data-ai

Guide for adding SQL function translations to dbplyr backends. Use when implementing new database-specific R-to-SQL translations for functions like st...

Use when diagnosing crawl/index issues, performance regressions, or structured data gaps.

This skill should be used when users need to discover Redpanda Connect components for their streaming pipelines. Trigger when users ask about finding ...

Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus

Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre/post task hook...

Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms

"Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distilla...

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance...

Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing valid...

Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creat...

Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures. Use when migrating ...

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building ...

Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stac...

Implement GDPR-compliant data handling with consent management, data subject rights, and privacy by design. Use when building systems that process EU ...

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, ...

Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features

Build read models and projections from event streams. Use when implementing CQRS read sides, building materialized views, or optimizing query performa...

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow j...

Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use ...

Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vect...

End-to-end system for creating supervised fine-tuning datasets from books and training style-transfer models. Covers text extraction, intelligent segm...

This skill should be used when working with DSPy.rb, a Ruby framework for building type-safe, composable LLM applications. Use this when implementing ...

This skill provides a way to retrieve information from the AgentScope library for analysis and decision-making.

Add Sentry v8 error tracking and performance monitoring to your project services. Use this skill when adding error handling, creating new controllers,...

Comprehensive backend development guide for Langfuse's Next.js 14/tRPC/Express/TypeScript monorepo. Use when creating tRPC routers, public API endpoin...

Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types...

Execute Codex CLI for code analysis, refactoring, and automated code changes. Use when you need to delegate complex code tasks to Codex AI with file r...

Execute Gemini CLI for AI-powered code analysis and generation. Use when you need to leverage Google's Gemini models for complex reasoning tasks.

Convert natural language questions into SQL queries. Activates when users ask data questions in plain English like "show me users who signed up last w...

Help design database schemas, create tables, and plan data models. Activates when users ask to create tables, design schemas, or model data relationsh...

Database operations including querying, schema exploration, and data analysis. Activates for tasks involving PostgreSQL, MySQL, MariaDB, SQLite, Mongo...

Query and analyze SEC filings and financial statements using EdgarTools. Get company data, filings, XBRL financials, and perform multi-company analysi...

Progressive four-tier URL content scraping with automatic fallback strategy.USE WHEN user says "scrape this URL", "fetch this page", "get content from...

Intelligent pattern selection for Fabric CLI. Automatically selects the right pattern from 242+ specialized prompts based on your intent - threat mode...

Comprehensive research, analysis, and content extraction system. Multi-source parallel research using available researcher agents. Deep content analys...

Database schema patterns for InsForge including social graphs, e-commerce, content publishing, and multi-tenancy with RLS policies. Use when designing...

Comprehensive collection of 128+ ready-to-use scientific skills for Claude enabling research across biology, chemistry, medicine, genomics, and advanc...

Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call sta...

AI-driven browser automation via Model Context Protocol

HASH error handling patterns using error-stack crate. Use when working with Result types, Report types, defining custom errors, propagating errors wit...

This skill automates the adaptation of pre-trained machine learning models using transfer learning techniques. it is triggered when the user requests ...

This skill enables AI assistant to analyze capacity requirements and plan for future growth. it uses the capacity-planning-analyzer plugin to assess c...

Use when you need to work with database indexing.This skill provides index design and optimization with comprehensive guidance and automation.Trigger ...

Perform on-chain analysis including whale tracking, token flows, and network activity.Use when performing crypto analysis.Trigger with phrases like "a...

Use when you need to work with query optimization.This skill provides query performance analysis with comprehensive guidance and automation.Trigger wi...

This skill enables AI assistant to analyze the sentiment of text data. it identifies the emotional tone expressed in text, classifying it as positive,...

This skill enables AI assistant to perform natural language processing and text analysis using the nlp-text-analyzer plugin. it should be used when th...

Build automated machine learning pipelines with feature engineering, model selection, and hyperparameter tuning.Use when automating ML workflows from ...

Build and evaluate classification models for supervised learning tasks with labeled data. Use when requesting "build a classifier", "create classifica...

This skill allows AI assistant to construct and configure neural network architectures using the neural-network-builder plugin. it should be used when...

This skill empowers AI assistant to construct recommendation systems using collaborative filtering, content-based filtering, or hybrid approaches. it ...

Calculate cryptocurrency tax obligations with cost basis tracking and jurisdiction rules.Use when calculating crypto tax obligations.Trigger with phra...

Use when you need to work with schema comparison.This skill provides database schema diff and sync with comprehensive guidance and automation.Trigger ...

Generate plots, charts, and graphs from data with automatic visualization type selection. Use when requesting "visualization", "plot", "chart", or "gr...

Use when you need to work with database schema design.This skill provides schema design and migrations with comprehensive guidance and automation.Trig...

Identify anomalies and outliers in datasets using machine learning algorithms.Use when analyzing data for unusual patterns, outliers, or unexpected de...

This skill enables AI assistant to detect and resolve performance bottlenecks in applications. it analyzes cpu, memory, i/o, and database performance ...

Detect and analyze SQL injection vulnerabilities in application code and database queries.Use when you need to scan code for SQL injection risks, revi...

Create, select, and transform features to improve machine learning model performance. Handles feature scaling, encoding, and importance analysis. Use ...

This skill allows AI assistant to evaluate machine learning models using a comprehensive suite of metrics. it should be used when the user requests mo...

This skill enables AI assistant to provide interpretability and explainability for machine learning models. it is triggered when the user requests exp...

Query and analyze blockchain data including blocks, transactions, and smart contracts.Use when querying blockchain data and transactions.Trigger with ...

Manage Firebase/Firestore operations including CRUD, queries, batch processing, and index/rule guidance.Use when you need to create/update/query Fires...

This skill enables AI assistant to forecast future values based on historical time series data. it analyzes time-dependent data to identify trends, se...

This skill enables AI assistant to generate realistic test data and database seed scripts for development and testing environments. it uses faker libr...

Use when you need to work with ORM code generation.This skill provides ORM model and code generation with comprehensive guidance and automation.Trigge...

Generate realistic test data including edge cases and boundary conditions.Use when creating realistic fixtures or edge case test data.Trigger with phr...

Use when you need to track database changes for compliance and security monitoring.This skill implements audit logging using triggers, application-lev...

Use when you need to implement multi-tier caching to improve database performance.This skill sets up Redis, in-memory caching, and CDN layers to reduc...

Use when you need to work with database migrations.This skill provides schema migration management with comprehensive guidance and automation.Trigger ...

Use when you need to work with database partitioning.This skill provides table partitioning strategies with comprehensive guidance and automation.Trig...

Use when you need to work with database operations.This skill provides database management and optimization with comprehensive guidance and automation...

Use when you need to work with database scalability.This skill provides replication and sharding with comprehensive guidance and automation.Trigger wi...

Use when you need to work with database sharding.This skill provides horizontal sharding strategies with comprehensive guidance and automation.Trigger...

Database testing including fixtures, transactions, and rollback management.Use when performing specialized testing.Trigger with phrases like "test the...

Use when you need to work with NoSQL data modeling.This skill provides NoSQL database design with comprehensive guidance and automation.Trigger with p...

Monitor and analyze application error rates to improve reliability. Use when tracking errors in applications including HTTP errors, exceptions, and da...

Use when you need to work with cloud cost optimization.This skill provides cost analysis and optimization with comprehensive guidance and automation.T...

Optimize deep learning models using Adam, SGD, and learning rate scheduling to improve accuracy and reduce training time. Use when asked to "optimize ...

Use when you need to work with query optimization.This skill provides query performance analysis with comprehensive guidance and automation.Trigger wi...

This skill empowers AI assistant to perform regression analysis and modeling using the regression-analysis-tool plugin. it analyzes datasets, generate...

This skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when ...

Analyze datasets by running clustering algorithms (K-means, DBSCAN, hierarchical) to identify data groups. Use when requesting "run clustering", "clus...

Scan for data privacy issues and sensitive information exposure. Use when reviewing data handling practices. Trigger with 'scan privacy issues', 'chec...

Scan for GDPR compliance issues in data handling and privacy practices. Use when ensuring EU data protection compliance. Trigger with 'scan GDPR compl...

Simulate flash loan arbitrage strategies and profitability across DeFi protocols.Use when performing crypto analysis.Trigger with phrases like "analyz...

Split datasets into training, validation, and testing sets for ML model development. Use when requesting "split dataset", "train-test split", or "data...

This skill enables AI assistant to track and manage ai/ml model versions using the model-versioning-tracker plugin. it should be used when the user as...

Train machine learning models with automated workflows. Analyzes datasets, selects model types (classification, regression), configures parameters, tr...

Optimize machine learning model hyperparameters using grid search, random search, or Bayesian optimization. Finds best parameter configurations to max...

Validate AI/ML models and datasets for bias, fairness, and ethical concerns.Use when auditing AI systems for ethical compliance, fairness assessment, ...

Use when you need to ensure database integrity through comprehensive data validation.This skill validates data types, ranges, formats, referential int...

Create and manage seed packs for PropertyWebBuilder. Use when creating new scenario-based seed data bundles, adding properties to packs, or setting up...

Instrument C/C++ with -finstrument-functions for execution tracing and Perfetto visualization

Check if specific lines were executed using gcov data

This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs in...

Use when you need to automate database backup processes with scheduling and encryption.This skill creates backup scripts for PostgreSQL, MySQL, MongoD...

Build and evaluate classification models for supervised learning tasks with labeled data. Use when requesting "build a classifier", "create classifica...

Execute clustering algorithms (K-means, DBSCAN, hierarchical) to identify data groups. Use when requesting "run clustering", "cluster analysis", or "g...