optimizing-context
Provides unified interface for all context engineering patterns. Use when optimizing AI agent context: compression, degradation detection, KV-cache optimization, or session management.
Find the perfect capability for your agent.
Provides unified interface for all context engineering patterns. Use when optimizing AI agent context: compression, degradation detection, KV-cache optimization, or session management.
Run headless AI CLIs (Claude Code, Gemini, OpenAI Codex, Cursor Agent, GitHub Copilot) to rate an assistant response against a rubric and return actionable feedback plus a rewritten improved response; use for response quality audits, prompt/docs reviews, and "have another AI critique this answer" workflows.
AI agent follows implementation plans systematically with progress tracking, quality gates, and blocker resolution. Use when implementing features, following plans, or executing tasks.
This skill should be used when working with DSPy.rb, a Ruby framework for building type-safe, composable LLM applications. Use this when implementing predictable AI features, creating LLM signatures and modules, configuring language model providers (OpenAI, Google Gemini, Ollama), building agent systems with tools, optimizing prompts, or testing LLM-powered functionality in Ruby applications.
Guide for creating Agent SOPs (Standard Operating Procedures). Use this skill when the user wants to create a new SOP workflow for AI agents, write an agent procedure, or needs help with SOP format and best practices. Triggers on requests like "create an SOP", "new agent workflow", "help me write an SOP", "create a procedure for agents", or "SOP template".
Beginner workflow for OpenAI Agent Builder (visual workflow builder). Use when the user wants to build agent workflows in the OpenAI platform UI and deploy via ChatKit or SDK.
Best practices for writing Claude Code skills, CLAUDE.md files, and prompts optimized for Opus 4.5. Use when creating or reviewing skills, writing agent instructions, or optimizing prompts for Claude 4.x models.
Vision-Language-Action model integration patterns for cognitive robotics with ROS 2.
Guide for multi-platform skill compatibility across Claude Code, Codex, Gemini CLI, Cursor, GitHub Copilot, and other AI coding agents.
Creates optimized prompts for Claude-to-Claude pipelines with research, planning, and execution stages. Use when building prompts that produce structured outputs for other prompts to consume, or when running multi-stage workflows. Do not use for simple prompts, single-step tasks, or basic conversational AI.
This is an example skill demonstrating the correct SKILL.md format. Use this as a reference when users want to learn how to create skills. Contains all required and recommended sections.
Creates, improves, and validates Claude Code artifacts (skills, agents, commands, hooks). Use when creating domain expertise skills, specialized task agents, user-invoked commands, extending Claude Code capabilities, improving existing artifacts, reviewing artifact quality, analyzing code for automation opportunities, or consolidating duplicate artifacts.
Delegate complex, multi-step codebase exploration to local Ollama models. Best for analysis, review, and understanding tasks that require reasoning across multiple files.
Monitor and analyze narrative API logs from Google Cloud Run. Use when (1) Investigating Cloud Run API errors or failures, (2) Analyzing API usage costs and optimizing spend, (3) Measuring scenario generation performance (duration, citations), (4) Reviewing custom scenario generation requests, (5) Understanding user/IP access patterns, (6) Debugging production issues. DO NOT use for local Docker debugging (use docker logs), real-time monitoring (Cloud Logging has 1-2min delay), or Vite dev server logs (use browser console).
Helps execute Frank's daily workflow using the FRANKX-SUPERINTELLIGENT-AGENT-SYSTEM, Starlight Intelligence, and productivity methodologies for conscious creation
AI/ML APIs, LLM integration, and intelligent application patterns
Use when starting any conversation - establishes mandatory workflows for finding and using skills, including using Skill tool before announcing usage, following brainstorming before coding, and creating TodoWrite todos for checklists
Probability-based text analysis providing GLTR token rank histograms, DetectGPT curvature probes, and Coh-Metrix-inspired cohesion metrics. Designed to compose with ai-check for comprehensive AI writing pattern detection.
ROS 2 node templates and message types for robotics development. Use when creating ROS 2 nodes, understanding message types, or writing publisher/subscriber patterns.
Migration guides - from other AI tools, version upgrades, config migration. Use when switching from Cursor, Copilot, or Cody, upgrading Claude Code versions, or migrating configurations and customizations.