Full context reload. Use after /clear, after compaction, or at session start. Loads conversation history, indexes docs, maps code, scans configs, checks git. Gets you immediately helpful.
PDF-RAG API reference. REQUIRED after any failed curl/jq to localhost:8000 (404, null, jq error). Also use when uncertain about endpoint path or response shape.
็ๆAIใไบบ้ใซๅฏพใใฆ่กใไฝๆฅญ้ๅงๆใชใณใใผใใฃใณใฐใAIใ"่ชฌๆไฟ"ใงใฏใชใ"้ฒ่กๅฝน"ใจใใฆใๆข็ดขโไปฎ่ชฌโๆค่จผโ่ฆ็ดโๆช็ขบๅฎใฎๆ็คบใๅใใไบบ้ใๆๅฐในใญใผใ๏ผๅ ๆใปๅข็ใปไธๅคๆกไปถใปๅฃใๆนใป่ฆณๆธฌ๏ผใ็ญๆ้ใงๅๆง็ฏใงใใ็ถๆ ใซๅฐใใ ใใชใฌใผๆกไปถ: - ๆฐใใใฟในใฏใใณใผใๅคๆดใซ็ๆใใๅ๏ผใใใฎๆฉ่ฝใไฟฎๆญฃใใฆใใใใฎใใฐใ็ดใใฆใ๏ผ - ๆช็ฅใฎใณใผใใใผในใ็่งฃใใๅฟ ่ฆใใใๆ - ใใชใณใใผใใฃใณใฐใใฆใใไฝๆฅญ้ๅงใฎๆบๅใใใฆใใใณใผใใ็่งฃใใใใ - ่ค้ใชใฟในใฏใๅงใใๅใฎๆ่็่งฃใๅฟ ่ฆใชๆ - ใไฝๆฆใใชใผใใไฝๆใใฆใใๅฎๅ จใซๅงใใใใใใใซใใฆใ
Search and retrieve context from previous Ralph iteration transcripts. Use when you need detailed context about what happened in a previous iteration beyond what's in progress.txt. Triggers on: read transcript, previous iteration, what happened in, search transcripts.
๋น์ ํ ๋งํฌ๋ค์ด ์์ฑ์ markdown-writer-agent์ ์์
Use when coordinating multiple AI agents for parallel work. Triggers: "multi-agent", "parallel agents", "agent coordination", "QuantumDAG", "conflict-free". NOT for: Single-agent operations or basic jj commands.
Complete RAG (Retrieval-Augmented Generation) pipeline implementation with document ingestion, vector storage, semantic search, and response generation. Supports FastAPI backends with OpenAI and Qdrant. LangChain-free architecture.
Manage Ollama models for minions. Pull new models, list available ones, switch presets, check disk usage. Use when setting up or changing models.
ๅฎ่ฃ ้ๅงๆใฎใณใณใใญในใใปใใใขใใใ้ข้ฃใใฌใใธใๆค็ดขใใๅน็็ใชๅฎ่ฃ ้ๅงใๆฏๆดใๆฐ่ฆๅฎ่ฃ ใฟในใฏ้ๅงๆใซ่ชๅใใชใฌใผใพใใฏๆ็คบ็ใซๅผใณๅบใๅฏ่ฝใ
This skill should be used when the user wants to "validate a command", "review my command", "check command quality", "audit slash command", or needs evaluation of their Claude Code custom command against best practices.
Generate new Agent Skills following the open standard specification. Use this when asked to create a new skill, teach Copilot a new capability, or capture domain expertise as a reusable skill.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
End-of-session ritual. Reflect while context is rich, then seal. Triggers on /close, 'wrap up', 'let's finish', or context nearly full. Pairs with /open. (user)
Integrate Ralph with your project's existing CLAUDE.md files, skills, and agent preferences. Run after installing Ralph, or rerun anytime you add new skills/agents.
Build agentic systems using Claude CLI in headless mode or the Claude Agent SDK. Use when building automation pipelines, CI/CD integrations, multi-agent orchestration, or programmatic Claude interactions. Covers CLI flags (-p, --output-format), session management (--resume, --continue), Python SDK (claude-agent-sdk), custom tools, and agent loop patterns.
Evaluate and improve Claude Code commands, skills, and agents. Use when testing prompt effectiveness, validating context engineering choices, or measuring improvement quality.
.github/skills ้ ไธใฎ Agent Skills๏ผๅSKILL.md๏ผใใฌใใฅใผใใฆๆนๅๆๆกใๅบใใname/descriptionๅฆฅๅฝๆงใ็ฐกๆฝใใprogressive disclosureใไพใฎๆ็กใๅ็ งใฎๆทฑใใใใผใซๅถ้ใ500่กๅถ้ใชใฉใฎใในใใใฉใฏใใฃใน่ฆณ็นใงใใงใใฏใใใๆฐ่ฆไฝๆ/ๆนไฟฎๆใซไฝฟใใ
This skill should be used when the user asks to "setup conda environment", "configure Python environment", "activate conda automatically", "set conda environment for workspace", or mentions conda environment activation for Claude Code. Provides automatic conda environment configuration for workspaces.
"Senior SDK Master for @google/genai v1.35.0, expert in Controlled Outputs and Structured Intelligence.
Get Unity Search provider details via uloop CLI. Use when you need to: (1) Discover available search providers, (2) Understand search capabilities and filters, (3) Configure searches with specific provider options.
