database
Database design, SQL queries, migrations, and optimization. Activate for PostgreSQL, MySQL, SQLite, schema design, queries, indexes, and data modeling.
debugging
Debugging techniques for Python, JavaScript, and distributed systems. Activate for troubleshooting, error analysis, log investigation, and performance debugging. Includes extended thinking integration for complex debugging scenarios.
deep-analysis
Analytical thinking patterns for comprehensive evaluation, code audits, security analysis, and performance reviews. Provides structured templates for thorough investigation with extended thinking support.
deep-research
Comprehensive research on a topic using multiple sources and approaches. Spawns parallel research threads.
design-system
Apply and manage the AI-powered design system with 50+ curated styles
docker-build
Build Docker images with proper tagging, cache busting, and build tracking. Prevents stale image issues.
extended-thinking
Extended thinking (ultrathink) configuration for Claude API. Activate for complex reasoning tasks, deep analysis, multi-step problem solving, and tasks requiring careful deliberation. Enables Claude's internal reasoning with configurable thinking budgets.
fastapi
FastAPI development including async endpoints, Pydantic models, dependency injection, and OpenAPI documentation. Activate for FastAPI apps, async Python APIs, and modern Python web services.
flaskapi
Flask API development including blueprints, extensions, and REST patterns. Activate for Flask apps, Python web APIs, and lightweight API development.
gcp
Google Cloud Platform services including GKE, Cloud Run, Cloud Storage, BigQuery, and Pub/Sub. Activate for GCP infrastructure, Google Cloud deployment, and GCP integration.
gitworfkflows
Git workflows including branching strategies, commits, merging, rebasing, and GitHub collaboration. Activate for git commands, version control, PRs, and repository management.
graphql
GraphQL API development including schemas, resolvers, queries, mutations, and subscriptions. Activate for GraphQL servers, clients, and API design.
helm-deploy
Safe Helm deployment with image verification, cache busting, and rollback safety. Prevents deploying stale images.
jira:branch
Create git branch linked to Jira issue. Use when the user wants to "create branch", "new branch for issue", "jira branch", or "feature branch".
jira:commit
Create smart commit linked to Jira issue. Use when the user wants to "commit", "smart commit", "jira commit", or "commit changes".
jira:pr
Create pull request linked to Jira issue. Use when the user wants to "create PR", "open pull request", "submit for review", or "jira pr".
jira:prepare
Prepare a Jira task with enrichment and subtask creation. Use when the user wants to "prepare task", "enrich issue", "create subtasks", or "prepare for development".
jira:review
Review code changes for Jira issue. Use when the user wants to "review code", "code review", "jira review", or "check implementation".
jira:status
Check status of current Jira work session. Use when the user asks "what's the status", "show progress", "current work", or "jira status".
jira:sync
Sync local changes with Jira issue. Use when the user wants to "sync to jira", "update jira", "push progress", or "sync status".
jira:triage
Triage and analyze Jira issues. Use when the user wants to "triage issues", "analyze backlog", "assess tickets", or "jira triage".
jira:work
Start working on a Jira issue with optimized tiered orchestration. Begins with intelligent question-gathering to ensure complete understanding before implementation.
jira
Jira project management including issues, sprints, boards, and workflows. Activate for Jira tickets, sprint planning, backlog management, and Atlassian integration.
k8s-image-audit
Audit K8s deployments for stale images, wrong pull policies, and volume issues. Use when debugging Helm deploy or image caching problems.
kanban
Kanban methodology including boards, WIP limits, flow metrics, and continuous delivery. Activate for Kanban boards, workflow visualization, and lean project management.
keycloak
Keycloak identity and access management including realms, clients, authentication flows, themes, and user federation. Activate for OAuth2, OIDC, SAML, SSO, identity providers, and authentication configuration.
kubernetes
Kubernetes deployment, management, and troubleshooting. Activate for k8s, kubectl, pods, deployments, services, ingress, namespaces, and container orchestration tasks.
llmintegration
LLM integration patterns for Claude, GPT, Gemini, and Ollama. Activate for AI API integration, prompt engineering, token management, extended thinking, and multi-model orchestration.
mongodb-atlas
MongoDB Atlas cloud database management including clusters, schemas, aggregation pipelines, and Prisma ORM integration. Activate for MongoDB queries, schema design, indexing, and Atlas administration.
nextjs
Next.js development including App Router, Server Components, API routes, and deployment. Activate for Next.js apps, SSR, SSG, and React Server Components.
prompt-caching
Prompt caching for Claude API to reduce latency by up to 85% and costs by up to 90%. Activate for cache_control, ephemeral caching, cache breakpoints, and performance optimization.
react
React development including hooks, components, state management, and modern patterns. Activate for React components, JSX, hooks, context, and frontend development.
redis
Redis caching, pub/sub, and data structures. Activate for Redis operations, caching strategies, session management, and message queuing.
restapi
REST API design, implementation, and best practices. Activate for API endpoints, HTTP methods, status codes, authentication, and API documentation.
scrape-docs
Scrape and extract documentation from a URL using Firecrawl. Use when you need to read external documentation.
scrum
Scrum methodology including sprints, ceremonies, backlog management, and agile practices. Activate for sprint planning, standups, retrospectives, and agile workflows.
streaming
Server-Sent Events (SSE) streaming for Claude API with support for text, tool use, and extended thinking. Activate for real-time responses, stream handling, and progressive output.
terraform
Terraform infrastructure as code including modules, state management, and cloud provisioning. Activate for tf files, IaC, infrastructure provisioning, and cloud resource management.
testing
Testing patterns including pytest, unittest, mocking, fixtures, and test-driven development with extended thinking integration. Activate for test writing, coverage analysis, TDD, hypothesis-driven development, and quality assurance tasks.
tool-use
Tool use patterns for Claude including schema design, tool_choice modes, result handling, parallel execution, error recovery, and extended thinking integration.
vectordb
Vector database operations for embeddings and semantic search. Activate for Pinecone, Weaviate, Chroma, pgvector, RAG, and similarity search.
vision-multimodal
Vision and multimodal capabilities for Claude including image analysis, PDF processing, and document understanding. Activate for image input, base64 encoding, multiple images, and visual analysis.
web-research
Deep web research using Perplexity and Firecrawl MCP servers. Use when researching technologies, APIs, best practices, or current information.
GitOps Patterns
ArgoCD ApplicationSets, progressive delivery, Harness GitX, and multi-cluster GitOps patterns
Harness API Operations
Comprehensive guide for Harness Platform API authentication, rate limiting, error handling, and endpoint operations
Pattern Extraction
Detect and extract patterns from codebases for template generation
Template Validation
Validate Cookiecutter templates, Terraform modules, and Harness pipelines
harness-code-integration
Harness Code repository workflows, triggers, PR pipelines, branch protection, and GitOps integration for AWS EKS deployments
harness-eks-deployments
AWS EKS deployment patterns via Harness CD - Native Helm, Kubernetes manifests, and GitOps strategies with rolling, canary, and blue-green deployments
harness-keycloak-auth
Keycloak OIDC integration with Harness pipelines, EKS IRSA, service account authentication, and realm-as-code patterns
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