korea-data-mcp
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@korea-data-mcpWhat holidays are there in South Korea in 2026?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Korea Data Suite
English | 한국어
Clean, developer-friendly REST APIs for Korean public data. Korean government open data is powerful but hard to consume — Korean-only docs, XML responses, legacy auth. This suite normalizes it into simple JSON APIs.
▶ Try it on RapidAPI — free tier, no setup. Hosted and auto-updated; same code as this repo. For AI agents, it's on the MCP Registry — uvx korea-data-mcp.
APIs
API | Status | Description |
Holidays & Business Days | ✅ v1 | Korean public holidays (incl. substitute & temporary holidays) and business-day calculations |
Real Estate Transactions | ✅ v1 | Normalized MOLIT real transaction prices (apartment/officetel/land, sale & rent) — nationwide (261 sigungu) |
Address Toolkit | 🚧 planned | Road/lot address conversion, romanization |
Business Registration | 🚧 planned | BRN validation & enrichment |
Related MCP server: korean-agriculture-mcp
Get started
Hosted (recommended) — a maintained instance with a free tier and no setup:
→ Subscribe on RapidAPI, grab your key, and call any endpoint. RapidAPI injects the key for you — copy a ready-made snippet from its Code Snippets panel.
RapidAPI (hosted) | Self-host | |
Setup | API key in seconds | data.go.kr key + server + cron |
Data refresh | automatic (we run the sync) | you manage the scheduler |
Cost | free tier, then paid | free (your own infra) |
Both run the exact same code (this repo). Pick RapidAPI if you'd rather not operate data pipelines; self-host if you want full control.
Self-host
uv sync
uv run uvicorn app.main:app --port 8642
curl "http://127.0.0.1:8642/v1/health"Holidays & Business Days API
# All holidays in a year (or a month)
curl "http://127.0.0.1:8642/v1/holidays?year=2026" -H "X-API-Key: <key>"
# Is a given date a holiday / business day?
curl "http://127.0.0.1:8642/v1/holidays/check?date=2026-03-02" -H "X-API-Key: <key>"
# Add N business days (skips weekends & holidays)
curl "http://127.0.0.1:8642/v1/business-days/add?date=2026-12-31&days=1" -H "X-API-Key: <key>"
# Count business days in a range (inclusive)
curl "http://127.0.0.1:8642/v1/business-days/count?start=2026-09-21&end=2026-09-27" -H "X-API-Key: <key>"Covers official public holidays, substitute holidays (대체공휴일), temporary holidays (임시공휴일), and election days — the cases most global holiday APIs get wrong for Korea.
Real Estate Transactions API
Normalized MOLIT (Ministry of Land) real transaction prices — apartment, officetel, and land; sale, jeonse, and monthly-rent — as clean English JSON with cursor pagination.
# Real transaction prices (apartment sales in Gangnam-gu)
curl "http://127.0.0.1:8642/v1/realestate/transactions?region=11680&property_type=apartment&trade_type=sale" -H "X-API-Key: <key>"
# Filter by date range + paginate with the returned cursor
curl "http://127.0.0.1:8642/v1/realestate/transactions?region=11680&date_from=2026-01-01&limit=50&cursor=<next_cursor>" -H "X-API-Key: <key>"
# Region codes (LAWD 5-digit)
curl "http://127.0.0.1:8642/v1/realestate/regions" -H "X-API-Key: <key>"Daily sync ingests the current + previous month; use the backfill CLI for history:
uv run python scripts/backfill.py --from 2025-01 --to 2025-12 --regions 11680,11650Configuration
Environment variables (prefix KDS_, .env supported):
Variable | Default | Description |
|
| Skip API-key auth (local dev) |
| — | Comma-separated accepted API keys |
| — | Comma-separated marketplace proxy secrets |
|
| SQLite path |
| — | data.go.kr service key (optional; enables holiday + real-estate sync) |
|
| Holiday (weekly) + real-estate (daily) sync scheduler |
| all 261 nationwide sigungu | Comma LAWD codes to sync (subset override) |
| all | Comma dataset keys (apt_trade, apt_rent, offi_trade, offi_rent, land_trade) |
Data sources & attribution
Holiday data: KASI Special Day Information (한국천문연구원 특일정보), via Korea Public Data Portal (data.go.kr) — KOGL Type 1. Ships with bundled seed data (2025–2027); refreshed weekly when a service key is configured.
Real transaction data: MOLIT 실거래가 공개시스템 (국토교통부), via Korea Public Data Portal (data.go.kr) — KOGL Type 1.
Run as a daemon (macOS)
# Install & start (auto-restart on crash, start at login)
./scripts/install-daemon.sh
# With Cloudflare Tunnel (after one-time `cloudflared tunnel login/create`)
./scripts/install-daemon.sh --with-tunnel
# Logs
tail -f ~/Library/Logs/kds/api.out.log
# Uninstall
launchctl bootout "gui/$(id -u)" ~/Library/LaunchAgents/com.choiyounggi.kds-api.plist
rm ~/Library/LaunchAgents/com.choiyounggi.kds-api.plistTo keep the machine awake for serving, disable system sleep
(sudo pmset -a sleep 0) or use a dedicated always-on machine.
See deploy/cloudflared.example.yml for exposing the API via Cloudflare Tunnel
without opening ports.
Handling concurrent traffic
The read path and the write path are separated so traffic scales independently:
SQLite in WAL mode (set once at init) +
busy_timeout— readers never block the daily writer and vice-versa, and multiple read workers can run concurrently.API process is read-only, multi-worker.
scripts/run.shruns uvicorn with--workers ${KDS_WORKERS:-2}andKDS_ENABLE_SCHEDULER=false. Each worker is a separate process (separate GIL); WAL lets them all read at once. RaiseKDS_WORKERSto scale reads with cores.The daily ingest runs as its own process (
com.choiyounggi.kds-sync, 04:00) viascripts/sync.py— never inside the API server, so a multi-thousand-row batch never competes with request handling for the GIL.Edge caching (optional): responses carry
Cache-Control: no-storefor security. The real-estate data is public and changes at most daily — if origin load grows, serve it with a shortCache-Control: public, max-age=...and let the CDN absorb reads.
Security checklist before exposing externally
The app is hardened at the code layer (API-key auth fail-closed, parameterized SQL, strict input validation, security headers on every response including 5xx, docs/schema off by default, sanitized errors). The following are edge/deploy responsibilities that must be in place before opening the tunnel:
Never set
KDS_DEV_MODE=truein production — it disables all auth. The app logs a warning at startup if it is on.Cloudflare rate limiting + WAF on the tunnel hostname — the app has no app-layer rate limit by design (edge responsibility).
HSTS + TLS are terminated at the Cloudflare edge; confirm HSTS is enabled there (the origin serves plain HTTP on
127.0.0.1only).Keep
KDS_ENABLE_DOCSunset (orfalse) in production; settrueonly to serve/docs/openapi.jsonat the origin.
SEO marketing site (programmatic)
A static, SEO-optimized marketing site is generated from the live DB by
scripts/gen_site.py. For every region that has real transaction data it emits a
Korean landing page (the query users actually type — "강남구 아파트 실거래가 API" — backed
by real MOLIT stats, a working curl example, and a signup CTA), plus a holidays
pillar page, a home page, sitemap.xml, and robots.txt.
Quality gate (important): a region is only published if it has at least
MIN_SALE_ROWS (30) apartment-sale rows. Regions without enough data are skipped —
this deliberately avoids thin/doorway pages, which search engines penalize.
# generate into site/dist (reads data/kds.db)
uv run python scripts/gen_site.py --out site/distConfig is env-driven so the same generator works for any domain (put these in
deploy/site.env, gitignored — copy deploy/site.env.example):
Env | Meaning |
| canonical/sitemap base, e.g. |
| origin shown in the on-page |
| signup call-to-action (RapidAPI / Zyla / Postman listing) |
| output dir the app serves (default |
Serving — the API app serves it
The FastAPI app serves site/dist at all non-API paths (app.mount("/")),
while /v1/* stays the JSON API. The two get different response headers: the API
keeps its locked-down default-src 'none' CSP + no-store; the site gets an
HTML-renderable CSP (script-src 'none', inline styles allowed) + public cache.
Files are read from disk per request, so regenerating the site goes live with no
app restart — only a code change needs a restart.
The site is served on the same host as the API (api.korea-data.cloud) — the
API lives under /v1, the site everywhere else — so no new tunnel hostname or DNS
is needed. One-time on the serving host:
cp deploy/site.env.example deploy/site.env # KDS_SITE_URL == KDS_API_ORIGIN == https://api.korea-data.cloud
uv run python scripts/gen_site.py --out site/dist # generate once
# restart the API app so this integration (new code) takes effect — the site is
# then live at https://api.korea-data.cloud/ , /holidays/ , /realestate/... .Submit https://api.korea-data.cloud/sitemap.xml once in Google Search Console.
Want the site on a bare
korea-data.cloud/wwwlater? Add an ingress rule pointing that hostname at the samehttp://127.0.0.1:8642, route its DNS, and switchKDS_SITE_URLto it. Not required — the api host works for SEO today.
First run needs history: the daily sync only ingests the current month. To give pages real depth, backfill once —
uv run python scripts/backfill.py --from 2025-07 --to 2026-06 --regions <codes> --datasets apt_trade,apt_rent.
Automate (macOS daemon)
deploy/com.choiyounggi.kds-site.plist regenerates the site daily at 04:30 (right
after the 04:00 sync) via scripts/publish_site.sh. Because the app serves from
disk, the refreshed pages are live immediately — no restart, no external deploy:
cp deploy/com.choiyounggi.kds-site.plist ~/Library/LaunchAgents/
launchctl bootstrap "gui/$(id -u)" ~/Library/LaunchAgents/com.choiyounggi.kds-site.plist
tail -f ~/Library/Logs/kds/site.out.logUptime note: since the site is served by the local app (not a CDN), its SEO availability tracks the machine — keep it awake for serving (
pmset, as the API already requires). If always-on hosting is wanted later, the samesite/distcan be pushed to Cloudflare Pages instead.
MCP server (AI-agent access)
The API is also packaged as a standalone Model Context Protocol
server — packages/korea-data-mcp/ — so AI agents
(Claude Desktop/Code, Cursor, …) can discover and call the endpoints directly. It
is its own minimal package (deps: mcp, httpx) and is what gets published to
PyPI / listed in the MCP Registry.
Quick add (before PyPI, straight from this repo — users bring their own key):
claude mcp add korea-data-suite --env KDS_API_KEY=<key> \
-- uvx --from "git+https://github.com/choiyounggi/korea-data-suite#subdirectory=packages/korea-data-mcp" korea-data-mcpSee packages/korea-data-mcp/README.md
for tools, client config, and uvx korea-data-mcp (once on PyPI).
License
MIT © choiyounggi
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