMMENT
LOW…restore/Swift/Source/SwiftAPI/Firestore+Pipeline.swift31 /// Example usage:COMMENT
LOWFirestore/Swift/Source/SwiftAPI/Pipeline/Pipeline.swift618 /// Example usage:COMMENT
LOWFirestore/Swift/Source/SwiftAPI/Pipeline/Pipeline.swift685 /// Example usage:COMMENT
LOW…ift/Source/SwiftAPI/Pipeline/Aggregates/CountAll.swift21/// Example usage:COMMENT
LOW…/Source/SwiftAPI/Pipeline/Expressions/Expression.swift2601 /// Example usage:COMMENT
LOW…/Source/SwiftAPI/Pipeline/Expressions/Expression.swift2625 /// Example usage:COMMENT
LOW…/Source/SwiftAPI/Pipeline/Expressions/Expression.swift2646 /// Example usage:COMMENT
LOW…Swift/Source/SwiftAPI/Pipeline/Expressions/Field.swift71 /// Example usage:COMMENT
LOW…Swift/Source/SwiftAPI/Pipeline/Expressions/Field.swift93 /// Example usage:COMMENT
LOW…I/Pipeline/Expressions/FunctionExpressions/Score.swift26/// Example usage:COMMENT
LOW…rebaseAuth/Tests/SampleSwift/generate_refresh_token.sh23# Usage:COMMENT
LOW…eInAppMessaging/ProtoSupport/generate_nanopb_protos.sh18# Example usage:COMMENT
LOWscripts/rotate_secrets.sh19# Usage:COMMENT
LOWscripts/style.sh17# Usage:COMMENT
LOWscripts/nanopb/generate_protos.sh18# Example usage:COMMENT
LOWFirebaseMessaging/ProtoSupport/generate_protos.sh18# Example usage:COMMENT
LOWFirebaseAI/Sources/GenerativeModelSession.swift31 /// Example usage:COMMENT
LOWFirebasePerformance/ProtoSupport/generate_protos.sh18# Example usage:COMMENT
Hyper-Verbose Identifiers27 hits · 24 pts
SeverityFileLineSnippetContext
LOW…lytics/Crashlytics/Rollouts/StringToHexConverter.swift17// This is a swift rewrite for the logic in FIRCLSFile for the function FIRCLSFileHexEncodeString()COMMENT
LOWcmake/external/leveldb_patch_test.py27 def test_snappy_detect_line_is_commented_and_replaced(self):CODE
LOWcmake/external/leveldb_patch_test.py47 def test_snappy_detect_line_has_indent_and_eol_preserved(self):CODE
LOWcmake/external/leveldb_patch_test.py67 def test_snappy_detect_line_does_not_affect_surrounding_lines(self):CODE
LOWcmake/external/leveldb_patch_test.py95 def test_snappy_include_is_amended(self):CODE
LOWcmake/external/leveldb_patch_test.py125 def test_snappy_include_lines_adopt_indenting_and_eol_convention(self):CODE
LOWcmake/external/leveldb_patch_test.py155 def test_snappy_include_line_does_not_affect_surrounding_lines(self):CODE
LOWcmake/external/leveldb_patch_test.py193 def test_leveldb_snappy_link_line_is_commented_and_replaced(self):CODE
LOWcmake/external/leveldb_patch_test.py213 def test_leveldb_snappy_link_line_has_indent_and_eol_preserved(self):CODE
LOWcmake/external/leveldb_patch_test.py233 def test_leveldb_snappy_link_line_does_not_affect_surrounding_lines(self):CODE
LOWcmake/external/leveldb_patch_test.py261 def test_all_patches_combined(self):CODE
LOWcmake/external/leveldb_patch.py122 def _on_leveldb_include_start(self) -> Iterable[str]:CODE
LOWcmake/external/leveldb_patch.py136 def _on_leveldb_snappy_link_line(self, line: LineComponents) -> Iterable[str]:CODE
LOWFirestore/Protos/build_protos.py228 def __stub_non_buildable_files(self, out_dir):STRING
LOWFirestore/Protos/build_protos.py382def strip_trailing_whitespace(lines):STRING
LOWFirestore/Protos/build_protos.py394def objc_strip_extension_registry(lines):STRING
LOWFirestore/Protos/lib/pretty_printing.py255 def _get_printer_function_name(self):CODE
LOWscripts/xcresult_logs.py123def project_from_workspace_path(path):CODE
LOWscripts/xcresult_logs.py188def find_newest_matching_prefix(path, prefix):CODE
LOWscripts/create_pull_request.rb54def generate_pr_for_target_changes(repo_root:, target_path:)CODE
LOWscripts/export_release_notes.py107def product_relative_locations():CODE
LOWscripts/sync_project.rb434 def find_project_files_after_removal(files, to_remove)CODE
LOWscripts/api_diff_report/icore_module.py140def module_info_from_podspecs(root_dir=os.getcwd()):CODE
LOWscripts/nanopb/proto_generator.py272 def nanopb_use_absolute_import(lines, filename):STRING
LOWscripts/nanopb/proto_generator.py293def strip_trailing_whitespace(lines):STRING
LOWscripts/nanopb/proto_generator.py305def objc_strip_extension_registry(lines):STRING
LOW.github/actions/testing_report_generation/app.rb62 def add_workflow_run_and_result(workflow, result)CODE
AI Slop Vocabulary7 hits · 20 pts
SeverityFileLineSnippetContext
MEDIUMFirestore/Example/Tests/Util/FSTIntegrationTestCase.mm311 // which testing environment we're using. Essentially `setUpDefaults` determinesCOMMENT
MEDIUMFirestore/Example/Tests/API/FSTUserDataReaderTests.mm118 // See comments in FSTUserDataReader regarding handling of signed char. Essentially, signedCOMMENT
MEDIUMFirestore/third_party/re2/re2/prefilter_tree.h114 // These are all the nodes formed by Compile. Essentially, there isCOMMENT
MEDIUM…restore/Swift/Source/SwiftAPI/Firestore+Pipeline.swift46 /// - They do not utilize or update the local SDK cache.COMMENT
MEDIUMFirebaseDatabase/Sources/FViewProcessor.m674 // Essentially we'll just get our existing server cache for the affectedCOMMENT
LOWscripts/cpplint.py3059 # Here we can just use a shallow copy since we are the lastCOMMENT
MEDIUMFirebaseAI/Sources/Types/Public/ThinkingConfig.swift17/// Gemini 2.5 series models and newer utilize a thinking process before generating a response. ThisCOMMENT
Redundant / Tautological Comments17 hits · 18 pts
SeverityFileLineSnippetContext
LOWscripts/add_copyright.sh27# Check if git is available.COMMENT
LOWscripts/add_copyright.sh39# Check if BASE_BRANCH exists.COMMENT
LOWscripts/add_copyright.sh91 # Check if file already has copyright.COMMENT
LOWscripts/add_copyright.sh115 # Check if first line starts with #!COMMENT
LOWscripts/check_secrets.sh18# Check if secrets are available for multiple CI'sCOMMENT
LOWscripts/cpplint.py2993 # Check if token is an unmatched '<'.COMMENT
LOWscripts/cpplint.py3621 # Check if the // may be in quotes. If so, ignore itSTRING
LOWscripts/cpplint.py4576 # Check if the body is emptySTRING
LOWscripts/cpplint.py4867 # Check if the line is a header guard.STRING
LOWscripts/cpplint.py5302 # Check if people are using the verboten C basic types. The only exceptionSTRING
LOWscripts/cpplint.py5314 # Check if some verboten operator overloading is going onSTRING
LOWscripts/cpplint.py5490 # Check if some verboten C functions are being used.STRING
LOWscripts/cpplint.py6168 # Set end_col to check whole lines after we are done with theSTRING
LOWscripts/check_firestore_symbols.sh45# Check if the given repo path is valid.COMMENT
LOWscripts/check_firestore_symbols.sh58# Check if the given xcframework path is valid.COMMENT
LOWscripts/zip/zip_quickstart_test.sh45# Check if the scheme exists before attempting to build.COMMENT
LOW.github/actions/testing_report_generation/app.rb134# Check if there exists any cron jobs.COMMENT
Verbosity Indicators9 hits · 17 pts
SeverityFileLineSnippetContext
LOW…ple/ViewControllers/AccountLinkingViewController.swift278 // Step 1: Ensure Game Center AuthenticationCOMMENT
LOW…ple/ViewControllers/AccountLinkingViewController.swift284 // Step 2: Get Game Center Credential for LinkingCOMMENT
LOW…ple/ViewControllers/AccountLinkingViewController.swift296 // Step 3: Link Credential with Current Firebase UserCOMMENT
LOW…cationExample/ViewControllers/AuthViewController.swift310 // Step 1: System Game Center LoginCOMMENT
LOW…cationExample/ViewControllers/AuthViewController.swift325 // Step 2: Link to FirebaseCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m190 // Step 1: find location range in expectedCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m203 // Step 2: foreach in actual, asserting locationCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m215 // Step 3: slice each arrayCOMMENT
LOW…baseDatabase/Sources/Core/View/Filter/FLimitedFilter.m151 // We need to check if the `nextChild` is actually in range beforeCOMMENT
Modern AI Meta-Vocabulary13 hits · 17 pts
SeverityFileLineSnippetContext
MEDIUMFirebaseAI/Sources/GenerativeModel.swift124 /// [zero-shot](https://developers.google.com/machine-learning/glossary/generative#zero-shot-prompting)STRING
MEDIUMFirebaseAI/Sources/GenerativeModel.swift126 /// [few-shot](https://developers.google.com/machine-learning/glossary/generative#few-shot-prompting)STRING
MEDIUMFirebaseAI/Sources/GenerativeModel.swift153 /// [zero-shot](https://developers.google.com/machine-learning/glossary/generative#zero-shot-prompting)STRING
MEDIUMFirebaseAI/Sources/GenerativeModel.swift155 /// [few-shot](https://developers.google.com/machine-learning/glossary/generative#few-shot-prompting)STRING
MEDIUMFirebaseAI/Sources/GenerativeModel.swift189 /// [zero-shot](https://developers.google.com/machine-learning/glossary/generative#zero-shot-prompting)STRING
MEDIUMFirebaseAI/Sources/GenerativeModel.swift191 /// [few-shot](https://developers.google.com/machine-learning/glossary/generative#few-shot-prompting)STRING
MEDIUM…ebaseAI/Sources/Types/Public/SystemLanguageModel.swift139 /// [documentation](https://developer.apple.com/documentation/foundationmodels/systemlanguagemodel/guardrails).STRING
MEDIUM…ebaseAI/Sources/Types/Public/SystemLanguageModel.swift151 /// [documentation](https://developer.apple.com/documentation/foundationmodels/systemlanguagemodel/guardrails/defaSTRING
MEDIUM…ebaseAI/Sources/Types/Public/SystemLanguageModel.swift158 /// [documentation](https://developer.apple.com/documentation/foundationmodels/systemlanguagemodel/guardrails/permSTRING
MEDIUM…ebaseAI/Sources/Types/Public/SystemLanguageModel.swift246 /// [documentation](https://developer.apple.com/documentation/foundationmodels/systemlanguagemodel/init(usecase:guarSTRING
MEDIUM…ebaseAI/Sources/Types/Public/SystemLanguageModel.swift250 /// - guardrails: The ``Guardrails`` that configure how the model handles potentially harmfulSTRING
MEDIUM…I/Sources/Protocols/Public/LanguageModelProvider.swift57 /// [documentation](https://developer.apple.com/documentation/foundationmodels/systemlanguagemodel/init(usecase:guarCOMMENT
MEDIUM…I/Sources/Protocols/Public/LanguageModelProvider.swift62 /// - guardrails: The ``FirebaseAI/SystemLanguageModel/Guardrails`` that configure how theCOMMENT
Structural Annotation Overuse8 hits · 16 pts
SeverityFileLineSnippetContext
LOW…ple/ViewControllers/AccountLinkingViewController.swift278 // Step 1: Ensure Game Center AuthenticationCOMMENT
LOW…ple/ViewControllers/AccountLinkingViewController.swift284 // Step 2: Get Game Center Credential for LinkingCOMMENT
LOW…ple/ViewControllers/AccountLinkingViewController.swift296 // Step 3: Link Credential with Current Firebase UserCOMMENT
LOW…cationExample/ViewControllers/AuthViewController.swift310 // Step 1: System Game Center LoginCOMMENT
LOW…cationExample/ViewControllers/AuthViewController.swift325 // Step 2: Link to FirebaseCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m190 // Step 1: find location range in expectedCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m203 // Step 2: foreach in actual, asserting locationCOMMENT
LOWFirebaseDatabase/Tests/Unit/FSyncPointTests.m215 // Step 3: slice each arrayCOMMENT
Synthetic Comment Markers2 hits · 15 pts
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HIGHFirestore/core/src/util/byte_stream_apple.mm46 // Still not found, or the buffer happens to be of the sized as requested.COMMENT
HIGH…urces/Types/Public/Imagen/ImagenGenerationConfig.swift64 /// they are AI generated; `false` disables watermarking.COMMENT
Cross-File Repetition3 hits · 15 pts
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HIGH…ore/Internal/Tests/Unit/HeartbeatControllerTests.swift0{ "version": 2, "heartbeats": [ { "agent": "dummy_agent", "dates": ["2021-11-01"] } ] }STRING
HIGH…seCore/Internal/Tests/Unit/HeartbeatsBundleTests.swift0{ "version": 2, "heartbeats": [ { "agent": "dummy_agent", "dates": ["2021-11-01"] } ] }STRING
HIGH…sts/Integration/HeartbeatLoggingIntegrationTests.swift0{ "version": 2, "heartbeats": [ { "agent": "dummy_agent", "dates": ["2021-11-01"] } ] }STRING
Fake / Example Data12 hits · 12 pts
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LOWReleaseTooling/Sources/ZipBuilder/main.swift326 let tempDir = FileManager.default.temporaryDirectory(withName: "placeholder")STRING
LOW…restore/Swift/Tests/Integration/PipelineApiTests.swift219 // "mother": "Jane Doe"COMMENT
LOW…restore/Swift/Tests/Integration/PipelineApiTests.swift230 // "mother": "Jane Doe"COMMENT
LOWFirebaseAuth/Tests/Unit/UserTests.swift33 let kPhoneNumber = "555-1234"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift98 let testEmail = "test@test.com"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift129 let testEmail = "test@test.com"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift160 let testEmail = "test@test.com"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift257 let testEmail = "test@test.com"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift299 let testEmail = "test@test.com"CODE
LOW…ationExampleUITests/AuthenticationExampleUITests.swift323 let testEmail = "test@test.com"CODE
LOW…seAI/Tests/TestApp/Tests/Integration/SchemaTests.swift223 "The civic number and street name, for example, '123 Main Street'.")CODE
LOW…seAI/Tests/TestApp/Tests/Integration/SchemaTests.swift250 "description": .string("The civic number and street name, for example, '123 Main Street'."),CODE
TODO Padding4 hits · 8 pts
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LOWFirebaseDatabase/Sources/Core/FPersistentConnection.m1286// TODO: Add tests!COMMENT
LOWFirebaseRemoteConfig/Tests/Unit/RCNConfigContentTest.m201 // TODO: Add test case once new eTag based logic is implemented.COMMENT
LOWFirebaseRemoteConfig/Tests/Unit/RCNConfigContentTest.m205 // TODO: Add test case once new eTag based logic is implemented.COMMENT
LOWFirebaseRemoteConfig/Tests/Unit/RCNConfigContentTest.m209 // TODO: Add test case once new eTag based logic is implemented.COMMENT
Unused Imports8 hits · 8 pts
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LOWFirestore/Protos/build_protos.py20CODE
LOWFirestore/Protos/nanopb_cpp_generator.py20CODE
LOWFirestore/Protos/lib/pretty_printing.py17CODE
LOWFirestore/Protos/lib/pretty_printing.py19CODE
LOWscripts/check_test_inclusion.py20CODE
LOWscripts/lib/checker.py15CODE
LOWscripts/nanopb/nanopb_objc_generator.py20CODE
LOWscripts/nanopb/proto_generator.py28CODE