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2026년 사실상 표준이 된 MCP(Model Context Protocol) 서버를 직접 만드는 실전 가이드입니다. 사내 위키 검색 서버를 TypeScript와 Python으로 구현하고, 도구 설계 원칙, OAuth 2.1 인증, MCP Inspector 디버깅, 보안 고려사항까지 동작하는 코드와 함께 정리합니다.
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- Published on
2026년 IAM 지형은 passwordless의 기본값화, AI 에이전트라는 non-human identity의 폭증, 그리고 MCP의 OAuth 2.1 기반 인증 표준화로 요동치고 있습니다. on-behalf-of 위임 체인과 token exchange, Keycloak 26.6의 CIMD 실험 지원, W3C VC 2.0과 eIDAS 2.0까지 — 실무자가 지금 준비해야 할 것들을 정리합니다.- Published on
2026년 5월 기준, AI 에이전트 프레임워크 시장의 완전한 그림을 그린다. LangChain의 브랜드 피로감에도 불구한 점유율, LangGraph의 상태 그래프 패턴, LlamaIndex의 RAG 깊이, CrewAI/AutoGen 멀티 에이전트, PydanticAI의 타입 안전성, Mastra의 TypeScript 진영, DSPy의 프롬프트 프로그래밍, Instructor와 Outlines의 구조화 출력, MCP/A2A 표준, LangSmith/Phoenix/Langfuse 관측, Mem0/Zep 메모리, Guardrails/NeMo Guardrails까지 실제 API와 함께 비교한다.- Published on
2026년 현재, AI 에이전트 프레임워크는 10여 개의 진영으로 폭발했다. OpenAI Agents SDK·Anthropic Agent SDK 같은 모델 벤더 공식 SDK, LangGraph·AutoGen·CrewAI 같은 오케스트레이션 프레임워크, smolagents·Mastra·Pydantic AI 같은 미니멀 진영, 그리고 표준으로 떠오른 MCP와 A2A. 어떤 프레임워크가 어떤 문제를 풀고, 어떤 상황에서 무엇을 골라야 하는지를 한 번에 정리한다 — Andrew Ng의 4 패턴부터 한국·일본 기업의 실제 도입 사례까지.- Published on
2026년 현재 AI 코딩 도구가 모이는 표준 — CLAUDE.md, AGENTS.md, .cursorrules, .github/copilot-instructions.md, 그리고 Claude Code의 Skills·서브에이전트·hooks·MCP·permission 모드까지. 어떤 파일에 무엇을 넣고, 어떻게 계층화하고, 무엇을 피해야 하는지. 복사해서 쓸 수 있는 스니펫과 함께 정리합니다.- Published on
2025년은 AI가 '코드를 제안'하던 시대에서 'AI가 티켓을 책임지는' 시대로 넘어간 해다. GitHub Issue를 AI 에이전트에게 할당하면 브랜치 생성→구현→PR→CI 통과까지 자동으로 굴러간다. 성숙도 4단계 모델, 2025년 툴 지형도(Copilot Coding Agent·Claude Code·Devin·Jules·Codex), GitHub 연동 아키텍처의 원리, 단계별 세팅법, 티켓 기반 개발 케이스, 직접 만드는 티켓→PR 봇, 컨텍스트 엔지니어링, 리뷰·머지 게이트, 비용·보안·거버넌스, 그리고 실전 팁까지.- Published on
Anthropic이 2025년 가을에 처음 도입하고 12월에 오픈 표준화한 Agent Skills는 2026년 5월 현재 Claude Code의 표준 확장 방식이 되었다. 본질은 단순하다 — YAML 프론트매터 + 마크다운 지시 + 필요하면 스크립트/레퍼런스. 모델이 description을 읽고 스스로 invoke 여부를 결정한다. 이 글은 SKILL.md의 정확한 스펙(필드 전부), 디렉터리 레이아웃, 호출 모델, 패키징/배포, 그리고 release-notes-from-git-log Skill을 끝까지 만들어보는 핸즈온이다. MCP·subagent·plugin과의 결정 트리, 실제 개발자들이 만들고 있는 Skill 사례까지.- Published on
AI를 가장 레버리지 높게 배포하는 표면은 IDE가 아니라 Slack이다 — 팀 전체가, 일이 일어나는 곳에서 쓴다. 이 글은 따라 하는 핸즈온이다. Slack 앱을 만들고, Bolt SDK로 멘션에 응답하는 최소 봇을 띄우고, Claude·Gemini·OpenClaw 게이트웨이를 연동하고, 스레드 컨텍스트를 다루고, MCP로 봇에 GitHub·Jira·DB 같은 도구를 쥐여주고, 스트리밍 UX·프로덕션 운영·Prompt Injection 방어까지.- Published on
2024년 "에이전트의 해" 다음으로 온 2025년은 "에이전트가 제품이 된 해"다. ReAct와 Plan-Execute의 경계, Tool use 설계 원칙, LangGraph 상태 머신, 다중 에이전트 오케스트레이션, MCP와 에이전트의 관계, 그리고 실패 루프와 보안까지. 현업 관점으로 정리한 한 편.- Published on
Anthropic이 2024년 말 공개하고 2025년에 사실상 표준이 된 MCP. Resources·Tools·Prompts·Sampling 스펙과 전송 계층, OAuth 2.1 인증, 주요 서버(GitHub/Slack/Linear/Chrome/Playwright), 직접 서버 만들기, 보안 공격 벡터, 엔터프라이즈 운영까지. "LLM 시대의 USB-C"를 한 글로 해부합니다.- Published on
A practical comparison of AI gateway layers as of 2026-04-12, showing where Vercel AI Gateway, Cloudflare AI Gateway, and Amazon Bedrock AgentCore Gateway belong in the stack.- Published on
2025년 12월 22일 공개된 Vercel AI SDK 6와 AI Gateway를 바탕으로, 2026년 멀티 모델 아키텍처를 설계하는 방법과 fallback, provider routing, human approval, Next.js 도입 체크리스트를 실무 관점에서 정리한다.- Published on
A practical guide to Amazon Bedrock AgentCore for teams that need secure, production-ready agents, with clear coverage of Runtime, Memory, Gateway, observability, and rollout checks.- Published on
Azure AI Foundry Agent Service를 엔터프라이즈 관점에서 정리한 실전 가이드로, 왜 관리형 에이전트가 필요한지, 도구 카탈로그와 원격 MCP 서버를 어떻게 활용하는지, 그리고 tracing, evaluation, governance, private networking 기준으로 어떻게 배포를 판단할지 설명한다.- Published on
Claude Code의 터미널 우선 워크플로를 기준으로, 팀이 settings, memory, subagents, hooks를 어떻게 나눠 쓰고, GitHub 중심 background agent와는 어디가 다른지 실무 관점에서 정리합니다.- Published on
Cloudflare Agents와 Durable Objects를 AI 앱에 어떻게 연결하는지, 왜 상태와 장기 실행이 중요한지, stateless serverless와 무엇이 다른지, 그리고 실제 롤아웃 체크리스트까지 한 번에 정리한 2026년 실전 가이드입니다.- Published on
Cursor를 Background Agent, Memories, Bugbot, worktree 중심으로 실무에 정착시키는 방법을 정리한 실전 가이드입니다. 도입 판단, 팀 규칙, 롤아웃 전략까지 함께 다룹니다.- Published on
OpenAI 딥 리서치를 실무에 바로 적용할 수 있도록, 개념과 중요성부터 프롬프트 패턴, MCP 연동, 함정, 체크리스트까지 한 번에 정리한 2026년 실전 가이드입니다.- Published on
2026년 시점에서 Gemini CLI가 IDE 우선 도구와 어떻게 다른지, plan mode와 hooks, MCP, 스크립팅이 실제 개발 흐름에 어떤 의미를 갖는지, 그리고 팀에 안전하게 도입하는 방법을 정리한다.- Published on
GitHub Copilot 코딩 에이전트의 최신 Cloud Agent 흐름을 기준으로, 팀이 어디에 쓰고 어디에 쓰지 말아야 하는지, 어떤 가드레일이 필요한지, 그리고 Claude Code 같은 터미널 우선 에이전트와 어떻게 나눠 써야 하는지 정리합니다.- Published on
오픈소스 TypeScript 스택 안에서 에이전트, 메모리, 워크플로, 관측 가능성, 평가, 프로덕션 배포를 함께 다뤄야 하는 팀을 위한 Mastra 실전 가이드입니다.- Published on
Python 중심 에이전트 시스템, 모델 유연성, 내구성 있는 워크플로, 관측 가능성, 평가 체계가 필요한 팀을 위한 PydanticAI 실전 가이드입니다.- Published on
AI Agent 개발의 모든 것! Tool Calling(Function Calling) 원리, ReAct 패턴, Multi-Agent 아키텍처(CrewAI/AutoGen/LangGraph), MCP(Model Context Protocol), Agent 프레임워크 비교, Tool Calling 성능 최적화, 프로덕션 배포 전략.- Published on
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AI 하네스(Harness)는 AI 모델을 감싸서 제어하는 오케스트레이션 레이어입니다. System Prompt, Tools, Context, Skills, Hooks, Permissions, Memory의 7가지 구성 요소를 해부하고, Claude Agent SDK와 LangGraph로 직접 만드는 방법까지 — AI 엔지니어 필독 가이드.- Published on
MCP(Model Context Protocol)가 어떤 원리로 동작하는지 프로토콜 레벨에서 해부하고, Python FastMCP와 TypeScript SDK로 나만의 MCP 서버를 직접 만듭니다. Grafana, Mermaid, PPT, Slack, GitHub, DB 등 100+ MCP 서버 생태계를 카테고리별로 총정리.- Published on
Anthropic의 Claude Code — 터미널에서 코드베이스를 읽고, 파일을 편집하고, 명령어를 실행하는 에이전틱 코딩 도구. 서브에이전트 병렬 작업, 훅 자동화, Agent SDK로 커스텀 에이전트 구축, MCP 서버 연동까지 완전 가이드.- Published on
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NVIDIA GTC 2025 Blackwell Ultra 발표, Gemini 2.5 Pro 등장, MCP의 업계 표준화, DeepSeek-R1 오픈소스 충격, BTS 5년만의 완전체 컴백, JENNIE 솔로 앨범 밀리언셀러 등 2025년 3월 테크·AI·K-POP 핵심 트렌드를 한눈에 정리합니다.- Published on
Anthropic이 발표한 MCP(Model Context Protocol)는 AI 모델과 외부 도구를 연결하는 USB-C 같은 표준입니다. 직접 MCP 서버를 만들고 Claude Desktop에서 사용하는 방법까지 코드로 설명합니다.- Published on
Model Context Protocol을 실무에 도입할 때 필요한 서버 경계 설정, tool 설계, transport 선택, 인증, 토큰 예산 관리, 운영 체크리스트를 공식 문서 중심으로 정리합니다.- Published on
ReAct 프레임워크, Tool Use, 멀티에이전트 오케스트레이션, MCP(Model Context Protocol)부터 Computer-use 에이전트까지 2026년 Agentic AI 완전 가이드입니다.- Published on
Anthropic MCP 아키텍처, FastMCP Python SDK로 서버 구현, Resources/Tools/Prompts 원시 타입, Claude Desktop 통합, 에이전트 도구 표준화까지 MCP 완전 가이드입니다.- Published on
Clawdbot에서 OpenClaw로 진화한 오픈소스 자율형 AI Agent의 Gateway 아키텍처, Skills 생태계, 멀티채널 통합, 보안 이슈, 그리고 OpenAI 인수까지 기술적으로 심층 분석한다.