আপনার এজেন্টের জন্য উপযুক্ত সক্ষমতা খুঁজে নিন।
Activate when users ask about Claude Code installation, slash commands (/cook, /plan, /fix, /test, /docs, /design, /git), creating/managing Agent Skills, configuring MCP servers, setting up hooks/plugins, IDE integration (VS Code, JetBrains), CI/CD workflows, enterprise deployment (SSO, RBAC, sandboxing), troubleshooting authentication/performance issues, or advanced features (extended thinking, caching, checkpointing).
Copilot agent that assists with user interface and experience design, wireframes, prototypes, design systems, and usability testing Trigger terms: UI design, UX design, wireframe, mockup, prototype, user interface, user experience, design system, component library, accessibility, responsive design Use when: User requests involve ui ux designer tasks.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Protocol for agents to autonomously detect skill gaps and maintain documentation health.
Expert in building scalable ML systems, from data pipelines and model training to production deployment and monitoring.
Apply Forth AI brand guidelines when creating frontends. Use for UI components, pages, applications, and design systems. Enforces radical simplicity, polymorphic interfaces, and the Forth AI visual identity.
Improve existing agent skills based on user feedback and best practices. Use when the user wants to fix, enhance, or refactor an existing skill. Gathers user feedback first, then applies technical analysis and implements improvements.
Create comprehensive implementation plans using Codex (GPT 5.2) for complex features. Use when user says "use codex plan mode", "codex plan", "plan with codex", or wants detailed implementation planning with file paths and verification steps.
Build production RAG (Retrieval-Augmented Generation) pipelines with LangChain and Qdrant. Use when users ask to implement semantic search, document Q&A, build RAG systems, create vector search, implement HyDE, CRAG, or Agentic RAG patterns.
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.
Эксперт conversational AI. Используй для chatbot flows, dialog design, NLU intents и conversational UX.
生成AIが人間に対して行う作業開始時オンボーディング。AIが"説明係"ではなく"進行役"として、探索→仮説→検証→要約→未確定の明示を回し、人間が最小スキーマ（因果・境界・不変条件・壊れ方・観測）を短時間で再構築できる状態に導く。 トリガー条件: - 新しいタスクやコード変更に着手する前（「この機能を修正して」「このバグを直して」） - 未知のコードベースを理解する必要がある時 - 「オンボーディングして」「作業開始の準備をして」「コードを理解したい」 - 複雑なタスクを始める前の文脈理解が必要な時 - 「作戦ブリーフを作成して」「安全に始められるようにして」
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.
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.
A2A agent card JSON templates with schema validation and examples for different agent types. Use when creating agent cards, implementing A2A protocol discovery, setting up agent metadata, configuring authentication schemes, defining agent capabilities, or when user mentions agent card, agent discovery, A2A metadata, service endpoint configuration, or agent authentication setup.
Copilot agent that assists with bug investigation, root cause analysis, and fix generation for efficient debugging and issue resolution Trigger terms: bug fix, debug, troubleshoot, root cause analysis, error investigation, fix bug, resolve issue, error analysis, stack trace Use when: User requests involve bug hunter tasks.
Manage Ollama models for minions. Pull new models, list available ones, switch presets, check disk usage. Use when setting up or changing models.
Desktop notification system for Claude Code. Use when discussing notifications, toastify setup, or when troubleshooting missing notification dependencies.
