Essential command-line tools and system utilities.
Install, update, list, and remove Claude Code and OpenCode skills. Supports GitHub repositories (user/repo), GitHub subdirectory URLs, and .skill zip files. Can set up interoperability between Claude Code and OpenCode via symlinks. Use when user wants to install, add, download, update, sync, list, remove, uninstall, delete skills, or share skills between Claude Code and OpenCode.
OpenCode + OhMyOpenCode configuration reference - agents, tools, MCP, skills, commands, hooks, permissions, providers, and Sisyphus orchestration patterns
Copilot agent that assists with machine learning model development, training, evaluation, deployment, and MLOps Trigger terms: machine learning, ML, AI, model training, MLOps, model deployment, feature engineering, model evaluation, neural network, deep learning Use when: User requests involve ai ml engineer tasks.
Create optimized prompts for Claude-to-Claude pipelines with research, planning, and execution stages. Use when building prompts that produce outputs for other prompts to consume, or when running multi-stage workflows (research -> plan -> implement).
Generate AI-friendly Python CLIs using Click, Pydantic, and uv. Use when user wants to create a new CLI tool that follows best practices for agentic coding environments.
Use this whenever a user wants to add a new feature or explitly states to research a feature/API or building a plan for a new feature. It iterviews the user for feature details (if not provided), research the best API/service for their needs, confirm choice, then gather all implementation notes for their request and save them as a .claude/plans file.
Create and maintain reusable skills for multiple agent platforms (OpenCode, Claude, Antigravity, Copilot). Use when defining or updating SKILL.md files that extend agent capabilities with workflows, tool integrations, or domain expertise.
Advanced persistent context management system for web development work that never loses context between Claude Desktop sessions. Automatically tracks, saves, and restores all work context, session history, decisions, and progress across multiple sessions and projects.
Google File Search API templates, configuration patterns, and usage examples for managed RAG with Gemini. Use when building File Search integrations, implementing RAG with Google AI, chunking documents, configuring grounding citations, or when user mentions Google File Search, Gemini RAG, document indexing, or semantic search.
ENFORCEMENT tool that detects when Skills automation is duplicated in agent definitions, lessons learned, or process docs. Prevents "single source of truth nightmare" by finding bash commands, step-by-step procedures, or process descriptions that replicate Skills. BLOCKING AUTHORITY - workflow cannot complete with violations.
Create and manage .task files using AI Framework conventions
Designing Slash Commands for Claude Code. Create and optimize slash commands with proper argument parsing, tool permissions, and agent orchestration. Use when building workflow entry points, automation commands, or user-facing shortcuts.
Develop and optimize AI prompt strategies for code generation. Use when creating new AI model strategies, optimizing prompts for Claude/GPT/Gemini/DeepSeek/Grok, or improving prompt quality. Includes model-specific optimization techniques.
Memory layer integration patterns for FastAPI with Mem0 including client setup, memory service patterns, user tracking, conversation persistence, and background task integration. Use when implementing AI memory, adding Mem0 to FastAPI, building chat with memory, or when user mentions Mem0, conversation history, user context, or memory layer.
Backend Developer Agent. 코드 개발, 디버깅, 기능 구현을 담당합니다. 개발, 코딩, 디버그(debug), 버그 수정, 기능 구현 관련 요청 시 사용됩니다.
Modern Python development with Python 3.12+, Django, FastAPI, async patterns, and production best practices. Use for Python projects, APIs, data processing, or automation scripts.
Master integration of Vercel AI Gateway + AI SDK v6 for production AI applications. Use when (1) Building multi-model AI apps with unified routing (2) Creating autonomous agents with ToolLoopAgent (3) Implementing streaming, structured output, or tool calling (4) Setting up provider fallbacks and routing (5) Adding observability, cost tracking, ZDR compliance (6) Integrating MCP servers or web search (7) Building human-in-the-loop approval flows. Covers January 2026 patterns including Output.object(), elementStream, provider metadata, and agent architectures.
Pulumi Neo AI-powered infrastructure automation agent. Use when working with Pulumi Neo for conversational infrastructure management, creating Neo tasks, monitoring task progress, infrastructure analysis, maintenance operations, or automating multi-step cloud workflows through natural language.
Comprehensive Claude Code telemetry via 10 hooks capturing sessions, conversations, tools, subagents, context, permissions, and repository analytics. Use when analyzing detailed usage patterns beyond default OTEL.
Generate comprehensive agents.md files for Builder.io Fusion projects. Creates project-specific AI instruction files that establish conventions, build commands, testing procedures, design system rules, and coding standards. Use when setting up a new project, onboarding a repository to AI-assisted development, or improving AI code generation quality.
Expert assistant for creating and maintaining Supabase Edge Functions for the KR92 Bible Voice project. Use when (1) creating new Edge Functions, (2) setting up CORS and error handling, (3) integrating shared modules from _shared/, (4) adding JWT validation, (5) configuring environment variables, (6) auditing or updating dependency versions across functions. Triggers include "edge function", "create function", "serverless", "deno function", "update edge imports", "version drift".
AI-powered enterprise refactoring with Context7 integration, automated code transformation, Rope pattern intelligence, and technical debt quantification across 25+ programming languages
