6.0

Adjusted Signal

6.0

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

15.1K

Stars

Swift

Language

215.2K

Lines of Code

1.6K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 22.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1116 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 68 finding(s).

Agent Over-Engineering Ratio 10.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 444 finding(s).

PR Review Velocity Impact 26.7/100 · MEDIUM

Which changes need focused human review? 1216 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 1HIGH 16MEDIUM 15LOW 1184

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 1216 distinct pattern matches across 18 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 Block611 hits · 604 pts

Severity	File	Line	Snippet	Context
LOW	.swiftlint.yml	1	#	COMMENT
LOW	Easydict/App/AppDelegate.h	1	//	COMMENT
LOW	Easydict/App/entry.h	1	//	COMMENT
LOW	Easydict/App/AppDelegate+EZURLScheme.m	1	//	COMMENT
LOW	Easydict/App/Easydict-Bridging-Header.h	1	//	COMMENT
LOW	Easydict/App/Easydict-Bridging-Header.h	21	#import "EZOCRResult.h"	COMMENT
LOW	Easydict/App/entry.m	1	//	COMMENT
LOW	Easydict/Swift/Model/AppTriggerConfig.swift	1	//	COMMENT
LOW	Easydict/Swift/Model/DetectManager.swift	1	//	COMMENT
LOW	Easydict/Swift/View/TapHandlerView.swift	1	//	COMMENT
LOW	…rationView/GitHubCopilotServiceConfigurationView.swift	1	//	COMMENT
LOW	…nfigurationView/CodexCLIServiceConfigurationView.swift	1	//	COMMENT
LOW	…igurationView/ClaudeCodeServiceConfigurationView.swift	1	//	COMMENT
LOW	…t/View/SettingView/Tabs/Model/QueryRecordManager.swift	1	//	COMMENT
LOW	Easydict/Swift/View/Window/HostWindowManager.swift	1	//	COMMENT
LOW	…ature/Shortcut/Model/ShortcutConfictAlertMessage.swift	1	//	COMMENT
LOW	…Feature/Screenshot/Screenshot/NSScreen+Extention.swift	1	//	COMMENT
LOW	…t/Feature/Screenshot/Screencapture/Screencapture.swift	1	//	COMMENT
LOW	Easydict/Swift/Feature/Markdown/MarkdownLabel.swift	1	//	COMMENT
LOW	…dict/Swift/Feature/Markdown/MarkdownToggleButton.swift	1	//	COMMENT
LOW	Easydict/Swift/Feature/Markdown/MarkdownRenderer.swift	1	//	COMMENT
LOW	…dict/Swift/Feature/AnkiConnect/AnkiConnectClient.swift	1	//	COMMENT
LOW	…ure/VocabularyNotebook/VocabularyNotebookService.swift	1	//	COMMENT
LOW	…Swift/Feature/VocabularyNotebook/VocabularyEntry.swift	1	//	COMMENT
LOW	Easydict/Swift/Feature/HTTPServer/Vapor/configure.swift	1	//	COMMENT
LOW	Easydict/Swift/Service/Apple/AppleLanguageMapper.swift	81	/// and linguistic analysis throughout the application.	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	1	//	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	21	/// - Hierarchical post-processing: Chinese/English verification → Mixed content → Short text corrections	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	41	///	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	81	/// - Note: These probabilities may be an empty dictionary for certain edge cases	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	261		COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	321		COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	381	return nil	COMMENT
LOW	…pple/AppleLanguageDetector/AppleLanguageDetector.swift	461		COMMENT
LOW	…ift/Service/Apple/AppleOCREngine/OCRLineAnalyzer.swift	1	//	COMMENT
LOW	…ift/Service/Apple/AppleOCREngine/OCRLineAnalyzer.swift	21	// MARK: Lifecycle	COMMENT
LOW	…eOCREngine/VNRecognizedTextObservation+Extension.swift	1	//	COMMENT
LOW	…eOCREngine/VNRecognizedTextObservation+Extension.swift	161		COMMENT
LOW	…rvice/Apple/AppleOCREngine/AppleOCREngine+WarmUp.swift	1	//	COMMENT
LOW	…rvice/Apple/AppleOCREngine/AppleOCREngine+WarmUp.swift	21	/// On macOS 26/27 the `TextRecognition` framework's `*_e5.mlmodelc.bundle` resources ship	COMMENT
LOW	…rvice/Apple/AppleOCREngine/AppleOCREngine+WarmUp.swift	121	request.usesLanguageCorrection = true	COMMENT
LOW	…wift/Service/Apple/AppleOCREngine/AppleOCREngine.swift	1	//	COMMENT
LOW	…wift/Service/Apple/AppleOCREngine/AppleOCREngine.swift	21	/// the initial image to delegating the final text processing to `OCRTextProcessor`.	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	1	//	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	41		COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	101	// Update metrics language when set	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	121	/// - Code patterns: `array.map()` → `〈PROTECTED_4〉`	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	141	/// "〈PROTECTED_1〉": "test@example.com",	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	241	/// Input text: "访问〈PROTECTED_0〉，邮箱〈PROTECTED_1〉。价格 $〈PROTECTED_2〉，代码〈PROTECTED_3〉。"	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	321	///	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	461	result.replace(western, with: chinese)	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRTextNormalizer.swift	481	/// 6..<21 (test@example.com - email pattern)	COMMENT
LOW	…ft/Service/Apple/AppleOCREngine/OCRSectionMerger.swift	1	//	COMMENT
LOW	…ft/Service/Apple/AppleOCREngine/OCRSectionMerger.swift	21	class OCRSectionMerger {	COMMENT
LOW	…ft/Service/Apple/AppleOCREngine/OCRSectionMerger.swift	181	/// a new paragraph, or handle hyphenated words.	COMMENT
LOW	…ft/Service/Apple/AppleOCREngine/OCRSectionMerger.swift	201	paragraphObservations: paragraphObservations,	COMMENT
LOW	…wift/Service/Apple/AppleOCREngine/OCRDashHandler.swift	1	//	COMMENT
LOW	…wift/Service/Apple/AppleOCREngine/OCRDashHandler.swift	21	///	COMMENT
LOW	…t/Service/Apple/AppleOCREngine/OCRPoetryDetector.swift	181	if let last = text.last, let scalar = last.unicodeScalars.first {	COMMENT
LOW	…Swift/Service/Apple/AppleOCREngine/OCRBandMerger.swift	1	//	COMMENT
551 more matches not shown…

Hyper-Verbose Identifiers409 hits · 366 pts

Severity	File	Line	Snippet	Context
LOW	…ict/Swift/Service/Dictionary/MDict/MDictEntryScript.js	101	function changeWebViewBodyFontSize(fontSizeRatio) {	CODE
LOW	…ict/Swift/Service/Dictionary/MDict/MDictEntryScript.js	105	function updateWebViewContentStyle() {	CODE
LOW	…/Dictionary/DictionaryRendering/dictionary-result.html	109	function calculateSummaryTextWidth(summary) {	CODE
LOW	…/Dictionary/DictionaryRendering/dictionary-result.html	115	function updateDetailsSummaryLineWidth() {	CODE
LOW	…/Dictionary/DictionaryRendering/dictionary-result.html	187	function isNotCustomBackgroundColor(color) {	CODE
LOW	…/Dictionary/DictionaryRendering/dictionary-result.html	255	function updateAllIframeAppleSystemLabelBorderBottomColor(isDark) {	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	117	def test_accepts_english_and_bilingual_messages(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	124	def test_accepts_references_in_each_language_block(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	138	def test_accepts_references_after_breaking_change_footers(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	155	def test_rejects_two_or_four_body_paragraphs(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	171	def test_rejects_missing_duplicate_and_malformed_separators(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	182	def test_rejects_malformed_or_overlong_subjects(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	200	def test_requires_matching_bilingual_header_signatures(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	206	def test_accepts_only_a_final_breaking_change_footer(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	233	def test_rejects_footer_like_paragraphs_and_malformed_breaking_footer(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	255	def test_rejects_malformed_references_sections(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	314	def test_rejects_references_before_the_final_body_paragraph(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	330	def test_rejects_references_in_only_one_language_block(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	358	def test_rejects_different_bilingual_reference_urls(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	369	def test_rejects_reversed_bilingual_reference_order(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	384	def test_requires_ordered_language_appropriate_body_labels(self) -> None:	CODE
LOW	…kills/git-commit/tests/test_validate_commit_message.py	456	def test_commit_validation_matches_expected_file(self) -> None:	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	100	def test_mixed_commit_ignores_binary_files(self) -> None:	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	114	def test_classifies_document_names_and_directories(self) -> None:	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	129	def test_handles_rename_unicode_space_and_deletion(self) -> None:	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	152	def test_aggregates_a_three_dot_range(self) -> None:	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	168	def test_rejects_an_invalid_revision(self) -> None:	CODE
LOW⚡	.agents/skills/git-commit/tests/test_branch_name.py	18	def test_task_types_and_summary(self):	CODE
LOW⚡	.agents/skills/git-commit/tests/test_branch_name.py	27	def test_explicit_names_remain_literal(self):	CODE
LOW⚡	.agents/skills/git-commit/tests/test_branch_name.py	34	def test_review_identity_and_mode(self):	CODE
LOW	.agents/skills/git-commit/tests/test_branch_name.py	49	def test_collision_candidates(self):	CODE
LOW	.agents/skills/git-commit/tests/test_branch_name.py	56	def test_cli_is_read_only_and_returns_specific_statuses(self):	CODE
LOW	…s/skills/git-commit/scripts/validate-commit-message.py	121	def strip_and_validate_references(block: str) -> tuple[str, list[str]]:	CODE
LOW	…s/skills/git-commit/scripts/validate-commit-message.py	288	def validate_bilingual_subject_languages(	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	103	def _orthogonal_edge_segments(svg: Path) -> list[tuple[float, float, float, float]]:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	155	def _point_to_segment_distance(	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	169	def _component_is_on_edge_or_node_border(	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	184	def _decoded_rgba_compatibility(left: Path, right: Path, svg: Path) -> dict[str, object]:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	271	def assert_specialized_style_contract(	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	349	def test_style_five_glass_task_capsule_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	382	def test_style_six_governance_policy_seal_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	405	def test_style_seven_api_token_train_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	427	def test_style_six_and_seven_feedback_legends_use_distinct_semantic_encodings(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	472	def test_style_eight_gem_circuit_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	499	def test_style_nine_review_cursor_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	521	def test_style_ten_active_active_cloud_flow_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	546	def test_style_eleven_event_transit_train_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	572	def test_style_twelve_ops_pulse_waterfall_contract_is_exact(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	601	def test_styles_ten_to_twelve_motion_metadata_preserves_static_geometry(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	631	def test_style_one_default_plan_matches_focused_gif_contract(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	655	def test_unsupported_style_reports_the_current_enabled_range(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	666	def test_style_two_default_plan_matches_terminal_evidence_trace_contract(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	701	def test_style_two_schedule_stream_colors_phases_directions_and_cursor_are_pinned(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	799	def test_style_three_blueprint_distribution_contract_is_pinned(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	898	def test_style_three_semantic_contract_is_not_byte_hash_locked(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	912	def test_style_four_notion_memory_card_handoff_contract_is_pinned(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	1025	def test_style_four_semantic_contract_is_not_byte_hash_locked(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	1035	def test_motion_grammar_uses_empty_draw_live_and_reset_phases(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	1059	def test_style_one_schedule_is_pinned_to_the_review_contract(self) -> None:	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	1141	def test_fifty_five_frame_compatibility_timeline_keeps_the_approved_build_indices(self) -> None:	CODE
349 more matches not shown…

Unused Imports60 hits · 58 pts

Severity	File	Line	Context
LOW	…kills/git-commit/tests/test_validate_commit_message.py	4	CODE
LOW	…ts/skills/git-commit/tests/test_commit_change_stats.py	4	CODE
LOW	.agents/skills/git-commit/tests/test_branch_name.py	1	CODE
LOW	…gents/skills/git-commit/scripts/commit-change-stats.py	4	CODE
LOW	.agents/skills/git-commit/scripts/branch_name.py	4	CODE
LOW	…s/skills/git-commit/scripts/validate-commit-message.py	4	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	1	CODE
LOW	…s/skills/fireworks-tech-graph/tests/test_diagram_ir.py	1	CODE
LOW	…/fireworks-tech-graph/tests/test_geometry_contracts.py	1	CODE
LOW	…lls/fireworks-tech-graph/tests/test_quality_upgrade.py	2	CODE
LOW	…ireworks-tech-graph/tests/test_python_compatibility.py	1	CODE
LOW	…skills/fireworks-tech-graph/tests/test_validate_svg.py	1	CODE
LOW	…ls/fireworks-tech-graph/tests/test_interactive_html.py	1	CODE
LOW	…fireworks-tech-graph/tests/test_skill_compatibility.py	1	CODE
LOW	…/fireworks-tech-graph/tests/test_semantic_contracts.py	1	CODE
LOW	.agents/skills/fireworks-tech-graph/tests/test_cli.py	1	CODE
LOW	…lls/fireworks-tech-graph/scripts/semantic_contracts.py	9	CODE
LOW	…ls/fireworks-tech-graph/scripts/composition_quality.py	10	CODE
LOW	…ts/skills/fireworks-tech-graph/scripts/validate_svg.py	8	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	13	CODE
LOW	…kills/fireworks-tech-graph/scripts/interactive_html.py	4	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	4	CODE
LOW	…gents/skills/fireworks-tech-graph/scripts/fireworks.py	4	CODE
LOW	…s/skills/fireworks-tech-graph/scripts/style_quality.py	2	CODE
LOW	…ents/skills/fireworks-tech-graph/scripts/png_export.py	2	CODE
LOW	…lls/fireworks-tech-graph/scripts/fireworks_geometry.py	9	CODE
LOW	…ents/skills/fireworks-tech-graph/scripts/svg_canvas.py	2	CODE
LOW	…ents/skills/fireworks-tech-graph/scripts/diagram_ir.py	8	CODE
LOW	…ts/skills/review/tests/test_collect_review_snapshot.py	9	CODE
LOW	…gents/skills/review/scripts/collect_review_snapshot.py	4	CODE
LOW	…ents/skills/review-pr/tests/test_snapshot_transport.py	1	CODE
LOW	…gents/skills/review-pr/tests/test_prepare_pr_branch.py	1	CODE
LOW	.agents/skills/review-pr/tests/test_review_threads.py	1	CODE
LOW	.agents/skills/review-pr/tests/test_review_context.py	1	CODE
LOW	.agents/skills/review-pr/tests/test_review_snapshot.py	1	CODE
LOW	.agents/skills/review-pr/scripts/review_snapshot.py	4	CODE
LOW	.agents/skills/submit-pr/tests/test_submit_pr.py	1	CODE
LOW	.agents/skills/submit-pr/scripts/submit_pr.py	4	CODE
LOW	…e-rebase-merge/tests/test_collect_integration_facts.py	4	CODE
LOW	…tree-rebase-merge/scripts/collect-integration-facts.py	4	CODE
LOW	…ls/release-easydict/tests/test_release_github_notes.py	4	CODE
LOW	…ts/skills/release-easydict/tests/test_release_notes.py	4	CODE
LOW	…ills/release-easydict/tests/test_release_notes_sync.py	4	CODE
LOW	…/skills/release-easydict/tests/test_release_content.py	1	CODE
LOW	…/skills/release-easydict/tests/test_release_appcast.py	4	CODE
LOW	…s/skills/release-easydict/tests/test_release_public.py	4	CODE
LOW	…s/skills/release-easydict/tests/test_release_issues.py	1	CODE
LOW	…/release-easydict/tests/test_release_notes_worktree.py	4	CODE
LOW	…lls/release-easydict/tests/test_release_performance.py	3	CODE
LOW	…gents/skills/release-easydict/scripts/release_notes.py	4	CODE
LOW	…ents/skills/release-easydict/scripts/release_issues.py	4	CODE
LOW	…ents/skills/release-easydict/scripts/release-public.py	4	CODE
LOW	…s/skills/release-easydict/scripts/release_pr_policy.py	3	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	4	CODE
LOW	…nts/skills/release-easydict/scripts/release_content.py	4	CODE
LOW	…nts/skills/release-easydict/scripts/release-appcast.py	9	CODE
LOW	scripts/star-history/render_chart.py	4	CODE
LOW	scripts/star-history/update_history.py	4	CODE
LOW	scripts/star-history/test_history.py	4	CODE
LOW	scripts/star-history/history.py	4	CODE

Deep Nesting42 hits · 39 pts

Severity	File	Line	Context
LOW	.agents/skills/git-commit/scripts/branch_name.py	75	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	103	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	427	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	601	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	2215	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	2310	CODE
LOW	…gents/skills/fireworks-tech-graph/tests/test_motion.py	2528	CODE
LOW	…/fireworks-tech-graph/tests/test_semantic_contracts.py	168	CODE
LOW	…/fireworks-tech-graph/tests/test_semantic_contracts.py	266	CODE
LOW	…lls/fireworks-tech-graph/scripts/semantic_contracts.py	145	CODE
LOW	…lls/fireworks-tech-graph/scripts/semantic_contracts.py	425	CODE
LOW	…ts/skills/fireworks-tech-graph/scripts/validate_svg.py	94	CODE
LOW	…ts/skills/fireworks-tech-graph/scripts/validate_svg.py	343	CODE
LOW	…ts/skills/fireworks-tech-graph/scripts/validate_svg.py	618	CODE
LOW	…ts/skills/fireworks-tech-graph/scripts/validate_svg.py	809	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	796	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	892	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	1711	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	1816	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	2269	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	2460	CODE
LOW	…kills/fireworks-tech-graph/scripts/interactive_html.py	170	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1064	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1320	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1599	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1703	CODE
LOW	…lls/fireworks-tech-graph/scripts/fireworks_geometry.py	198	CODE
LOW	…lls/fireworks-tech-graph/scripts/fireworks_geometry.py	229	CODE
LOW	…lls/fireworks-tech-graph/scripts/fireworks_geometry.py	294	CODE
LOW	.agents/skills/review-pr/tests/test_review_snapshot.py	236	CODE
LOW	.agents/skills/review-pr/scripts/review_snapshot.py	335	CODE
LOW	.agents/skills/review-pr/scripts/review_snapshot.py	471	CODE
LOW	.agents/skills/review-pr/scripts/review_threads.py	39	CODE
LOW	.agents/skills/review-pr/scripts/review_threads.py	172	CODE
LOW	…tree-rebase-merge/scripts/collect-integration-facts.py	131	CODE
LOW	…nts/skills/release-easydict/scripts/release-cleanup.py	163	CODE
LOW	…nts/skills/release-easydict/scripts/release-cleanup.py	197	CODE
LOW	…ents/skills/release-easydict/scripts/release_issues.py	912	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	481	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	635	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	707	CODE
LOW	scripts/codex-runtime/prepare-runtime.py	10	CODE

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/submit-pr/scripts/submit_pr.py	1042	except FileNotFoundError:	CODE
HIGH	…gents/skills/release-easydict/scripts/release_notes.py	186	except FileNotFoundError:	CODE
HIGH	…ents/skills/release-easydict/scripts/release_issues.py	141	except FileNotFoundError:	CODE
HIGH	…/skills/release-easydict/scripts/release-notes-sync.py	290	except FileNotFoundError:	CODE
HIGH	…/skills/release-easydict/scripts/release-notes-sync.py	702	except NotesSyncError:	CODE
HIGH	…nts/skills/release-easydict/scripts/release_content.py	96	except FileNotFoundError:	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	…/Swift/Service/GitHubCopilot/GitHubCopilotLogger.swift	[request] \(timestamp) command: \(command) prompt: \(prompt) --- [stdout]	STRING
HIGH	Easydict/Swift/Service/CodexCLI/CodexCLILogger.swift	[request] \(timestamp) command: \(command) prompt: \(prompt) --- [stdout]	STRING
HIGH	…sydict/Swift/Service/ClaudeCode/ClaudeCodeLogger.swift	[request] \(timestamp) command: \(command) prompt: \(prompt) --- [stdout]	STRING
HIGH	…/Swift/Service/GitHubCopilot/GitHubCopilotLogger.swift	[stderr] \(stderr.isempty ? "(none)" : stderr) [exit] code=\(exitcode) duration=\(string(format: "%.1f", duration))s	STRING
HIGH	Easydict/Swift/Service/CodexCLI/CodexCLILogger.swift	[stderr] \(stderr.isempty ? "(none)" : stderr) [exit] code=\(exitcode) duration=\(string(format: "%.1f", duration))s	STRING
HIGH	…sydict/Swift/Service/ClaudeCode/ClaudeCodeLogger.swift	[stderr] \(stderr.isempty ? "(none)" : stderr) [exit] code=\(exitcode) duration=\(string(format: "%.1f", duration))s	STRING

Verbosity Indicators13 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	87	// Step 1: Detect and process bands	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	94	// Step 2: Process all bands and sections	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	102	// Step 3: Store results and calculate confidence	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	109	// Step 4: Merge bands and finalize result	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	337	// Step 1: Group observations into horizontal bands	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	341	// Step 2: Analyze each band group to determine its column structure	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	350	// Step 3: Sort each section's observations for reading order	COMMENT
LOW	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	42	// Step 1: Create a canonical request	COMMENT
LOW	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	54	// Step 2: Create string to sign	COMMENT
LOW⚡	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	66	// Step 3: Calculate the signature	COMMENT
LOW⚡	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	73	// Step 4: Add the signature to the request	COMMENT
LOW⚡	…ict/Swift/Utility/ChineseGenre/MetadataExtractor.swift	50	// Step 1: Extract formatted text with markers	COMMENT
LOW⚡	…ict/Swift/Utility/ChineseGenre/MetadataExtractor.swift	53	// Step 2: Extract clean content	COMMENT

Structural Annotation Overuse13 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	87	// Step 1: Detect and process bands	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	94	// Step 2: Process all bands and sections	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	102	// Step 3: Store results and calculate confidence	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	109	// Step 4: Merge bands and finalize result	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	337	// Step 1: Group observations into horizontal bands	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	341	// Step 2: Analyze each band group to determine its column structure	COMMENT
LOW⚡	…ft/Service/Apple/AppleOCREngine/OCRTextProcessor.swift	350	// Step 3: Sort each section's observations for reading order	COMMENT
LOW	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	42	// Step 1: Create a canonical request	COMMENT
LOW	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	54	// Step 2: Create string to sign	COMMENT
LOW⚡	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	66	// Step 3: Calculate the signature	COMMENT
LOW⚡	Easydict/Swift/Service/Volcano/VolcanoSigning.swift	73	// Step 4: Add the signature to the request	COMMENT
LOW⚡	…ict/Swift/Utility/ChineseGenre/MetadataExtractor.swift	50	// Step 1: Extract formatted text with markers	COMMENT
LOW⚡	…ict/Swift/Utility/ChineseGenre/MetadataExtractor.swift	53	// Step 2: Extract clean content	COMMENT

Cross-Language Confusion4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…kills/fireworks-tech-graph/scripts/interactive_html.py	277	let drag = null;	CODE
HIGH	…kills/fireworks-tech-graph/scripts/interactive_html.py	294	const endDrag = () => {{ drag=null; stage.classList.remove('dragging'); }};	CODE
HIGH	scripts/star-history/render_chart.py	255	const xSpan = maxX - minX \|\| 1;	CODE
HIGH	scripts/star-history/render_chart.py	279	history.replaceState(null, "", `#${{repo}}&${{mode}}`);	CODE

AI Slop Vocabulary7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ct/Swift/Utility/Extensions/String/String+Detect.swift	20	/// This approach is robust against mixed content with a few Traditional characters.	COMMENT
MEDIUM⚡	scripts/codex-runtime/0.134.0/translation-models.json	54	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your	CODE
MEDIUM⚡	scripts/codex-runtime/0.134.0/translation-models.json	56	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE
MEDIUM⚡	scripts/codex-runtime/0.153.4/translation-models.json	73	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM⚡	scripts/codex-runtime/0.153.4/translation-models.json	73	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
MEDIUM	scripts/codex-runtime/0.153.4/translation-models.json	608	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE
MEDIUM	scripts/codex-runtime/0.153.4/translation-models.json	661	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your	CODE

Excessive Try-Catch Wrapping13 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	…fireworks-tech-graph/scripts/generate-from-template.py	3391	print(f"Error: {exc}")	CODE
MEDIUM	…fireworks-tech-graph/scripts/generate-from-template.py	3394	print(f"Error: Invalid JSON: {exc}")	CODE
MEDIUM	…fireworks-tech-graph/scripts/generate-from-template.py	3407	print(f"Error: {exc}")	CODE
LOW	…fireworks-tech-graph/scripts/generate-from-template.py	3409	except Exception as exc: # pragma: no cover	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1698	except Exception:	CODE
LOW	.agents/skills/fireworks-tech-graph/scripts/motion.py	1726	except Exception as error:	CODE
LOW	…ents/skills/fireworks-tech-graph/scripts/png_export.py	39	except Exception as error:	CODE
LOW	…gents/skills/release-easydict/scripts/release_notes.py	183	except Exception:	CODE
LOW	…ents/skills/release-easydict/scripts/release_issues.py	138	except Exception:	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	287	except Exception:	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	517	except Exception:	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	697	except Exception:	CODE
LOW	…nts/skills/release-easydict/scripts/release_content.py	93	except Exception:	CODE

Slop Phrases12 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/codex-runtime/0.134.0/translation-models.json	54	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW⚡	scripts/codex-runtime/0.134.0/translation-models.json	56	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE
MEDIUM⚡	scripts/codex-runtime/0.153.4/translation-models.json	73	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW⚡	scripts/codex-runtime/0.153.4/translation-models.json	73	"instructions_template": "You are Codex, an agent based on GPT-6. You and the user share one workspace, and your	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	236	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	296	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	366	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	421	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	487	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	546	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job i	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	608	"instructions_template": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, an	CODE
LOW	scripts/codex-runtime/0.153.4/translation-models.json	661	"base_instructions": "You are Codex, a coding agent based on GPT-5. You and the user share one workspace, and your	CODE

Modern AI Meta-Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	…orks-tech-graph/references/diagram-layout-reference.md	210	\| Async / event \| gray `#6b7280` \| 1.5px \| `4,2` \| Non-blocking, event-driven \|	CODE
MEDIUM	.agents/skills/fireworks-tech-graph/references/icons.md	161	### AI Memory & RAG Products	COMMENT
MEDIUM	…s/fireworks-tech-graph/references/style-1-flat-icon.md	84	<text x="36" y="28" fill="#6b7280" font-size="12">RAG flow</text>	CODE
MEDIUM	Pods/ReactiveObjC/README.md	250	### Handling asynchronous or event-driven data sources	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	Pods/Masonry/README.md	223	make.left.right.and.bottom.equalTo(superview);	CODE

Modern Structural Boilerplate7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…lls/fireworks-tech-graph/scripts/semantic_contracts.py	686	__all__ = [	CODE
LOW	…ls/fireworks-tech-graph/scripts/composition_quality.py	264	__all__ = [	CODE
LOW	…ents/skills/fireworks-tech-graph/scripts/diagram_ir.py	203	__all__ = [	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	377	def update_release_body(repo: str, release: dict[str, Any], etag: str, body: str) -> None:	CODE
LOW	…/skills/release-easydict/scripts/release-notes-sync.py	577	def update_local_branch(root: Path, branch: str, old_head: str, new_head: str) -> None:	CODE
LOW	…nts/skills/release-easydict/scripts/release-appcast.py	96	def set_release_notes_link(args: argparse.Namespace) -> None:	CODE
LOW	…nts/skills/release-easydict/scripts/release-appcast.py	130	def set_release_notes_description(args: argparse.Namespace) -> None:	CODE

Fake / Example Data3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ler/Window/BaseQueryWindow/EZBaseQueryViewController.m	1466	NSString *placeholderText = NSLocalizedString(@"placeholder", nil);	CODE
LOW	Easydict/objc/ViewController/View/TextView/EZTextView.m	85	_placeholderText = @"placeholder";	CODE
LOW	EasydictTests/Utility/Regex/RegexTests.swift	78	#expect("user@example.com".contains(regex))	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…skills/fireworks-tech-graph/scripts/test-all-styles.sh	55	# Check if style reference exists	COMMENT
LOW	.github/workflows/star_fork_notification.yml	179	# Output result	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	…gents/skills/review-pr/tests/test_prepare_pr_branch.py	258	CODE
LOW	…s/skills/release-easydict/tests/test_release_public.py	29	CODE
LOW	…/skills/release-easydict/tests/test_release_redraft.py	28	CODE

tisfeng/Easydict

Open-Source Code Quality, Security and Technical Debt Review