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MCP 서버를 통한 라우터, 평가자, 핸드오프 워크플로우 구성

라우터, 평가자-최적화기, 오케스트레이터와 같은 구성 가능한 패턴을 통해 LLM을 MCP 서버에 연결하고, 서버 생명주기를 수동으로 관리할 필요가 없습니다.

MCP 서버를 통한 라우터, 평가자, 핸드오프 워크플로우 구성란 무엇인가요?

이 스킬은 `mcp-agent` 라이브러리를 사용하여 MCP(Model Context Protocol) 서버 위에서 라우터, 평가자-최적화기, 오케스트레이터 흐름과 같은 구성 가능한 워크플로우 패턴을 구현하는 방법을 설명합니다. Python 기반으로 동작하며, OpenAI API와 같은 LLM 백엔드와 호환됩니다. 주요 목표는 여러 MCP 서버의 생명주기를 수동으로 관리하는 복잡성을 추상화하고, LLM이 이러한 서버를 지능적으로 라우팅하고 평가하며 조정할 수 있도록 하는 것입니다. Temporal을 선택적으로 통합하여 장기 실행 워크플로우에 대한 내구성을 제공할 수도 있습니다. 이 스킬은 Claude Code, Cursor, Codex와 같은 에이전트 기반 개발 도구에서 AI가 MCP 생태계를 활용해야 하는 시나리오에 적합합니다.

지원 대상~Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/compose-router-evaluator-and-handoff-workflows-over-mcp-servers-with-mcp-agent
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문서

MCP 서버를 통한 라우터, 평가자, 핸드오프 워크플로우 구성 (mcp-agent 사용)

라우터, 평가자-최적화기, 오케스트레이터와 같은 구성 가능한 패턴을 통해 LLM을 MCP 서버에 연결하고, 서버 생명주기를 수동으로 관리할 필요가 없습니다.

사전 요구 사항

Python 런타임, MCP 서버, LLM API 키, 내구성 있는 워크플로우를 위한 선택적 Temporal

설치

환경에 맞는 업스트림 설치 또는 설정 경로를 사용하세요:

  • uv init
  • uv add "mcp-agent[openai]"
  • uv run main.py
  • uv add "mcp-agent"

업스트림의 요구 사항 및 주의 사항:

  • python
  • Python 프로젝트를 관리하려면 uv 사용을 권장합니다 (uv init).

기본 사용법 또는 시작 방법:

문서

출처

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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