Borrowing it
Nothing to install: this file belongs to chals-go/kakaocloud-openapi-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/chals-go/kakaocloud-openapi-mcp/main/.claude/skills/mcp-development/SKILL.mdgit clone --depth 1 https://github.com/chals-go/kakaocloud-openapi-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/chals-go/kakaocloud-openapi-mcp/mcp-development)<a href="https://agentmods.dev/skills/chals-go/kakaocloud-openapi-mcp/mcp-development"><img src="https://agentmods.dev/badge/skills/chals-go/kakaocloud-openapi-mcp/mcp-development/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/chals-go/kakaocloud-openapi-mcp/mcp-development"><img src="https://agentmods.dev/badge/skills/chals-go/kakaocloud-openapi-mcp/mcp-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00041 | $0.00898 |
| Opus 5.5 | $0.00016 | $0.00359 |
| Sonnet 5.5 | $0.00008 | $0.00180 |
| Haiku 4.5 | $0.00004 | $0.00090 |
Grade A, and why
mcp-development scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 118 lines — stays where its author put it; the contents beside it link to each section on GitHub.
카카오클라우드 MCP 서버 개발
수집된 카카오클라우드 OpenAPI 스펙을 기반으로 MCP 서버를 설계하고 구현한다.
핵심 설계 원칙
이 MCP 서버의 목적은 API를 직접 호출하는 것이 아니라, AI 코딩 어시스턴트가 카카오클라우드 API를 사용하는 코드를 작성할 때 필요한 정보를 제공하는 것이다.
사용자가 "VM 만드는 파이썬 스크립트 만들어줘"라고 하면:
- AI가 MCP 도구를 호출하여 VM 생성 관련 API 정보를 받는다
- 받은 정보를 기반으로 올바른 API 호출 코드를 생성한다
기술 스택
- 런타임: Node.js (TypeScript) 또는 Python
- MCP SDK:
@modelcontextprotocol/sdk(TS) 또는mcp(Python) - 데이터 저장: 구조화된 JSON 파일 (별도 DB 불필요)
MCP Tool 설계
1. search_kakaocloud_api
키워드로 관련 API를 검색한다.
입력: { query: "VM 생성" }
출력: 관련 API 엔드포인트 목록 + 간단한 설명
2. get_api_detail
특정 API의 상세 스펙을 조회한다.
입력: { service: "virtual-machine", endpoint: "/instances", method: "POST" }
출력: 파라미터, 요청/응답 바디, 인증 방식, 예제 코드
3. get_service_overview
서비스 전체 개요와 엔드포인트 목록을 조회한다.
입력: { service: "virtual-machine" }
출력: 서비스 설명, 엔드포인트 목록, 관련 서비스
4. get_workflow
특정 작업의 전체 API 호출 흐름을 조회한다.
입력: { task: "VM 인스턴스 생성" }
출력: 순서대로 호출해야 할 API 목록 + 각 단계 설명
5. get_auth_guide
카카오클라우드 API 인증 방법을 안내한다.
입력: {}
출력: 인증 방식, 토큰 발급 API, 코드 예제
MCP Resource 설계
정적 참조 데이터를 Resource로 제공한다:
kakaocloud://services- 전체 서비스 목록kakaocloud://service/{name}- 서비스별 전체 API 스펙kakaocloud://auth- 인증 가이드
프로젝트 구조
kakaocloud-openapi-mcp/
src/
index.ts # MCP 서버 진입점
tools/
search.ts # search_kakaocloud_api 구현
detail.ts # get_api_detail 구현
overview.ts # get_service_overview 구현
workflow.ts # get_workflow 구현
auth.ts # get_auth_guide 구현
resources/
services.ts # Resource 핸들러
data/
services/ # 서비스별 API 스펙 JSON
workflows.json # 워크플로우 데이터
auth.json # 인증 정보
utils/
search.ts # 검색 유틸리티
package.json
tsconfig.json
README.md
구현 순서
- 프로젝트 초기화 (package.json, tsconfig.json)
- MCP 서버 기본 틀 구현 (index.ts)
- 데이터 파일 배치 (
_workspace/01_api_research/에서src/data/로) - Tool 구현 (search → detail → overview → workflow → auth 순)
- Resource 구현
- 검색 기능 구현 (키워드 매칭)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 118 lines · 41 tokens per session scan A f647aad76c1d
mcp-development is a skill published in the GitHub repository chals-go/kakaocloud-openapi-mcp (1 stars, last pushed 6mo ago), licensed MIT. It adds 41 tokens to every session and 898 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
mcp-development compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mcp-developmentchals-go/kakaocloud-openapi-mcp | Skill | 1 | 6mo ago | MIT | A | 41 | Claude Code |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| azure-mgmt-botservice-dotnetmicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 78 | Claude Code |
| fastapi-router-pymicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 46 | Claude Code |
| dev-runtimelangwatch/langwatch | Skill | 5.0k | yesterday | Apache-2.0 | A | 172 | Claude Code |
| api-designericrisco/rsc-harness | Skill | 503 | 2d ago | MIT | A | 105 | Claude Code, Codex |
| migrate-segw-to-raparc-mcp/arc-1 | Skill | 252 | yesterday | MIT | A | 106 | Claude Code |