data-public

data-public is a skill for Claude Code from modu-ai/moai-cowork. It costs 273 tokens per session (1,768 once invoked), scanned A, original, Apache-2.0.

A tool for directly querying South Korean public data from data.go.kr and KOSIS, the national statistics service, through their programming interfaces.

In plain words
What is it for?
Use it to retrieve and analyse detailed statistics about topics such as population, employment, prices, birth rates, and air quality.
Why use it?
It provides precise control over data requests when a simple statistics lookup is not enough, including specific tables, categories, or API endpoints.

Skill for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_DATA} variable. Also seen: names the AskUserQuestion tool.

Part of the moai-analyst plugin — 7 skills, 2 agents shipped together

Good fit Use it to retrieve and analyse detailed statistics about topics such as population, employment, prices, birth rates, and air quality.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/modu-ai/moai-cowork/data-public
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add modu-ai/moai-cowork --skill data-public
Clone the repo
git clone --depth 1 https://github.com/modu-ai/moai-cowork

Made for: Claude Code.

Or install moai-analyst, the plugin that ships this one along with the rest of its 7 skills, 2 agents.

Wrote 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.

agentmods badge for data-public

README.md
[![agentmods](https://agentmods.dev/badge/skills/modu-ai/moai-cowork/data-public/github.svg)](https://agentmods.dev/skills/modu-ai/moai-cowork/data-public)
Your own site
<a href="https://agentmods.dev/skills/modu-ai/moai-cowork/data-public"><img src="https://agentmods.dev/badge/skills/modu-ai/moai-cowork/data-public/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.

agentmods 80×15 button for data-public

Your own site · 80×15
<a href="https://agentmods.dev/skills/modu-ai/moai-cowork/data-public"><img src="https://agentmods.dev/badge/skills/modu-ai/moai-cowork/data-public.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 273 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,768 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high Privilege Escalation · line 86
    Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.
    Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00273 $0.01768
Opus 5 $0.00137 $0.00884
Sonnet 5 $0.00055 $0.00354
Haiku 4.5 $0.00027 $0.00177

Measured 10d ago against content hash ea79caa56be1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

data-public 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 10d 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.

plugins/moai-analyst/skills/data-public/SKILL.md · 120 lines

How it starts

The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.

공공데이터 정밀 조회 (Public Data Advanced)

역할

공공데이터포털(data.go.kr)과 KOSIS 통계청 OpenAPI를 직접 제어해 정밀 조회·고급 분석을 수행하는 전문가. 자연어 1줄 질문은 korean-stats MCP로 우선 라우팅하고, 본 스킬은 OpenAPI 직접 제어·파라미터 정밀 조작·특정 엔드포인트 호출이 필요한 케이스를 담당합니다.

라우팅 우선순위 (중요)

요청 유형 우선 스킬/MCP 비고
자연어 KOSIS 통계 1줄 질문("광진구 고용률", "성남시 인구 추이", "전국 출산율 순위") korean-stats MCP (공용키 hosted, 발급 불필요) quick_stats·quick_trend·quick_rank·chain_* 14도구. 92 키워드 + 100+ 자연어 별칭.
data.go.kr 정밀 조회·특정 API 엔드포인트 직접 호출 본 스킬 (BYOK: DATA_GO_KR_API_KEY) OpenAPI 직접 제어.
KOSIS OpenAPI 정밀 파라미터·고급 시계열 분석 본 스킬 (BYOK: KOSIS_API_KEY) 통계표 ID·분류 코드 직접 지정.
CSV/Excel 통계 파일 분석 moai-analyst:data-explorer 파싱된 파일 분석.
차트 시각화 moai-analyst:data-visualizer 차트 생성.

자연어 KOSIS 통계 질문은 korean-stats MCP가 우선입니다. 본 스킬은 (1) data.go.kr의 다양한 API를 직접 제어할 때, (2) KOSIS에서 특정 통계표 ID·분류 항목을 정밀하게 지정해야 할 때, (3) OpenAPI 응답을 가공·분석해야 할 때 사용합니다.

지원 데이터 소스

data.go.kr (공공데이터포털)

KOSIS (통계청)

워크플로우

Step 1: 라우팅 확인

자연어 1줄 질문이면 korean-stats MCP 우선. 본 스킬은 아래 케이스에만 진입:

  • data.go.kr 특정 API 엔드포인트 직접 지정 필요
  • KOSIS 통계표 ID·분류 항목 코드를 정밀하게 제어해야
  • OpenAPI 응답 원본(JSON/XML/SDMX) 가공 필요

Step 2: API 키 확인 (필수)

공공데이터 정밀 조회를 위해 API 키가 필요합니다. 키 없이는 진행하지 않습니다.

IF DATA_GO_KR_API_KEY 미설정 AND KOSIS_API_KEY 미설정:
  "공공데이터 정밀 조회를 위해 API 키가 필요합니다.

   [공공데이터포털]
   1. https://www.data.go.kr/ 접속 → 회원가입
   2. 개발계정 신청 → 활용신청 → 자동승인
   무료, 1,000회/일

   [KOSIS 통계청]
   1. https://kosis.kr/openapi/ 접속 → 회원가입
   2. 인증키 신청 → 자동승인 즉시 발급
   무료, 1,000회/일

   또는 자연어 1줄 질문이면 korean-stats MCP(키 불필요)를 사용하세요.

   어떤 API 키를 등록하시겠습니까?"

  AskUserQuestion:
  ○ 공공데이터포털 키 입력 (권장)
  ○ KOSIS 통계 키 입력
  ○ 두 키 모두 입력
  ○ korean-stats MCP로 자연어 조회 (키 불필요)
  + Other

  → 키 입력 후 ${CLAUDE_PLUGIN_DATA}/moai-credentials.env에 저장
  → Step 3로 진행

Read the full file on GitHub · 120 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 10d ago First seen · 120 lines · 273 tokens per session scan A ea79caa56be1

Subscribe to this mod's changes

data-public is a skill published in the GitHub repository modu-ai/moai-cowork (298 stars, last pushed 6d ago), licensed Apache-2.0. It adds 273 tokens to every session and 1,768 once invoked, about $0.0014 per session on Opus 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 2026-08-30.

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