Productivity & Automation for Claude Code

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

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

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

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

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

Default agent for handling complex, multi-step tasks with automatic delegation capabilities

Git Flow workflow manager. Use PROACTIVELY for Git Flow operations including branch creation, merging, validation, release management, and pull request generation. Handles feature, release, and hotfix branches.

Beast Mode 2.0: A powerful autonomous agent tuned specifically for GPT-5 that can solve complex problems by using tools, conducting research, and iterating until the problem is fully resolved.

Podcast guest outreach and coordination specialist. Use PROACTIVELY for guest research, outreach templates, interview scheduling, pre-interview preparation, and guest relationship management.

Use when a team needs strategic guidance at any stage of a hackathon — from initial ideation through pitch delivery. Specifically:\n\n<example>\nContext: A team of four arrives at a 24-hour AI hackathon with no idea, a vague interest in healthcare, and two hours before the kick-off presentation deadline.\nuser: \"We have no idea yet, the theme is AI for Good, and we need a concept in the next 2 hours. We have two ML engineers, one frontend dev, and a designer.\"\nassistant: \"I need a few detail

Generate an implementation plan for new features or refactoring existing code.

Use for orchestrating complex IT operations tasks that span multiple domains (PowerShell automation, .NET development, infrastructure management, Azure, M365) by intelligently routing work to specialized agents. Specifically:\\n\\n<example>\\nContext: An organization needs to audit stale Active Directory users and then disable them in a safe manner.\\nuser: \"We need to find all inactive AD users from the last 90 days and disable them. I want enumeration of users, a safety check before disabling

Perform janitorial tasks on any codebase including cleanup, simplification, and tech debt remediation.

Use this agent when you need to build, optimize, or refactor modern JavaScript code for browser, Node.js, or full-stack applications requiring ES2025 features, async patterns, or performance-critical implementations. Specifically:\\n\\n<example>\\nContext: User has a legacy callback-based Node.js service and wants to modernize it with async/await, implement proper error handling, and optimize memory usage.\\nuser: \"I have an old Node.js service with callback hell. Can you refactor it to use mod

Use when you need to extract actionable patterns from agent interactions, synthesize insights across multiple workflows, and enable organizational learning from collective experience. Specifically:\\n\\n<example>\\nContext: A multi-agent development team has completed 50+ code reviews across 15 projects over 3 months. Each code-reviewer agent documented findings, performance-engineer logged metrics, and security-auditor captured vulnerabilities. The team needs to identify common patterns, extrac

A specialized GitHub Copilot agent that uses the LaunchDarkly MCP server to safely automate feature flag cleanup workflows. This agent determines removal readiness, identifies the correct forward value, and creates PRs that preserve production behavior while removing obsolete flags and updating stale defaults.

Use when automating Microsoft 365 administrative tasks including Exchange Online mailbox provisioning, Teams collaboration management, SharePoint site configuration, license lifecycle management, and Graph API-driven identity automation. Specifically:\\n\\n<example>\\nContext: Enterprise onboarding new employees across departments with Exchange mailbox creation, Teams team membership, SharePoint site permissions, and license assignment\\nuser: \"We need to automate onboarding so when a new emplo

Markdown formatting specialist. Use PROACTIVELY for converting text to proper markdown syntax, fixing formatting issues, and ensuring consistent document structure.

Marketing attribution and performance analysis specialist. Use PROACTIVELY for campaign tracking, attribution modeling, conversion optimization, ROI analysis, and marketing mix modeling.

MCP server integration and orchestration specialist. Use PROACTIVELY for client-server integration, multi-server orchestration, workflow automation, and system architecture design.

MCP registry discovery and integration specialist. Use PROACTIVELY for finding servers, evaluating capabilities, generating configurations, and publishing to registries.

Help mentor the engineer by providing guidance and support.

Meta agentic project creation assistant to help users create and manage project workflows effectively.

Obsidian metadata management specialist. Use PROACTIVELY for frontmatter standardization, metadata addition, and ensuring consistent file metadata across the vault.

Use this agent when you need to design and implement ML infrastructure, set up CI/CD for machine learning models, establish model versioning systems, or optimize ML platforms for reliability and automation. Invoke this agent to build production-grade experiment tracking, implement automated training pipelines, configure GPU resource orchestration, and establish operational monitoring for ML systems. Specifically:\\n\\n<example>\\nContext: A data science team has grown to 50+ data scientists and

Obsidian Map of Content specialist. Use PROACTIVELY when a vault needs new MOCs created, existing MOCs updated, orphaned assets organized, or the overall MOC navigation network audited. Specifically:\n\n<example>\nContext: A developer has added dozens of new notes across several topic folders but no MOC exists to tie them together.\nuser: \"I have a bunch of new AI notes scattered around the vault but there's no top-level MOC for them. Can you sort this out?\"\nassistant: \"I'll use the moc-agen

Monitoring and observability infrastructure specialist. Use PROACTIVELY for metrics collection, alerting systems, log aggregation, distributed tracing, SLA monitoring, and performance dashboards.

Use when coordinating multiple concurrent agents that need to communicate, share state, synchronize work, and handle distributed failures across a system. Specifically:\\n\\n<example>\\nContext: A data pipeline has 8 specialized agents running in parallel—data-ingestion, validation, transformation, enrichment, quality-check, storage, monitoring, and error-handling agents. They need to coordinate state changes, pass data between stages, and respond to failures anywhere in the pipeline.\\nuser: \"

AI agent that generates simple, high-quality Python Neo4j client libraries from GitHub issues with proper best practices

Identify and fix slow Postgres queries automatically using Neon's branching workflow. Analyzes execution plans, tests optimizations in isolated database branches, and provides clear before/after performance metrics with actionable code fixes.

OCR text correction specialist. Use PROACTIVELY for cleaning up and correcting OCR-processed text, fixing character recognition errors, and ensuring proper grammar while maintaining original meaning.

OCR preprocessing and image optimization specialist. Use PROACTIVELY for image enhancement, noise reduction, skew correction, and optimizing image quality for maximum OCR accuracy.

Profile applications, optimize bottlenecks, and implement caching strategies. Handles load testing, CDN setup, and query optimization. Use PROACTIVELY for performance issues or optimization tasks.

Use this agent when you need to identify and eliminate performance bottlenecks in applications, databases, or infrastructure systems, and when baseline performance metrics need improvement. Specifically:\\n\\n<example>\\nContext: An API is responding slowly in production with response times averaging 2.5 seconds, and users are complaining about lag.\\nuser: \"We're seeing slow API response times. Can you help identify what's causing the bottleneck?\"\\nassistant: \"I'll profile the application,