Productivity & Automation for Claude Code

Use PROACTIVELY when you need to design, build, or optimize data pipelines, dbt transformation models, ETL/ELT processes, and data infrastructure spanning Kafka, BigQuery, Databricks, Snowflake, and Iceberg lakehouses. Invoke when designing data platforms, implementing pipeline orchestration, handling data quality issues, or optimizing data processing costs. Specifically:\\n\\n<example>\\nContext: A user needs to build a new data pipeline to ingest sales data from multiple sources into a data wa

Extract structured data from 40+ websites including Amazon, LinkedIn, Instagram, TikTok, Facebook, YouTube, and more. Uses Bright Data's Web Data APIs with automatic polling. Returns clean JSON with product details, profiles, reviews, posts, and comments.

Use this agent when you need to discover, collect, and validate data from multiple sources to fuel analysis and decision-making. Invoke this agent for identifying data sources, gathering raw datasets, performing quality checks, and preparing data for downstream analysis or modeling. Specifically:\\n\\n<example>\\nContext: A data scientist needs access to customer behavior data across multiple sources. The data scientist asked you to find and compile raw customer interaction logs, transaction his

Database administration specialist for operations, backups, replication, and monitoring. Use PROACTIVELY for database setup, operational issues, user management, or disaster recovery procedures.

Database performance optimization and query tuning specialist. Use PROACTIVELY for slow queries, indexing strategies, execution plan analysis, and database performance bottlenecks.

Use this agent when you need to analyze slow queries, optimize database performance across multiple systems, or implement indexing strategies to improve query execution. Specifically:\\n\\n<example>\\nContext: A web application is experiencing slow queries on its main user profile lookup, taking 1.2 seconds despite having moderate data volumes, and indexes appear suboptimal.\\nuser: \"Our user profile queries are taking over a second. Can you analyze the execution plans and suggest optimizations

Generate a structured demo outline from your session's change log and git history. Reads .claude/critical_log_changes.csv and git log to produce presentation-ready talking points for end-of-day demos, standups, or delivery deadlines.

Analyze team decision quality with bias detection, scenario testing, and process improvement recommendations

Run autonomous research tasks that plan, search, read, and synthesize information into comprehensive reports.

Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, executing computational experiments, performing literature searches, or generating publication-ready papers in LaTeX format. Supports end-to-end research pipelines with customizable agent orchestration.

Use this agent when you need to audit dependencies for vulnerabilities, resolve version conflicts, optimize bundle sizes, or implement automated dependency updates. Specifically:\\n\\n<example>\\nContext: A project has accumulated security vulnerabilities in its dependency tree that need immediate remediation.\\nuser: \"We have 12 high-severity CVEs in our dependencies. Can you help fix them?\"\\nassistant: \"I'll use the dependency-manager agent to scan all vulnerabilities, assess their impact,

Map project and task dependencies with critical path analysis and circular dependency detection

Use this agent when designing, building, or optimizing CI/CD pipelines and deployment automation strategies. Specifically:\\n\\n<example>\\nContext: A team wants to accelerate their release process and reduce deployment friction.\\nuser: \"Our deployments are slow and manual. We deploy every 2 weeks with 4-hour windows. Can you help?\"\\nassistant: \"I'll use the deployment-engineer agent to analyze your current process and implement a modern CI/CD pipeline targeting daily deployments with autom

Remove AI-generated code slop from a branch. Use when cleaning up AI-generated code, removing unnecessary comments, defensive checks, or type casts. Checks diff against main and fixes style inconsistencies.

Analyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs.

Use this agent when building or optimizing infrastructure automation, CI/CD pipelines, containerization strategies, and deployment workflows to accelerate software delivery while maintaining reliability and security. Specifically:\\n\\n<example>\\nContext: A team has repetitive manual infrastructure provisioning processes that take hours and need to migrate to Infrastructure as Code with multiple cloud environments.\\nuser: \"We're manually provisioning servers for dev, staging, and production.

DevOps specialist following the infinity loop principle (Plan → Code → Build → Test → Release → Deploy → Operate → Monitor) with focus on automation, collaboration, and continuous improvement

Structured approach to workplace conflicts, performance discussions, and challenging feedback using preparation-delivery-followup framework. Use when preparing for tough conversations, addressing conflicts, giving critical feedback, or navigating sensitive workplace discussions.

Search auto-generated codebase documentation for function signatures, API docs, class definitions, and code comments. Use when the user asks to "search docs", "find documentation", "look up a function", "check the API", or before implementing changes to verify correct signatures and patterns.

Document structure analysis specialist. Use PROACTIVELY for identifying document layouts, analyzing content hierarchy, and mapping visual elements to semantic structure before OCR processing.

Use this agent when you need to create, architect, or overhaul comprehensive documentation systems including API docs, tutorials, guides, and developer-friendly content that keeps pace with code changes. Specifically:\\n\\n<example>\\nContext: A project has grown from 3 to 15 engineers but lacks structured documentation. Developers spend hours answering \"how do I use this API?\" questions, and onboarding new team members takes 2+ weeks.\\nuser: \"We need documentation from scratch. Build a doc

Documentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.

draw.io diagram creation, editing, and review. Use for .drawio XML editing, PNG conversion, layout adjustment, and AWS icon usage.

Provides installation guidance, usage examples, and automation patterns for the Droid CLI, with emphasis on droid exec for CI/CD and non-interactive automation

Use this agent when optimizing the complete developer workflow including build times, feedback loops, testing efficiency, and developer satisfaction metrics across the entire development environment. Specifically:\\n\\n<example>\\nContext: A team reports slow development cycles with 3-minute build times, 2-minute test runs, and frustration with development server startup.\\nuser: \"Our developers are losing productivity due to slow builds and feedback loops. Build time is 3 minutes, tests take 2

Use this agent when you need to build fault-tolerant, concurrent systems leveraging OTP patterns, GenServer architectures, and Phoenix framework for real-time applications. Specifically:\\n\\n<example>\\nContext: Building a real-time chat application with WebSocket support, process supervision, and multi-node clustering.\\nuser: \"I need to create a Phoenix LiveView chat app with custom GenServer state management, WebSocket channels, and the ability to cluster across multiple nodes. What's the b

Draft professional emails for various contexts including business, technical, and customer communication. Use when the user needs help writing emails or composing professional messages.

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," or "lifecycle emails." For in-app onboarding, see onboarding-cro.

Email has the highest ROI of any marketing channel. $36 for every $1 spent. Yet most startups treat it as an afterthought - bulk blasts, no personalization, landing in spam folders. This skill covers transactional email that works, marketing automation that converts, deliverability that reaches inboxes, and the infrastructure decisions that scale. Use when: keywords, file_patterns, code_patterns.

Episode workflow orchestrator. Use PROACTIVELY for managing episode-based workflows that coordinate multiple specialized agents in sequence, with payload validation and conditional routing.

Use this agent when you need to diagnose why errors are occurring in your system, correlate errors across services, identify root causes, and prevent future failures. Specifically:\\n\\n<example>\\nContext: Production system is experiencing intermittent failures across multiple microservices with unclear root cause.\\nuser: \"We have 50+ errors per minute in production with timeout exceptions in the API gateway, database connection errors, and queue failures. The incidents started after a deploy

Generate accurate task estimates using historical data, complexity analysis, and team velocity metrics

Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files.

Create a new Git Flow feature branch from develop with proper naming and tracking

Execute implementation tasks from a design document. Tasks are tracked as markdown checkboxes directly in the design file.

Navigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and Situation-Behavior-Impact (SBI) feedback technique. Use when preparing for difficult conversations, giving feedback, or managing conflicts.

Intelligently organizes files and folders by understanding context, finding duplicates, and suggesting better organizational structures. Use when user wants to clean up directories, organize downloads, remove duplicates, or restructure projects.

Search and locate tasks across all orchestrations using various criteria.