Clarify the outcome you want - a change in user behavior, not a feature shipped. Use at the start of any work to...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
Do the work. Pre-flight, build, detect drift, salvage if needed. Use when you have a clear aim and are ready to implement.
Map what we're optimizing and what constraints we treat as real. Use before jumping to solutions, when hitting...
Explore candidate solutions before committing. Use when you have a problem statement and need to evaluate approaches...
Project setup. Explore the codebase, ask about strategy and aims, write persistent context to AGENTS.md. Run when...
Create a pull request from the current branch following project conventions. Uses the branch name to find the Jira...
Look up Jira ticket details including summary, type, and description. Use this to fetch ticket context for branch...
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Rebase the current branch onto an updated main branch. Use when main has been updated and you need to incorporate...
Rebase after a parent PR has been merged to main. Use when your branch was stacked on another PR that has now been...
Rebase the current branch onto an updated parent PR branch. Use when you have stacked PRs and the parent branch has...
Reply to PR review comments after addressing them. Resolves conversations where changes were made. Uses polite tone...
Address PR review comments from reviewers (amazon-q-developer, copilot, humans). Use when the user wants to see and...
Create a new branch stacked on another PR. Use when you want to start work that depends on an existing PR that...
Initialize work on a Jira ticket. Creates a new branch with conventional commit prefix based on the ticket type. Use...
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Guide for creating effective skills for any AI agent (Claude, Trae, Gemini, OpenCode, Qwen, etc.). This skill should...
Convert documents to Markdown using markitdown. Use when you need to extract text and convert PDF, Word, PowerPoint,...
Skill for building LLM evaluation.
Skill for generating MLOps blueprints.
This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent...
This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command",...
This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate...
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use...