generating-commit-messages
Generates clear commit messages from Git diffs. Use when writing commit messages or reviewing staged changes.
Generates clear commit messages from Git diffs. Use when writing commit messages or reviewing staged changes.
Create and configure Declarative Automation Bundles (formerly Asset Bundles) with best practices for multi-environment deployments (CICD). Use when working with: (1) Creating new DAB projects, (2) Adding resources (dashboards, pipelines, jobs, alerts), (3) Configuring multi-environment deployments, (4) Setting up permissions, (5) Deploying or running bundle resources
CI/CD pipeline design with GitHub Actions, Docker, Kubernetes, Helm, and GitOps patterns
AWS cloud patterns for Lambda, ECS, S3, DynamoDB, and Infrastructure as Code with CDK/Terraform
Kubernetes operations including manifests, Helm charts, operators, troubleshooting, and resource management
Docker best practices including multi-stage builds, compose patterns, image optimization, and security
Monitoring and observability with OpenTelemetry, Prometheus, Grafana dashboards, and structured logging
Quality gates checklist for completing code work before finishing implementation cycles
Use when executing implementation plans with independent tasks. Dispatches fresh delegate_task per task with two-stage review (spec compliance then code quality).
Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.
Set up GitHub authentication for the agent using git (universally available) or the gh CLI. Covers HTTPS tokens, SSH keys, credential helpers, and gh auth — with a detection flow to pick the right method automatically.
Create, manage, triage, and close GitHub issues. Search existing issues, add labels, assign people, and link to PRs. Works with gh CLI or falls back to git + GitHub REST API via curl.
Full pull request lifecycle — create branches, commit changes, open PRs, monitor CI status, auto-fix failures, and merge. Works with gh CLI or falls back to git + GitHub REST API via curl.
Clone, create, fork, configure, and manage GitHub repositories. Manage remotes, secrets, releases, and workflows. Works with gh CLI or falls back to git + GitHub REST API via curl.
Use when you have a spec or requirements for a multi-step task. Creates comprehensive implementation plans with bite-sized tasks, exact file paths, and complete code examples.
Use when preparing GitHub Dependabot pull requests by listing open PRs, verifying they are authored by app/dependabot, enabling auto-merge, and approving them without merging manually.
Fix GitHub issues or PR review feedback in snarkVM using TDD workflow. WHEN: User says "fix issue", "fix #123", "fix pr", "fix PR feedback", "address review comments", "resolve review threads", or wants to fix a bug/feature request from GitHub issues or address reviewer requests. WHEN NOT: Doing security review (use snarkvm-review), fetching context only (use snarkvm-github), or working on non-snarkVM code.
Fetch GitHub context (PR or issue) into workspace for snarkVM development. WHEN: User says "fetch pr", "fetch issue", "get PR context", "load issue", mentions PR/issue numbers like "#123" or "PR 456", or needs GitHub context before reviewing/fixing. WHEN NOT: User already has fresh context loaded, or is asking about non-snarkVM repositories.
Kubernetes troubleshooting toolkit - search pods by labels and execute diagnostic commands inside containers. Use when user reports service errors, exceptions, crashes, timeouts, or needs to check logs, processes, network, or resource usage in K8s pods.
Create a git commit following repository conventions