Repository Analysis

nextlevelbuilder/ui-ux-pro-max-skill

An AI skill that provides design intelligence for building professional UI/UX across multiple platforms.

9.0 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of nextlevelbuilder/ui-ux-pro-max-skill, a Python project with 122,565 GitHub stars. SynthScan v2.0 examined 235,965 lines of code across 401 source files, recording 1088 pattern matches distributed across 14 syntactic categories. The overall adjusted score of 9.0 places this repository in the Low AI signal 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).

9.0
Adjusted Score
9.0
Raw Score
100%
Time Factor
2026-08-27
Last Push
122.6K
Stars
Python
Language
236.0K
Lines of Code
401
Files
1.1K
Pattern Hits
2026-08-29
Scan Date
0.53
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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 213MEDIUM 38LOW 837

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 1088 distinct pattern matches across 14 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.

Cross-File Repetition209 hits · 1045 pts
SeverityFileLineSnippetContext
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0design system generator - aggregates search results and applies reasoning to generate comprehensive design system recommSTRING
HIGHcli/assets/scripts/design_system.py0design system generator - aggregates search results and applies reasoning to generate comprehensive design system recommSTRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0design system generator - aggregates search results and applies reasoning to generate comprehensive design system recommSTRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0bucket a 1-10 dial value into its tier config. returns none if value is none.STRING
HIGHcli/assets/scripts/design_system.py0bucket a 1-10 dial value into its tier config. returns none if value is none.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0bucket a 1-10 dial value into its tier config. returns none if value is none.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0wcag relative luminance of a #rrggbb string, or none if unparseable.STRING
HIGHcli/assets/scripts/design_system.py0wcag relative luminance of a #rrggbb string, or none if unparseable.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0wcag relative luminance of a #rrggbb string, or none if unparseable.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0true when a colors.csv row's background is a dark surface.STRING
HIGHcli/assets/scripts/design_system.py0true when a colors.csv row's background is a dark surface.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0true when a colors.csv row's background is a dark surface.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0wcag contrast ratio for two hex colors, or none if either is invalid.STRING
HIGHcli/assets/scripts/design_system.py0wcag contrast ratio for two hex colors, or none if either is invalid.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0wcag contrast ratio for two hex colors, or none if either is invalid.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0true when a styles.csv row describes itself as dark-first.STRING
HIGHcli/assets/scripts/design_system.py0true when a styles.csv row describes itself as dark-first.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0true when a styles.csv row describes itself as dark-first.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0true when the query explicitly asks for a dark theme.STRING
HIGHcli/assets/scripts/design_system.py0true when the query explicitly asks for a dark theme.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0true when the query explicitly asks for a dark theme.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0resolve the mode the rest of the output has to agree with.STRING
HIGHcli/assets/scripts/design_system.py0resolve the mode the rest of the output has to agree with.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0resolve the mode the rest of the output has to agree with.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0keep product brand tokens while deriving accessible dark surfaces.STRING
HIGHcli/assets/scripts/design_system.py0keep product brand tokens while deriving accessible dark surfaces.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0keep product brand tokens while deriving accessible dark surfaces.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0pick the highest-ranked palette matching the resolved mode. only the dark case filters. light is left on the existing "tSTRING
HIGHcli/assets/scripts/design_system.py0pick the highest-ranked palette matching the resolved mode. only the dark case filters. light is left on the existing "tSTRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0pick the highest-ranked palette matching the resolved mode. only the dark case filters. light is left on the existing "tSTRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0drop "avoid dark mode" advice once dark mode is the resolved answer.STRING
HIGHcli/assets/scripts/design_system.py0drop "avoid dark mode" advice once dark mode is the resolved answer.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0drop "avoid dark mode" advice once dark mode is the resolved answer.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0generates design system recommendations from aggregated searches.STRING
HIGHcli/assets/scripts/design_system.py0generates design system recommendations from aggregated searches.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0generates design system recommendations from aggregated searches.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0select best matching result based on priority keywords.STRING
HIGHcli/assets/scripts/design_system.py0select best matching result based on priority keywords.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0select best matching result based on priority keywords.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0generate complete design system recommendation. variance/motion/density are optional 1-10 dials (see dial_tiers) that biSTRING
HIGHcli/assets/scripts/design_system.py0generate complete design system recommendation. variance/motion/density are optional 1-10 dials (see dial_tiers) that biSTRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0generate complete design system recommendation. variance/motion/density are optional 1-10 dials (see dial_tiers) that biSTRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0convert hex color to ansi true color swatch (██) with fallback.STRING
HIGHcli/assets/scripts/design_system.py0convert hex color to ansi true color swatch (██) with fallback.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0convert hex color to ansi true color swatch (██) with fallback.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0like str.ljust but accounts for zero-width ansi escape sequences.STRING
HIGHcli/assets/scripts/design_system.py0like str.ljust but accounts for zero-width ansi escape sequences.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0like str.ljust but accounts for zero-width ansi escape sequences.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0create a unicode section separator: ├─── name ───...┤STRING
HIGHcli/assets/scripts/design_system.py0create a unicode section separator: ├─── name ───...┤STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0create a unicode section separator: ├─── name ───...┤STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0format design system as unicode box with ansi color swatches.STRING
HIGHcli/assets/scripts/design_system.py0format design system as unicode box with ansi color swatches.STRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0format design system as unicode box with ansi color swatches.STRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0main entry point for design system generation. args: query: search query (e.g., "saas dashboard", "e-commerce luxury") pSTRING
HIGHcli/assets/scripts/design_system.py0main entry point for design system generation. args: query: search query (e.g., "saas dashboard", "e-commerce luxury") pSTRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0main entry point for design system generation. args: query: search query (e.g., "saas dashboard", "e-commerce luxury") pSTRING
HIGH.claude/skills/ui-ux-pro-max/scripts/design_system.py0slugify a name into a single safe path segment. only [a-z0-9_-] survives; every other character (including '/', '\\' andSTRING
HIGHcli/assets/scripts/design_system.py0slugify a name into a single safe path segment. only [a-z0-9_-] survives; every other character (including '/', '\\' andSTRING
HIGHsrc/ui-ux-pro-max/scripts/design_system.py0slugify a name into a single safe path segment. only [a-z0-9_-] survives; every other character (including '/', '\\' andSTRING
149 more matches not shown…
Hyper-Verbose Identifiers595 hits · 678 pts
SeverityFileLineSnippetContext
LOWgallery/lib/cssGenerator.ts113export function generateBackgroundGradient(CODE
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py246def _filter_anti_patterns_for_mode(anti_patterns: str, mode: str) -> str:CODE
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py1490def _generate_intelligent_overrides(page_name: str, page_query: str, design_system: dict) -> dict:CODE
LOW.claude/skills/ui-ux-pro-max/scripts/core.py595def _rewrite_query_for_domain(query, domain, index):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/core.py736def _style_search_destination(rows, matched):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/core.py848def _stack_query_requests_legacy(query, stack):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/core.py938def _legacy_successor_guidance(rows, query, stack, row_filter):CODE
LOW…ude/skills/ui-ux-pro-max/scripts/reasoning_contract.py58def _object_without_duplicates(pairs):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py331def _check_reasoning_contract(products, colors, reasoning, style_ids, patterns, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py468def _check_typography_contract(rows, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py512def _valid_google_fonts_exclusion_source(value):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py736def _check_app_interface_contract(rows, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py765def _check_core_data_contract(domain_rows, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py801def _check_stack_freshness_contract(stack, rows, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py838def _valid_dataset_source_key(source_file, source_key, identity, problems):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py869def _valid_catalog_source_key(source_file, source_key, identity, problems):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py262 def test_landing_sections_use_one_delimiter(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py270 def test_stack_schema_is_additive_and_uniform(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py279 def test_provenance_sidecar_has_stable_shape(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py45 def test_ids_aliases_status_and_parents_are_unambiguous(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py66 def test_every_product_and_reasoning_style_reference_resolves(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py88 def test_known_product_sets_match_exactly(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py101 def test_decision_rules_use_closed_array_grammar(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py107 def test_duplicate_unknown_keys_and_unknown_actions_fail_closed(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py119 def test_must_have_and_explicit_signals_are_applied_and_reported(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py133 def test_generator_matches_reasoning_exactly_and_defaults_only_for_unknown(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py142 def test_reasoning_patterns_reference_landing_identities(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py153 def test_every_known_product_generates_a_traceable_landing_pattern(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py161 def test_representative_new_products_generate_traceable_sources(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py187 def test_constraints_reach_domain_queries(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py218 def test_duplicate_semantic_reasoning_labels_fail_validation(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py231 def test_every_exact_product_label_resolves_to_itself(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py248 def test_style_aliases_have_one_exact_owner(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py290 def test_provenance_rejects_bad_shapes_enums_and_hosts_without_crashing(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py328 def test_dataset_provenance_scope_binds_real_rows_and_fields(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py359 def test_canonical_catalogs_and_provenance_are_release_ready(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py363 def test_font_license_and_typography_drift_fail_closed(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py383 def test_font_source_revision_and_exclusion_policy_fail_closed(self):CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_data_contracts.py399 def test_curated_icon_and_summary_drift_fail_closed(self):CODE
LOW…x-pro-max/scripts/tests/test_text_layout_resilience.py42 def test_locked_queries_return_the_canonical_identity_first(self):CODE
LOW…x-pro-max/scripts/tests/test_text_layout_resilience.py58 def test_tailwind_query_returns_compact_label_layout_first(self):CODE
LOW…x-pro-max/scripts/tests/test_text_layout_resilience.py74 def test_new_ux_rows_are_unique_sequential_and_keep_critical_guidance(self):CODE
LOW…x-pro-max/scripts/tests/test_text_layout_resilience.py86 def test_new_tailwind_rows_are_unique_current_and_keep_required_utilities(self):CODE
LOW…x-pro-max/scripts/tests/test_text_layout_resilience.py100 def test_refined_rows_are_context_sensitive_not_universal_recipes(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py45 def test_synonym_normalization(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py50 def test_boundary_safe_nav_normalization_preserves_existing_words(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py58 def test_punctuation_and_uk_variants_normalize_to_canonical_tokens(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py66 def test_empty_documents_produce_no_scores_or_vocab(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py125 def test_ui_is_searchable_in_style_domain(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py129 def test_accessibility_query_hits_ux(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py133 def test_zero_result_query_reports_suggestions_not_error(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py139 def test_hard_negative_query_abstains_across_registered_domains_and_stacks(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py148 def test_typo_suggestions_are_deterministic_and_retryable(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py158 def test_suggestions_never_repeat_the_input_or_offer_a_dead_first_retry(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py168 def test_unknown_programmatic_domain_keeps_legacy_style_fallback(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py174 def test_unsupported_icon_library_abstains_instead_of_returning_other_library(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py180 def test_every_configured_domain_file_exists_and_is_searchable(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py186 def test_chart_output_keeps_legacy_grade_during_risk_migration(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py195 def test_every_stack_file_exists_and_is_searchable(self):CODE
LOW.claude/skills/ui-ux-pro-max/scripts/tests/test_core.py203 def test_style_keywords_route_to_style(self):CODE
535 more matches not shown…
Structural Annotation Overuse80 hits · 146 pts
SeverityFileLineSnippetContext
LOW.claude/skills/ui-ux-pro-max/SKILL.md65### Step 1: Analyze User RequirementsCOMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md73### Step 2: Generate Design System (REQUIRED for new pages/projects)COMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md134### Step 3: Supplement with Detailed Searches (as needed)COMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md157### Step 4: Stack GuidelinesCOMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md179# Step 2: design systemCOMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md182# Step 3: supplementCOMMENT
LOW.claude/skills/ui-ux-pro-max/SKILL.md185# Step 4: stack guidelinesCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py461 # Step 1: First search product to get categoryCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py468 # Step 2: Get reasoning rules for this categoryCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py478 # Step 3: Multi-domain search with style priority hintsCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py483 # Step 4: Select best matches from each domain using priorityCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py515 # Step 5: Build final recommendationCOMMENT
LOW…laude/skills/design/references/social-photos-design.md25### Step 1: Activate Project ManagementCOMMENT
LOW…laude/skills/design/references/social-photos-design.md36### Step 2: Analyze RequirementsCOMMENT
LOW…laude/skills/design/references/social-photos-design.md46### Step 3: Generate IdeasCOMMENT
LOW…laude/skills/design/references/social-photos-design.md56### Step 4: Design HTML FilesCOMMENT
LOW…laude/skills/design/references/social-photos-design.md120### Step 5: Screenshot ExportCOMMENT
LOW…laude/skills/design/references/social-photos-design.md211### Step 6: Verify & Fix DesignsCOMMENT
LOW…laude/skills/design/references/social-photos-design.md228### Step 7: Generate Summary ReportCOMMENT
LOW…laude/skills/design/references/social-photos-design.md270### Step 8: Organize OutputCOMMENT
LOW.claude/skills/banner-design/SKILL.md30### Step 1: Gather Requirements (AskUserQuestion)COMMENT
LOW.claude/skills/banner-design/SKILL.md40### Step 2: Research & Art DirectionCOMMENT
LOW.claude/skills/banner-design/SKILL.md51### Step 3: Design & Generate OptionsCOMMENT
LOW.claude/skills/banner-design/SKILL.md102### Step 4: Export Banners to ImagesCOMMENT
LOW.claude/skills/banner-design/SKILL.md138### Step 5: Present Options & IterateCOMMENT
LOW.claude/skills/brand/references/update.md14### Step 1: Gather Brand InputCOMMENT
LOW.claude/skills/brand/references/update.md36### Step 2: Update Brand GuidelinesCOMMENT
LOW.claude/skills/brand/references/update.md45### Step 3: Sync to Design TokensCOMMENT
LOW.claude/skills/brand/references/update.md56### Step 4: Verify SyncCOMMENT
LOW.claude/skills/brand/references/update.md67### Step 5: ReportCOMMENT
LOW.claude/skills/brand/references/voice-framework.md38### Step 1: Define Personality TraitsCOMMENT
LOW.claude/skills/brand/references/voice-framework.md46### Step 2: Create Voice ChartCOMMENT
LOW.claude/skills/brand/references/voice-framework.md52### Step 3: Context AdaptationCOMMENT
LOWcli/assets/scripts/design_system.py461 # Step 1: First search product to get categoryCOMMENT
LOWcli/assets/scripts/design_system.py468 # Step 2: Get reasoning rules for this categoryCOMMENT
LOWcli/assets/scripts/design_system.py478 # Step 3: Multi-domain search with style priority hintsCOMMENT
LOWcli/assets/scripts/design_system.py483 # Step 4: Select best matches from each domain using priorityCOMMENT
LOWcli/assets/scripts/design_system.py515 # Step 5: Build final recommendationCOMMENT
LOWcli/assets/templates/base/skill-content.md58### Step 1: Analyze User RequirementsCOMMENT
LOWcli/assets/templates/base/skill-content.md71### Step 2: Generate Design System (new projects/pages)COMMENT
LOWcli/assets/templates/base/skill-content.md149### Step 3: Supplement with Detailed Searches (as needed)COMMENT
LOWcli/assets/templates/base/skill-content.md174### Step 4: Stack GuidelinesCOMMENT
LOWcli/assets/templates/base/skill-content.md226### Step 1: Analyze RequirementsCOMMENT
LOWcli/assets/templates/base/skill-content.md232### Step 2: Generate Design SystemCOMMENT
LOWcli/assets/templates/base/skill-content.md240### Step 3: Supplement with Detailed Searches (as needed)COMMENT
LOWcli/assets/templates/base/skill-content.md250### Step 4: Stack GuidelinesCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md25### Step 1: Activate Project ManagementCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md36### Step 2: Analyze RequirementsCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md46### Step 3: Generate IdeasCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md56### Step 4: Design HTML FilesCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md120### Step 5: Screenshot ExportCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md211### Step 6: Verify & Fix DesignsCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md228### Step 7: Generate Summary ReportCOMMENT
LOW…ssets/skills/design/references/social-photos-design.md270### Step 8: Organize OutputCOMMENT
LOWcli/assets/skills/banner-design/SKILL.md30### Step 1: Gather Requirements (AskUserQuestion)COMMENT
LOWcli/assets/skills/banner-design/SKILL.md40### Step 2: Research & Art DirectionCOMMENT
LOWcli/assets/skills/banner-design/SKILL.md51### Step 3: Design & Generate OptionsCOMMENT
LOWcli/assets/skills/banner-design/SKILL.md102### Step 4: Export Banners to ImagesCOMMENT
LOWcli/assets/skills/banner-design/SKILL.md138### Step 5: Present Options & IterateCOMMENT
LOWcli/assets/skills/brand/references/update.md14### Step 1: Gather Brand InputCOMMENT
20 more matches not shown…
Excessive Try-Catch Wrapping45 hits · 78 pts
SeverityFileLineSnippetContext
MEDIUM.claude/skills/design/scripts/cip/generate.py41 print("Error: pillow package not installed.")CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py47 print(f"Error: Logo file not found: {logo_path}")CODE
LOW.claude/skills/design/scripts/cip/generate.py64 except Exception as e:CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py65 print(f"Error loading logo: {e}")CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py208 print("Error: google-genai package not installed.")CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py214 print("Error: GEMINI_API_KEY or GOOGLE_API_KEY not set")CODE
LOW.claude/skills/design/scripts/cip/generate.py281 except Exception as e:CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py282 print(f"Error generating image: {e}")CODE
MEDIUM.claude/skills/design/scripts/cip/generate.py423 print("Error: Could not load logo image")STRING
LOW.claude/skills/design/scripts/cip/render-html.py104 except Exception as e:CODE
MEDIUM.claude/skills/design/scripts/cip/render-html.py129 print(f"Error: Directory not found: {images_dir}")CODE
MEDIUM.claude/skills/design/scripts/cip/render-html.py135 print(f"Error: No PNG images found in {images_dir}")CODE
LOW.claude/skills/design/scripts/logo/generate.py395 except Exception as exc: # noqa: BLE001 - provider SDK errors are not standardizedCODE
MEDIUM.claude/skills/design/scripts/logo/generate.py396 print(f"Error generating logo: {exc}")CODE
MEDIUM.claude/skills/design/scripts/icon/generate.py50 print("Error: google-genai package not installed.")CODE
MEDIUM.claude/skills/design/scripts/icon/generate.py194 print("Error: GEMINI_API_KEY not set")CODE
LOW.claude/skills/design/scripts/icon/generate.py281 except Exception as e:CODE
MEDIUM.claude/skills/design/scripts/icon/generate.py282 print(f"Error generating icon: {e}")CODE
MEDIUM.claude/skills/design/scripts/icon/generate.py291 print("Error: GEMINI_API_KEY not set")CODE
LOW.claude/skills/design/scripts/icon/generate.py366 except Exception as e:CODE
MEDIUM.claude/skills/design/scripts/icon/generate.py367 print(f"Error generating icons: {e}")CODE
MEDIUM.claude/skills/design-system/scripts/search-slides.py198 print(f"Error: {result['error']}")STRING
MEDIUMcli/assets/skills/design/scripts/cip/generate.py41 print("Error: pillow package not installed.")CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py47 print(f"Error: Logo file not found: {logo_path}")CODE
LOWcli/assets/skills/design/scripts/cip/generate.py64 except Exception as e:CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py65 print(f"Error loading logo: {e}")CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py208 print("Error: google-genai package not installed.")CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py214 print("Error: GEMINI_API_KEY or GOOGLE_API_KEY not set")CODE
LOWcli/assets/skills/design/scripts/cip/generate.py281 except Exception as e:CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py282 print(f"Error generating image: {e}")CODE
MEDIUMcli/assets/skills/design/scripts/cip/generate.py423 print("Error: Could not load logo image")STRING
LOWcli/assets/skills/design/scripts/cip/render-html.py104 except Exception as e:CODE
MEDIUMcli/assets/skills/design/scripts/cip/render-html.py129 print(f"Error: Directory not found: {images_dir}")CODE
MEDIUMcli/assets/skills/design/scripts/cip/render-html.py135 print(f"Error: No PNG images found in {images_dir}")CODE
LOWcli/assets/skills/design/scripts/logo/generate.py395 except Exception as exc: # noqa: BLE001 - provider SDK errors are not standardizedCODE
MEDIUMcli/assets/skills/design/scripts/logo/generate.py396 print(f"Error generating logo: {exc}")CODE
MEDIUMcli/assets/skills/design/scripts/icon/generate.py50 print("Error: google-genai package not installed.")CODE
MEDIUMcli/assets/skills/design/scripts/icon/generate.py194 print("Error: GEMINI_API_KEY not set")CODE
LOWcli/assets/skills/design/scripts/icon/generate.py281 except Exception as e:CODE
MEDIUMcli/assets/skills/design/scripts/icon/generate.py282 print(f"Error generating icon: {e}")CODE
MEDIUMcli/assets/skills/design/scripts/icon/generate.py291 print("Error: GEMINI_API_KEY not set")CODE
LOWcli/assets/skills/design/scripts/icon/generate.py366 except Exception as e:CODE
MEDIUMcli/assets/skills/design/scripts/icon/generate.py367 print(f"Error generating icons: {e}")CODE
MEDIUM…i/assets/skills/design-system/scripts/search-slides.py198 print(f"Error: {result['error']}")STRING
LOW.github/workflows/refresh-catalogs.yml71 except Exception:CODE
Deep Nesting61 hits · 61 pts
SeverityFileLineSnippetContext
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py282CODE
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py319CODE
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py408CODE
LOW…ude/skills/ui-ux-pro-max/scripts/reasoning_contract.py101CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py331CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py801CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py999CODE
LOW…i-ux-pro-max/scripts/tests/test_web_stack_freshness.py145CODE
LOW…lls/ui-ux-pro-max/scripts/tests/test_style_taxonomy.py39CODE
LOW…x/scripts/tests/test_native_desktop_stack_freshness.py150CODE
LOW.claude/skills/design/scripts/cip/generate.py69CODE
LOW.claude/skills/design/scripts/cip/generate.py186CODE
LOW.claude/skills/design/scripts/cip/generate.py370CODE
LOW.claude/skills/design/scripts/cip/search.py65CODE
LOW.claude/skills/design/scripts/logo/generate.py35CODE
LOW.claude/skills/design/scripts/icon/generate.py27CODE
LOW.claude/skills/design/scripts/icon/generate.py189CODE
LOW.claude/skills/design/scripts/icon/generate.py286CODE
LOW.claude/skills/ui-styling/scripts/shadcn_add.py67CODE
LOW…aude/skills/design-system/scripts/slide_search_core.py352CODE
LOW…laude/skills/design-system/scripts/fetch-background.py39CODE
LOW…laude/skills/design-system/scripts/fetch-background.py269CODE
LOW.claude/skills/design-system/scripts/search-slides.py17CODE
LOW.claude/skills/design-system/scripts/search-slides.py108CODE
LOW…e/skills/design-system/scripts/html-token-validator.py115CODE
LOWcli/assets/scripts/design_system.py282CODE
LOWcli/assets/scripts/design_system.py319CODE
LOWcli/assets/scripts/design_system.py408CODE
LOWcli/assets/scripts/reasoning_contract.py101CODE
LOWcli/assets/scripts/validate_data.py331CODE
LOWcli/assets/scripts/validate_data.py801CODE
LOWcli/assets/scripts/validate_data.py999CODE
LOWcli/assets/scripts/tests/test_web_stack_freshness.py145CODE
LOWcli/assets/scripts/tests/test_style_taxonomy.py39CODE
LOW…s/scripts/tests/test_native_desktop_stack_freshness.py150CODE
LOWcli/assets/skills/design/scripts/cip/generate.py69CODE
LOWcli/assets/skills/design/scripts/cip/generate.py186CODE
LOWcli/assets/skills/design/scripts/cip/generate.py370CODE
LOWcli/assets/skills/design/scripts/cip/search.py65CODE
LOWcli/assets/skills/design/scripts/logo/generate.py35CODE
LOWcli/assets/skills/design/scripts/icon/generate.py27CODE
LOWcli/assets/skills/design/scripts/icon/generate.py189CODE
LOWcli/assets/skills/design/scripts/icon/generate.py286CODE
LOWcli/assets/skills/ui-styling/scripts/shadcn_add.py67CODE
LOW…sets/skills/design-system/scripts/slide_search_core.py352CODE
LOW…ssets/skills/design-system/scripts/fetch-background.py39CODE
LOW…ssets/skills/design-system/scripts/fetch-background.py269CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py17CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py108CODE
LOW…s/skills/design-system/scripts/html-token-validator.py115CODE
LOWscripts/evaluate-relevance.py141CODE
LOWsrc/ui-ux-pro-max/scripts/design_system.py282CODE
LOWsrc/ui-ux-pro-max/scripts/design_system.py319CODE
LOWsrc/ui-ux-pro-max/scripts/design_system.py408CODE
LOWsrc/ui-ux-pro-max/scripts/reasoning_contract.py101CODE
LOWsrc/ui-ux-pro-max/scripts/validate_data.py331CODE
LOWsrc/ui-ux-pro-max/scripts/validate_data.py801CODE
LOWsrc/ui-ux-pro-max/scripts/validate_data.py999CODE
LOW…i-ux-pro-max/scripts/tests/test_web_stack_freshness.py145CODE
LOWsrc/ui-ux-pro-max/scripts/tests/test_style_taxonomy.py39CODE
1 more matches not shown…
Unused Imports38 hits · 37 pts
SeverityFileLineSnippetContext
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py19CODE
LOW.claude/skills/ui-ux-pro-max/scripts/validate_data.py28CODE
LOW.claude/skills/design/scripts/cip/render-html.py11CODE
LOW.claude/skills/design/scripts/cip/render-html.py12CODE
LOW.claude/skills/design/scripts/cip/render-html.py20CODE
LOW.claude/skills/design/scripts/icon/generate.py18CODE
LOW…ude/skills/ui-styling/scripts/tests/test_shadcn_add.py6CODE
LOW…laude/skills/design-system/scripts/fetch-background.py10CODE
LOW…laude/skills/design-system/scripts/fetch-background.py11CODE
LOW.claude/skills/design-system/scripts/search-slides.py7CODE
LOW.claude/skills/design-system/scripts/search-slides.py10CODE
LOW.claude/skills/design-system/scripts/search-slides.py10CODE
LOW.claude/skills/design-system/scripts/search-slides.py10CODE
LOW.claude/skills/design-system/scripts/search-slides.py10CODE
LOW…e/skills/design-system/scripts/html-token-validator.py16CODE
LOW…e/skills/design-system/scripts/html-token-validator.py19CODE
LOW…e/skills/design-system/scripts/html-token-validator.py19CODE
LOWcli/assets/scripts/design_system.py19CODE
LOWcli/assets/scripts/validate_data.py28CODE
LOWcli/assets/skills/design/scripts/cip/render-html.py11CODE
LOWcli/assets/skills/design/scripts/cip/render-html.py12CODE
LOWcli/assets/skills/design/scripts/cip/render-html.py20CODE
LOWcli/assets/skills/design/scripts/icon/generate.py18CODE
LOW…ets/skills/ui-styling/scripts/tests/test_shadcn_add.py6CODE
LOW…ssets/skills/design-system/scripts/fetch-background.py10CODE
LOW…ssets/skills/design-system/scripts/fetch-background.py11CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py7CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py10CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py10CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py10CODE
LOW…i/assets/skills/design-system/scripts/search-slides.py10CODE
LOW…s/skills/design-system/scripts/html-token-validator.py16CODE
LOW…s/skills/design-system/scripts/html-token-validator.py19CODE
LOW…s/skills/design-system/scripts/html-token-validator.py19CODE
LOWscripts/evaluate-relevance.py20CODE
LOWscripts/validate-csv.py11CODE
LOWsrc/ui-ux-pro-max/scripts/design_system.py19CODE
LOWsrc/ui-ux-pro-max/scripts/validate_data.py28CODE
Verbosity Indicators15 hits · 32 pts
SeverityFileLineSnippetContext
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py461 # Step 1: First search product to get categoryCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py468 # Step 2: Get reasoning rules for this categoryCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py478 # Step 3: Multi-domain search with style priority hintsCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py483 # Step 4: Select best matches from each domain using priorityCOMMENT
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py515 # Step 5: Build final recommendationCOMMENT
LOWcli/assets/scripts/design_system.py461 # Step 1: First search product to get categoryCOMMENT
LOWcli/assets/scripts/design_system.py468 # Step 2: Get reasoning rules for this categoryCOMMENT
LOWcli/assets/scripts/design_system.py478 # Step 3: Multi-domain search with style priority hintsCOMMENT
LOWcli/assets/scripts/design_system.py483 # Step 4: Select best matches from each domain using priorityCOMMENT
LOWcli/assets/scripts/design_system.py515 # Step 5: Build final recommendationCOMMENT
LOWsrc/ui-ux-pro-max/scripts/design_system.py461 # Step 1: First search product to get categoryCOMMENT
LOWsrc/ui-ux-pro-max/scripts/design_system.py468 # Step 2: Get reasoning rules for this categoryCOMMENT
LOWsrc/ui-ux-pro-max/scripts/design_system.py478 # Step 3: Multi-domain search with style priority hintsCOMMENT
LOWsrc/ui-ux-pro-max/scripts/design_system.py483 # Step 4: Select best matches from each domain using priorityCOMMENT
LOWsrc/ui-ux-pro-max/scripts/design_system.py515 # Step 5: Build final recommendationCOMMENT
Fake / Example Data18 hits · 18 pts
SeverityFileLineSnippetContext
LOWprojects/portfolio-dark/index.html365 <input type="text" id="name" name="name" class="w-full px-4 py-3 rounded-xl bg-background border border-whitCODE
LOW…skills/ui-ux-pro-max/data/phosphor-icons-upstream.json4571 "placeholder",CODE
LOW…skills/ui-ux-pro-max/data/phosphor-icons-upstream.json4596 "placeholder",CODE
LOW…skills/ui-ux-pro-max/data/phosphor-icons-upstream.json4620 "placeholder",CODE
LOW…skills/ui-ux-pro-max/data/phosphor-icons-upstream.json4644 "placeholder",CODE
LOW…skills/ui-ux-pro-max/data/phosphor-icons-upstream.json23331 "name": "placeholder",CODE
LOW.claude/skills/design-system/scripts/generate-slide.py595 <p class="testimonial-author">{_e(data.get('author', 'Jane Doe'))}</p>CODE
LOW…/assets/skills/design-system/scripts/generate-slide.py595 <p class="testimonial-author">{_e(data.get('author', 'Jane Doe'))}</p>CODE
LOWcli/assets/data/phosphor-icons-upstream.json4571 "placeholder",CODE
LOWcli/assets/data/phosphor-icons-upstream.json4596 "placeholder",CODE
LOWcli/assets/data/phosphor-icons-upstream.json4620 "placeholder",CODE
LOWcli/assets/data/phosphor-icons-upstream.json4644 "placeholder",CODE
LOWcli/assets/data/phosphor-icons-upstream.json23331 "name": "placeholder",CODE
LOWsrc/ui-ux-pro-max/data/phosphor-icons-upstream.json4571 "placeholder",CODE
LOWsrc/ui-ux-pro-max/data/phosphor-icons-upstream.json4596 "placeholder",CODE
LOWsrc/ui-ux-pro-max/data/phosphor-icons-upstream.json4620 "placeholder",CODE
LOWsrc/ui-ux-pro-max/data/phosphor-icons-upstream.json4644 "placeholder",CODE
LOWsrc/ui-ux-pro-max/data/phosphor-icons-upstream.json23331 "name": "placeholder",CODE
Synthetic Comment Markers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGH.claude/skills/brand/references/asset-organization.md39│ └── generated/ # AI-generated assetsCODE
HIGH…i/assets/skills/brand/references/asset-organization.md39│ └── generated/ # AI-generated assetsCODE
Redundant / Tautological Comments8 hits · 8 pts
SeverityFileLineSnippetContext
LOW.claude/skills/design/scripts/cip/generate.py418 # Check if logo is provided, prompt user if notSTRING
LOW…laude/skills/ui-styling/scripts/tailwind_config_gen.py295 # Check if extending empty themeCOMMENT
LOW…e/skills/design-system/scripts/html-token-validator.py158 # Check if it's a fallback value in var()COMMENT
LOW…e/skills/design-system/scripts/html-token-validator.py319 # Print resultsSTRING
LOWcli/assets/skills/design/scripts/cip/generate.py418 # Check if logo is provided, prompt user if notSTRING
LOW…ssets/skills/ui-styling/scripts/tailwind_config_gen.py295 # Check if extending empty themeCOMMENT
LOW…s/skills/design-system/scripts/html-token-validator.py158 # Check if it's a fallback value in var()COMMENT
LOW…s/skills/design-system/scripts/html-token-validator.py319 # Print resultsSTRING
AI Slop Vocabulary6 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM.claude/skills/design/scripts/cip/core.py185 """Generate a comprehensive CIP brief for a brand"""STRING
MEDIUM.claude/skills/design/scripts/logo/search.py38 """Generate a comprehensive logo design brief based on query"""STRING
MEDIUM…aude/skills/design-system/scripts/slide_search_core.py181 """Search across all domains for comprehensive results"""STRING
MEDIUMcli/assets/skills/design/scripts/cip/core.py185 """Generate a comprehensive CIP brief for a brand"""STRING
MEDIUMcli/assets/skills/design/scripts/logo/search.py38 """Generate a comprehensive logo design brief based on query"""STRING
MEDIUM…sets/skills/design-system/scripts/slide_search_core.py181 """Search across all domains for comprehensive results"""STRING
AI Structural Patterns5 hits · 5 pts
SeverityFileLineSnippetContext
LOW.claude/skills/ui-ux-pro-max/scripts/design_system.py919CODE
LOW.claude/skills/design/scripts/logo/generate.py337CODE
LOWcli/assets/scripts/design_system.py919CODE
LOWcli/assets/skills/design/scripts/logo/generate.py337CODE
LOWsrc/ui-ux-pro-max/scripts/design_system.py919CODE
Cross-Language Confusion2 hits · 5 pts
SeverityFileLineSnippetContext
HIGH…kills/brand/scripts/tests/test_sync_brand_to_tokens.py6came back `undefined` and `adjustBrightness(undefined)` threw a TypeError —STRING
HIGH…kills/brand/scripts/tests/test_sync_brand_to_tokens.py6came back `undefined` and `adjustBrightness(undefined)` threw a TypeError —STRING
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWgallery/next-env.d.ts1/// <reference types="next" />COMMENT
LOW.claude/skills/ui-styling/scripts/requirements.txt1# UI Styling Skill DependenciesCOMMENT
LOWcli/assets/skills/ui-styling/scripts/requirements.txt1# UI Styling Skill DependenciesCOMMENT
LOWscripts/smoke-stacks.sh1#!/usr/bin/env bashCOMMENT