Claude Skills by sideprojectmate

security auditof vulnerability , code security analysis, penetration test , improvement inthisbefore teamthis to countlower security audit pipeline. 'security audit', 'vulnerability ', 'security ', 'code security analysis', 'penetration test report', 'security vulnerability ', 'OWASP ', 'queue ', 'security improvement ', 'infrastructure security ' etc. security audit beforein this for. code analysisonly necessarylower improvement only necessary inalso supported. , actual network penetrat...

STRIDE, DREAD, Attack Tree etc. threat model methodologyand threat identification·evaluation· strategy count guide. 'STRIDE', 'DREAD', 'threat model', 'threat modeling', 'attack tree', 'attack surface', 'threat identification', 'security ' etc. system threat analysis this for. security-consultantand pentest-reporterof threat analysis -ize. , actual penetration test executionthis CVE this of scope .

caching strategy(Cache Aside, Write Through, Write Behind etc.) optional and Redis/Memcached for, TTL , cache invalid-ize pattern guide. 'caching strategy', 'Redis', 'cache invalid-ize', 'TTL', 'Cache Aside', 'Write Through', 'CDN caching', 'cache ' etc. caching this for. optimization-engineerof caching -ize. , before performance profilingthis benchmark this of scope .

this performance optimization profiling, bottleneck analysis, optimization , benchmark verificationuntil inthisbefore teamthis to countlower pipeline. 'performance optimization', 'slow API improvement', 'query optimization', 'between ', 'performance profiling', 'bottleneck analysis', 'benchmark test', 'as speed improvement', 'P95 between this', 'throughput ' etc. performance improvement beforein this for. query optimization profilingonly necessary inalso supported. , infrastructure provisi...

SQL/NoSQL query optimization pattern, execution plan analysis, index strategy, N+1 resolution etc. database performance optimization guide. 'query optimization', 'execution plan', 'EXPLAIN', 'index ', 'N+1 ', 'slow query', 'slow query', 'DB performance' etc. database query performance improvement this for. bottleneck-analystand optimization-engineerof DB performance analysis -ize. , before system profilingthis benchmark execution this of scope .

open source project community casesalso measurement metric, GitHub project configuration , contribution optimization guide. 'community casesalso', 'GitHub configuration', 'this template', 'PR template', 'CONTRIBUTING', 'Code of Conduct', 'contribution ', 'GitHub Actions CI' etc. open source community operations this for. community-managerand doc-writerof community -ize. , license -based analysisthis code refactoring this of scope .

open source license compatibility , licenseper ofmatter, license strategy, SPDX identification guide. 'license compatibility', 'license optional', 'MIT', 'Apache', 'GPL', 'LGPL', 'BSD', ' license', 'SPDX', 'license ' etc. open source license related this for. license-specialistof license analysis -ize. , -based this actual license day creation this of scope .

open source project launching code , documentation , license , community until inthisbefore teamthis to countlower launching pipeline. 'open source items ', 'project open source-ize', 'GitHub items ', 'open source license ', 'README ', 'CONTRIBUTING guide only', 'open source community ', ' ', 'CI/CD setup', 'code items before ' etc. open source launching beforein this for. READMEonly necessarylower license only necessary inalso supported. , actual creation, GitHub configuration API , pack...

Guide for experiment tracking tool setup (MLflow, Weights & Biases, etc.), reproducibility assurance, model registry, and experiment comparison methodology. Use this skill for ML experiment management involving 'experiment tracking', 'MLflow', 'W&B', 'Weights and Biases', 'reproducibility', 'model registry', 'experiment comparison', 'hyperparameter logging', etc. Enhances the training-manager's experiment management capabilities. Note: model architecture design and feature engineering are out...

Feature engineering techniques catalog: numeric/categorical/time-series/text transformations, feature selection, feature store design. Use this skill for data preprocessing and feature design involving 'feature engineering', 'variable transformation', 'encoding', 'scaling', 'feature selection', 'feature store', 'feature importance', etc. Enhances the data-engineer's feature engineering capabilities. Note: model design and training management are outside this skill's scope.

A full ML pipeline where an agent team collaborates to perform data preparation, model design, training, evaluation, and deployment readiness. Use this skill for 'design an ML experiment', 'train a model', 'machine learning project', 'build a deep learning model', 'classification model', 'regression model', 'data preprocessing', 'model evaluation', 'hyperparameter tuning', 'MLOps setup', 'XGBoost model', 'PyTorch model', and other ML experiment tasks. Supports data-preprocessing-only or evalu...

ML model selection matrix by problem type, hyperparameter tuning strategies, and ensemble methodology guide. Use this skill for ML model selection and design involving 'model selection', 'algorithm comparison', 'hyperparameter tuning', 'Optuna', 'ensemble', 'XGBoost vs LightGBM', 'model comparison', 'cross-validation', etc. Enhances the model-designer and evaluation-analyst's model design capabilities. Note: data preprocessing and training infrastructure management are outside this skill's sc...

A full analysis pipeline where an agent team collaborates to perform exploratory data analysis (EDA), data cleaning, statistical analysis, visualization, and report writing. Use this skill for 'analyze this data', 'do EDA', 'exploratory analysis', 'statistical analysis', 'data visualization', 'write an analysis report', 'analyze CSV', 'extract data insights', 'data cleaning', 'outlier analysis', and other data analysis tasks. Note: real-time data streaming, ML model training/deployment, and B...

Statistical test selection decision tree, per-test assumptions/formulas/interpretation guide, effect size, and power analysis. Use this skill for statistical analysis method selection involving 'statistical test', 't-test', 'ANOVA', 'chi-squared', 'correlation analysis', 'p-value', 'hypothesis testing', 'normality test', 'nonparametric test', 'effect size', etc. Enhances the analyst's statistical analysis capabilities. Note: data cleaning and visualization are outside this skill's scope.

Visualization type selection matrix by data type and analysis purpose, matplotlib/seaborn/plotly implementation pattern guide. Use this skill for data visualization design involving 'visualization selection', 'chart type', 'graph types', 'matplotlib', 'seaborn', 'plotly', 'heatmap', 'scatter plot', 'box plot', 'dashboard layout', etc. Enhances the visualizer's visualization design capabilities. Note: statistical analysis and data cleaning are outside this skill's scope.

Text preprocessing technique catalog: tokenization, normalization, stopwords, morphological analysis, embedding selection, and language-specific processing guides. Use this skill for requests involving 'text preprocessing', 'tokenization', 'morphological analysis', 'KoNLPy', 'stopwords', 'normalization', 'TF-IDF', 'embeddings', 'Word2Vec', 'NLP preprocessing', etc. Enhances the text processing capabilities of the preprocessor and extractor agents. Note: sentiment analysis models and classific...

Sentiment lexicon construction, ABSA (Aspect-Based Sentiment Analysis) design, sentiment score calibration, and domain-specific sentiment analysis methodology guide. Use this skill for requests involving 'sentiment lexicon', 'sentiment analysis model', 'ABSA', 'aspect-based sentiment', 'sentiment score', 'polarity lexicon', 'domain sentiment', 'emotion classification', etc. Enhances the sentiment analysis capabilities of the sentiment-analyzer agent. Note: text preprocessing and report writin...

Text processing pipeline: an agent team collaborates to perform preprocessing, classification, entity/keyword extraction, sentiment analysis, summarization, structured data conversion, and report generation on bulk text. Use this skill for requests like 'analyze this text', 'text processing', 'classify documents', 'run sentiment analysis', 'extract keywords', 'named entity recognition', 'NER', 'text summarization', 'review analysis', 'survey text analysis', 'comment analysis', and other gener...

Full migration pipeline where an agent team collaborates to perform source analysis, schema mapping, transformation script generation, validation query design, and rollback planning. Use this skill for requests like 'data migration', 'DB migration', 'data transfer', 'schema conversion', 'database migration plan', 'ETL scripts', 'data transition', 'DB migration validation', 'system cutover', etc. Note: real-time CDC streaming setup, cloud infrastructure provisioning, and application code migra...

Migration data validation patterns: row count comparison, checksums, sampling validation, FK integrity, and business rule validation query design guide. Use this skill for requests involving 'data validation', 'migration validation', 'checksum', 'row count comparison', 'integrity validation', 'regression testing', 'Go/No-Go checklist', etc. Enhances validation-engineer's validation design capabilities. Note: schema mapping and rollback planning are outside the scope of this skill.

RDBMS-to-RDBMS data type mapping tables, RDBMS-to-NoSQL conversion patterns, character set/collation conversion, and special type handling guide. Use this skill for requests involving 'type mapping', 'data type conversion', 'MySQL PostgreSQL conversion', 'Oracle migration', 'character set conversion', 'collation', 'AUTO_INCREMENT sequence', 'JSON type', etc. Enhances schema-mapper's type conversion capabilities. Note: ETL script writing and validation queries are outside the scope of this skill.

Full pipeline for auto-generating API client SDKs. An agent team collaborates to parse API specs (OpenAPI/GraphQL/gRPC), generate types, write client code, create tests, and produce usage documentation. Use this skill for requests like 'create an API client', 'SDK generation', 'client from OpenAPI', 'API wrapper', 'REST client', 'GraphQL client', 'API type generation', 'SDK from Swagger', etc. Note: API server implementation, API gateway configuration, and API monitoring dashboard setup are o...

OpenAPI 3.x spec analysis patterns, schema normalization, authentication method mapping, pagination/error pattern extraction, and GraphQL/gRPC spec interpretation guide. Use this skill for requests involving 'OpenAPI', 'Swagger', 'spec analysis', 'schema normalization', 'API authentication', 'pagination patterns', 'GraphQL schema', 'gRPC proto', etc. Enhances spec-parser's spec analysis capabilities. Note: SDK code generation and test authoring are outside the scope of this skill.

SDK/API client design patterns: builder pattern, interceptor chain, retry strategy, type-safe design, error handling, and pagination wrapper guide. Use this skill for requests involving 'SDK design', 'client patterns', 'retry strategy', 'interceptor', 'builder pattern', 'SDK error handling', 'type safety', 'SDK architecture', etc. Enhances sdk-developer's SDK design capabilities. Note: API spec parsing, test authoring, and documentation are outside the scope of this skill.

Full pipeline for systematically building a UI design system. An agent team collaborates to create design tokens, React/Vue component libraries, Storybook, WCAG accessibility verification, and documentation. Use this skill for requests like 'build a design system', 'component library', 'UI kit', 'design tokens', 'Storybook setup', 'accessibility verification', 'WCAG verification', 'UI components', 'create a button component', etc. Note: Figma plugin development, design system SaaS constructio...

Methodology and tools for systematically generating design tokens. Use for requests like 'create design tokens', 'token system design', 'color scale generation', 'typography scale', 'spacing system', 'dark mode tokens', etc. Note: Figma token plugin execution and Style Dictionary runtime builds are outside the scope of this skill.

WCAG 2.1/2.2 accessibility verification checklist and automated audit methodology skill. Use for requests like 'verify accessibility', 'WCAG check', 'check contrast ratio', 'ARIA audit', 'keyboard accessibility', 'screen reader test', etc. Note: running actual assistive technology (JAWS/NVDA), legal consultation, and accessibility certification issuance are outside the scope of this skill.

A skill for analyzing website anti-bot defense mechanisms and developing legitimate evasion strategies. Use for requests like 'analyze anti-bot defenses', 'bot blocking bypass', 'Cloudflare response', 'CAPTCHA detection', 'rate limit check', etc. Note: developing illegal bypass tools, CAPTCHA auto-solving services, and privacy-violating scraping are outside the scope of this skill.

A skill for systematically generating and validating CSS/XPath selectors for web page data extraction. Use for requests like 'create selectors', 'CSS selectors', 'write XPath', 'data extraction patterns', 'parsing rules', etc. Note: directly operating browser DevTools is outside the scope of this skill.

Full pipeline for building web scraping systems with agent team collaboration. Use this skill for requests like 'build a web scraper', 'develop a crawler', 'collect site data', 'web crawling system', 'build a scraper', 'data collection automation', 'site parsing', 'web data extraction', etc. Also supports target-analysis-only mode for specific site analysis. Note: real-time streaming data processing (Kafka/Flink), browser automation testing (Selenium testing), and website performance monitori...

Full pipeline where an agent team collaborates to build a chatbot system. Use this skill for requests like 'build me a chatbot', 'conversational bot development', 'customer service bot', 'FAQ chatbot', 'KakaoTalk chatbot', 'Slack bot', 'auto-response system', 'conversational AI', 'chatbot design', and other chatbot construction tasks. Also supports design-only mode when only conversation design is needed. Note: voice assistants (Alexa/Google Home), real-time voice call bots, and video chatbot...

Methodology for validating chatbot conversation flow completeness, cycles, and dead ends. Use this skill for 'conversation flow validation', 'scenario testing', 'edge case checking', 'fallback verification', 'multi-turn testing', and other dialog quality verification tasks. Note: conducting actual user testing and building A/B testing infrastructure are outside the scope of this skill.

Methodology for systematically designing a chatbot's intent classification taxonomy. Use this skill for 'intent taxonomy design', 'intent system', 'NLU intent list', 'entity dictionary', 'slot design', and other chatbot intent classification taxonomy design tasks. Note: actual NLU model training and cloud NLU service deployment are outside the scope of this skill.

Full pipeline where an agent team collaborates to perform release management. Use this skill for requests like 'create release notes', 'generate CHANGELOG', 'write changelog', 'prepare version release', 'migration guide', 'release announcement', 'organize changes', 'new version announcement', and other release management tasks. Note: CI/CD pipeline construction, automated deployment configuration, and version management policy establishment are outside the scope of this skill.

Methodology for parsing git commit messages and extracting structured change information. Use this skill for 'commit parsing', 'commit message analysis', 'Conventional Commits parsing', 'git history structuring', and other commit analysis tasks. Note: git hook configuration and commit lint tool installation are outside the scope of this skill.

Methodology for analyzing changes according to Semantic Versioning (SemVer) rules and determining the appropriate version number. Use this skill for 'SemVer analysis', 'version number determination', 'Breaking Change assessment', 'version bump decisions', and other version management tasks. Note: automatic git tag creation and CI/CD release execution are outside the scope of this skill.

Methodology for systematically designing and generating CLI tool argument parser structures. Use this skill for 'CLI argument design', 'option structure', 'subcommand design', 'argument parser generation', 'help text design', and other CLI argument system design tasks. Note: GUI interface design and TUI framework integration are outside the scope of this skill.

Full pipeline where an agent team collaborates to develop a CLI tool. Use this skill for requests like 'build me a CLI tool', 'command-line tool development', 'CLI utility', 'terminal tool', 'command-line program', 'CLI app build', 'shell tool development', and other CLI tool development tasks. Also supports design-only mode when only command design is needed. Note: GUI app development, web dashboard construction, and IDE plugin development are outside the scope of this skill.

Checklist and best practices for validating CLI tool user experience. Use this skill for 'CLI UX validation', 'usability check', 'output format verification', 'error message review', 'interaction pattern inspection', and other CLI UX quality checks. Note: GUI usability testing and accessibility certification are outside the scope of this skill.

Methodology for systematically designing document chunking strategies for RAG pipelines. Use this skill for 'chunking strategy', 'document splitting', 'RAG chunking', 'embedding optimization', 'semantic chunking', 'text splitting', and other RAG data preprocessing tasks. Note: vector DB infrastructure construction and embedding model training are outside the scope of this skill.

Full pipeline where an agent team collaborates to develop an LLM app. Use this skill for requests like 'build me an LLM app', 'AI app development', 'build a RAG system', 'GPT app', 'AI chatbot development', 'prompt engineering', 'LLM pipeline', 'AI assistant development', 'generative AI app', 'RAG pipeline', and other LLM-based app development tasks. Also supports prompt-only mode when only prompt design is needed. Note: LLM model training (running fine-tuning), GPU infrastructure constructio...

Methodology for systematically evaluating and optimizing LLM prompt quality. Use this skill for 'prompt optimization', 'prompt improvement', 'guardrail design', 'prompt debugging', 'few-shot optimization', 'system prompt design', and other prompt quality improvement tasks. Note: LLM model fine-tuning and model weight modification are outside the scope of this skill.

Full pipeline where an agent team collaborates to generate data warehouse design, KPI definitions, visualizations, and automated reports for a BI dashboard. Use this skill for requests like 'build me a BI dashboard', 'dashboard design', 'define KPIs', 'executive reporting dashboard', 'data visualization design', 'report automation', 'data warehouse design', 'build a KPI tree', 'sales dashboard', 'performance metrics framework', and other BI dashboard construction tasks. Also supports visualiz...

Methodology for selecting optimal chart types based on data type and analysis purpose. Use this skill for 'chart recommendation', 'visualization type selection', 'graph types', 'dashboard visualization design', and other data visualization design tasks. Note: writing D3.js/Chart.js code and operating Tableau/PowerBI are outside the scope of this skill.

Methodology for systematically designing KPI trees (metric hierarchy) and defining drill-down structures. Use this skill for 'build a KPI tree', 'metric hierarchy design', 'drill-down structure', 'KPI decomposition', 'performance metrics framework', 'revenue decomposition tree', and other KPI system design tasks. Note: actual database query optimization and real-time monitoring infrastructure construction are outside the scope of this skill.

A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications. Used by compliance-checker and plan-writer agents when optimizing scores per evaluation criterion and preemptively preventing disqualification risks. Automatically applied in contexts such as 'score optimization', 'evaluation criteria analysis', 'bonus point strategy', 'disqualification prevention', 'review preparation'. However, actual reviewer contact and review result ...

itemsperson financial casebeforenature diagnosis financial ratio analysis tool. 'financial-analyst' and 'finance-reviewer' agent financial status diagnosisand figure verifyto do when this skill's financial ratio official, casebeforenature standard, diagnosis framework must be utilized. 'financial casebeforenature diagnosis', 'financial ratio analysis', 'total financial inspection' etc. However, investment strategy tax savings approach is outside this skill's scope.

ROI calculation framework. pricing-strategist and solution-architect agent proposal investment versus revenue to do when reference. 'ROI total', 'costanalysis', 'TCO' request when usage. However, financial company tax scope outside.

Win Theme building framework. differentiator and client-analyst agent proposal core differentiation message buildingto do when reference. 'Win Theme', 'differentiation strategy', 'competition advantage' request when usage. However, competitor report collection scope outside.

Research methodology guide. Referenced by the research-designer and statistical-analyst agents when selecting research designs and analysis methods. Use for 'research methodology', 'experiment design', or 'statistical analysis' requests. Actual data collection and IRB review processing are out of scope.