Technical reference for using IDA Swarm MCP tools. Covers system constraints, architecture, TRUE CONTEXT principle, result interpretation, and debugging.
Orchestrate skill library management across the full lifecycle. Use when the user wants to create a new skill, audit the library, build a domain from scratch, run diagnostics,…
Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instanc — from…
Get Gemini CLI's opinion on code, architecture, or implementation. Use when you want a second AI perspective during coding sessions.
Orchestrator-first workflow for building and shipping changes via KB Orchestrator (orchestrator/): setup target repo/workdir, run validation jobs with artifacts + safety, then run…
Expert assistant for Keboola data platform. Builds working data pipelines, not just advice. Use for: data extraction, transformation, validation, orchestration, dashboard creation.
Orchestrate genai-graph Knowledge Graph pipelines with the genai-tk workflow engine — kg_create_step/kg_build_step/docgraph_build_step, force stages…
Comprehensive reference for the LangChain ecosystem including LangChain, LangGraph, and Deep Agents for Python 3.10+.
A verified skill for LangGraph.js, the graph-based orchestration framework from LangChain. It focuses on controllable agents, persistence, streaming, and deployment entry points.
Multi-agent architectures with LangGraph. Use when building systems with multiple collaborating agents, implementing supervisor or swarm patterns, creating hierarchical agent…
Design and build AI agents with LangGraph. Use when building ReAct agents, multi-agent systems, workflow orchestration, human-in-the-loop patterns, or state machine workflows.
Implicit feedback scoring, confidence decay, and anti-pattern detection. Use when understanding how the swarm plugin learns from outcomes, implementing learning loops, or…
Run Python code in lesson context with proper uv and venv handling for agent-spike project. Activate when user wants to run tests, demos, or CLI commands for lessons in lessons/…
Issue lifecycle management with Linear: create, update, transition, relate, comment, and organize issues through the SDK and GraphQL API.
LobeHub is an open-source multi-agent chat platform supporting 50+ LLM providers, MCP plugin marketplace, knowledge base management, and multi-agent collaboration.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing…
Readable functional patterns — orchestrators, pure functions, named abstractions
Use when a Python-based metabolomics analysis package has been relocated to a new GitHub organization (e.g., metabolomics-cloud) and you need to confirm that the migration…
Configure environment variables and project settings using mise [env] as the single source of truth. Use whenever the user needs to set up mise.toml, centralize environment…
Unified CI watch + auto-fix loop skill. Polls gh pr checks after /moai sync PR creation, classifies required vs auxiliary failures, attempts safe automated patches (max 3…
Domain-Driven Development workflow specialist using ANALYZE-PRESERVE-IMPROVE cycle for behavior-preserving code transformation.
Test-Driven Development workflow specialist using RED-GREEN-REFACTOR cycle for test-first software development.
Sequential Thinking MCP for structured step-by-step analysis via --deepthink flag. Separate from UltraThink which is Claude's native extended reasoning mode.
Quality engineering procedures for Myco's npm workspace: build orchestration (make vs npm), cross-platform artifact validation, workspace dependency management, release workflow…
Run a JavaScript/TypeScript monorepo with workspaces, task orchestration, and internal package versioning that scales.
Orchestrates Multi-Page Application (MPA) architecture within a single repository, integrating with relevant skills / Mengorkestrasi arsitektur Multi-Page Application (MPA) dalam…
Production-tested blueprint for building 5-10 agent teams in OpenClaw with cross-agent routing, Telegram integration, and role-based architecture
Bootstrap and migrate an OpenClaw workspace from single-agent to beginner-friendly multi-agent mode with visible routing.
Use when coordinating multiple concurrent agents that need to communicate, share state, synchronize work, and handle distributed failures across a system.
Multi-agent debate / Society of Mind — N agents × R rounds converge on consensus. Du et al. 2023 beats zero-shot CoT on MMLU/GSM8K/MATH.
Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents…
Advanced multi-agent patterns — capability registry, durable state (Redis/DynamoDB), task decomposition, testing multi-agent systems, pattern quick-selection guide, failure…
Multi-agent system prompt design and orchestration patterns. 多代理系統提示設計與編排模式。 Use when: building orchestrator-worker architectures, designing worker agent prompts, coordinating…
A complete 10-agent team architecture with roles, model routing, cron templates, meeting system, and phased deployment guide.
Coordinate development workflows across multiple Git repositories with synchronized branching, batch commits, cross-repo operations, and monorepo-like workflows for microservices…
PM2 process management, backend/frontend cascade execution, parallel worktree builds, and cross-service integration testing.
A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems.
Strategic automation architecture advisor. Use when users want to plan automation solutions, evaluate their tech stack (Shopify, Zoho, HubSpot, etc.), decide between n8n vs…
Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow…
Use when building autonomous agent systems in TypeScript/Node.js — triaging a list (GitHub issues, files, URLs) and dispatching parallel workers per item, running each worker…
OpenAI Agents SDK for JavaScript/TypeScript (text + voice agents). Use for multi-agent workflows, tools, guardrails, or encountering Zod errors, MCP failures, infinite loops, tool…
Design O-Agent systems for multi-agent fleet management. Use when building orchestrator agents, designing multi-agent architectures, or creating unified interfaces for agent fleet…
wipnote orchestration patterns for AI-assisted development. Use when working on code in an wipnote project — provides delegation patterns, model selection, quality gates, and work…
Coordinate large, long-running, parallel, architecture-sequenced, or isolated-worktree tasks with a cost-conscious orchestrator/executor model.
Execute an Output SDK workflow synchronously and wait for the result. Use when running a workflow and needing immediate results, testing workflow execution, or getting the output…
List Output SDK workflow execution history. Use when finding failed runs, reviewing past executions, identifying workflow IDs for debugging, filtering runs by workflow type, or…
Analyze Output SDK workflow execution traces. Use when debugging a specific workflow, examining step failures, analyzing input/output data, understanding execution flow, or when…
Build Palantir Foundry data pipelines using Python transforms. Use when creating ETL pipelines, writing @transform decorators, or building dataset-to-dataset processing in…
Audit and rewrite CI/CD workflow references so agents can pin mutable actions, containers, and images to immutable versions before changes land.
Workflow-Engine API used by FlowDesigner-generated Use-Case orchestrators — six routing statuses (`ON_SUCCESS` / `ON_FAIL` / `ON_TIMEOUT` / `ON_SKIP` / `ON_CANCEL` / `ON_EVENT`),…
Resilient PowerPoint generation with shell_agent primary path and python-pptx fallback
Robust PowerPoint generation with shell_agent primary and python-pptx fallback, including directory verification and error debugging
Robust PowerPoint generation with shell_agent primary approach and python-pptx fallback, including working directory verification and inline error debugging
Dev server lifecycle + reverse proxy mgmt — not bash npm/yarn/pnpm/vite/next dev, dotnet watch, go run, cargo run, lsof, fuser, kill, pkill, tail -f.
Use as the lead skill for any non-trivial request. It drives the full request→approval pipeline (classify, audit, requirements, applications, stack, architecture, phases, tasks)…
Routing, dispatch, and orchestration in QECTOR (manual chapter 11). Covers the structural validity predicate (max qubit degree), the recommend_decoder policy, Theorem 14…
Route a quality/testing/evaluation task to the right skill among 12 specialists — eval-driven development, head-to-head agent benchmarking, TDD, the verification gate, E2E (web +…
Multi-Agent AI Quant System with multi-coin prediction, strategy templates, and automated backtesting
QuickNode core workflow a — blockchain RPC and Web3 infrastructure integration. Use when working with QuickNode for blockchain development.
Work with NFT and token APIs via QuickNode: metadata, balances, transfer history. Use when building NFT or token features, checking balances, or tracking transfers.