Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Korean public data API gateway for discovering and calling data.go.kr APIs from MCP clients.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
DATA_GO_KR_API_KEY, PUBLICDATA_TIMEOUT_SECONDS, PUBLICDATA_MAX_RESPONSE_LENGTHWhich app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"publicdata-kr": {
"command": "dnx",
"args": [
"FieldCure.Mcp.PublicData.Kr",
"--yes"
],
"env": {
"DATA_GO_KR_API_KEY": "your-value",
"PUBLICDATA_TIMEOUT_SECONDS": "your-value",
"PUBLICDATA_MAX_RESPONSE_LENGTH": "your-value"
}
}
}
}Run this in your terminal
claude mcp add publicdata-kr --env DATA_GO_KR_API_KEY=your-value --env PUBLICDATA_TIMEOUT_SECONDS=your-value --env PUBLICDATA_MAX_RESPONSE_LENGTH=your-value -- dnx FieldCure.Mcp.PublicData.Kr --yesFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"publicdata-kr": {
"command": "dnx",
"args": [
"FieldCure.Mcp.PublicData.Kr",
"--yes"
],
"env": {
"DATA_GO_KR_API_KEY": "your-value",
"PUBLICDATA_TIMEOUT_SECONDS": "your-value",
"PUBLICDATA_MAX_RESPONSE_LENGTH": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"publicdata-kr": {
"type": "stdio",
"command": "dnx",
"args": [
"FieldCure.Mcp.PublicData.Kr",
"--yes"
],
"env": {
"DATA_GO_KR_API_KEY": "your-value",
"PUBLICDATA_TIMEOUT_SECONDS": "your-value",
"PUBLICDATA_MAX_RESPONSE_LENGTH": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account fieldcure, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.0.3) reached the registry 5 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need .NET on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Whisper
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
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Korean public data API gateway. A Model Context Protocol (MCP) server that lets any MCP client discover, inspect, and call 80,000+ APIs on data.go.kr — weather, real estate, business registration, air quality, transit, and more. Built with C# and the official MCP C# SDK.
401/403 or SERVICE_KEY_IS_NOT_REGISTERED the cached key is invalidated and a re-elicit is attempted (session cap: 2 re-elicits)response/header/body/items wrapper, returns clean JSONdotnet tool install -g FieldCure.Mcp.PublicData.Kr
After installation, the fieldcure-mcp-publicdata-kr command is available globally.
git clone https://github.com/fieldcure/fieldcure-mcp-publicdata.git
cd fieldcure-mcp-publicdata dotnet build
discover_api and describe_api depend on this API (discover_api, describe_api 도구가 이 API를 사용합니다)This server requires a data.go.kr API key (공공데이터포털 인증키). Key resolution is lazy (on first tool call) and follows the FieldCure MCP Credential ADR:
DATA_GO_KR_API_KEY (canonical) or PUBLICDATA_API_KEY (legacy alias)tools/list still works and tool calls return a structured error message asking the user to set the env var.--api-key is also accepted as a CLI arg but is intended for manual testing only, not as a supported configuration path.
Claude Code / Claude Desktop — add the key to your MCP config:
{
"mcpServers": { "publicdata-kr": { "command": "fieldcure-mcp-publicdata-kr", "env": { "DATA_GO_KR_API_KEY": " " } } } }
On Claude Code (≥ 2.1.76), if the env var is omitted the server prompts for the key via Elicitation on first use.
AssistStudio — the key is requested via Elicitation on first use and stored in Windows PasswordVault for subsequent launches; the host then injects it as an env var when starting the server.
Docker / CI — pass the key as a standard environment variable:
docker run -e DATA_GO_KR_API_KEY=<your-key> ...
If the server receives an HTTP 401/403 or a resultCode=22 / SERVICE_KEY_IS_NOT_REGISTERED_ERROR body from data.go.kr, it invalidates the cached key and re-requests via Elicitation (session cap: 2 re-elicits per ApiKeyResolver lifetime). After exhausting retries, the tool returns a soft-fail error message.
Note: On data.go.kr an HTTP 401 can mean either an invalid key *or* an API that you
have not applied for (활용신청). If a re-elicitation prompt appears right after calling
an API you haven't subscribed to, entering the same key will produce the final error
envelope with details — at that point visit the API's data.go.kr page and apply for access.
Add to claude_desktop_config.json:
{
"mcpServers": { "publicdata-kr": { "command": "fieldcure-mcp-publicdata-kr", "env": { "DATA_GO_KR_API_KEY": "YOUR_DATA_GO_KR_API_KEY" } } } }
claude mcp add publicdata-kr -- fieldcure-mcp-publicdata-kr
Claude Code supports MCP Elicitation, so DATA_GO_KR_API_KEY may be omitted — the server will prompt for the key on first tool use.
Add to .vscode/mcp.json:
{
"servers": { "publicdata-kr": { "command": "fieldcure-mcp-publicdata-kr", "env": { "DATA_GO_KR_API_KEY": "YOUR_DATA_GO_KR_API_KEY" } } } }
{
"mcpServers": { "publicdata-kr": { "command": "dotnet", "args": [ "run", "--project", "C:\\path\\to\\fieldcure-mcp-publicdata\\src\\FieldCure.Mcp.PublicData.Kr" ], "env": { "DATA_GO_KR_API_KEY": "YOUR_DATA_GO_KR_API_KEY" } } } }
Install the dotnet tool first. AssistStudio does not auto-install external MCP
servers (only built-in ones are managed via the AssistStudio auto-update path).
The
fieldcure-mcp-publicdata-krcommand must be on PATH before you add the server,
otherwise the connection fails with a generic "server shut down unexpectedly" message.
`bash
dotnet tool install -g FieldCure.Mcp.PublicData.Kr
# later, to upgrade:
dotnet tool update -g FieldCure.Mcp.PublicData.Kr
`
Then: Settings > MCP Servers > Add Server:
| Field | Value |
|---|---|
| Name | PublicData.Kr |
| Command | fieldcure-mcp-publicdata-kr |
| Arguments | *(empty)* |
| Environment | DATA_GO_KR_API_KEY = your data.go.kr API key *(optional — AssistStudio can prompt via Elicitation if unset)* |
| Description | *(auto-filled on first connection)* |
| Tool | Description |
|---|---|
discover_api | Search data.go.kr APIs by keyword — returns names, providers, endpoint URLs |
describe_api | Get operations, request parameters, and response fields for a specific API |
call_api | Call any data.go.kr API with automatic serviceKey injection and response normalization |
1. discover_api("미세먼지")
→ { serviceId: "15073861", serviceName: "한국환경공단_에어코리아_대기오염정보", ... }
discover_apiSearch Korean public data APIs on data.go.kr by keyword. Results are deduplicated by service — each API appears once even if it has multiple operations.
| Parameter | Type | Required | Description |
|---|---|---|---|
query | string | Yes | Search keyword (e.g., 미세먼지, 부동산, 사업자) |
page | int | — | Page number (default: 1) |
pageSize | int | — | Results per page (default: 10, max: 50) |
describe_apiGet the request parameters and response fields of a specific API. Use the serviceId from discover_api results.
| Parameter | Type | Required | Description |
|---|---|---|---|
serviceId | string | Yes | Service ID (list_id) from discover_api |
call_apiCall a Korean public data API. The serviceKey is automatically injected — never pass it yourself. If the call fails with ACCESS_DENIED, the user needs to apply for access to that specific API at data.go.kr.
| Parameter | Type | Required | Description |
|---|---|---|---|
url | string | Yes | Full endpoint URL from describe_api results |
params | string | — | Query parameters as a JSON string (not a raw object), e.g. '{"stationName":"종로구","dataTerm":"DAILY"}'. Parameter names must come from describe_api's request_parameters — do not guess. |
maxResults | int | — | Max items to return (default: 20, prevents context overflow) |
When a data.go.kr API returns an error, the server translates it into a Korean guidance message the LLM can relay directly:
| Code | Meaning | LLM receives |
|---|---|---|
| 12 | NO_OPENAPI_SERVICE | 이 API가 존재하지 않습니다. discover_api로 다시 검색해보세요. |
| 20 | ACCESS_DENIED | 이 API에 대한 활용신청이 필요합니다. (포털 링크 포함) |
| 22 | KEY_NOT_REGISTERED | API 키가 등록되지 않았습니다. |
| 30 | TRAFFIC_EXCEEDED | 일일 호출 한도를 초과했습니다. |
| 31 | UNREGISTERED_IP | 이 IP가 등록되지 않았습니다. |
| Variable | Required | Default | Description |
|---|---|---|---|
DATA_GO_KR_API_KEY | — | — | data.go.kr API key (인증키). If unset, the server requests it via MCP Elicitation on first tool call. |
PUBLICDATA_API_KEY | — | — | Legacy alias for DATA_GO_KR_API_KEY. Still accepted; prefer the canonical name for new setups. |
PUBLICDATA_TIMEOUT_SECONDS | — | 30 | Per-request timeout |
PUBLICDATA_MAX_RESPONSE_LENGTH | — | 50000 | Maximum response body length in characters |
CLI args (--api-key, --timeout, --max-response-length) override environment variables and are intended for manual testing only — DATA_GO_KR_API_KEY and Elicitation are the supported paths.
Naming note: the API key follows the external service naming convention
(
DATA_GO_KR_API_KEY), while server-local configuration uses thePUBLICDATA_prefix.
This keeps the key aligned with data.go.kr's own documentation so users don't have to
configure it twice, while local tunables stay grouped under a single package namespace.
*** in any error output visible to the LLMcall_api only allows requests to approved hosts: api.odcloud.kr, apis.data.go.kr, api.data.go.kr, openapi.data.go.kr, www.law.go.kr, open.neis.go.krPUBLICDATA_MAX_RESPONSE_LENGTH (default: 50,000 chars)src/FieldCure.Mcp.PublicData.Kr/
├── Program.cs # MCP server entry point (stdio); no startup hard-fail ├── Services/ │ ├── ApiKeyResolver.cs # env var → MCP Elicitation → soft-fail chain + cache + retry cap │ ├── InvalidApiKeyException.cs # Signals upstream auth rejection (HTTP 401/403 or body error) │ ├── KeyedCall.cs # Tool-side resolve → run → invalidate → retry helper │ ├── PublicDataHttpClie
Only the beginning is shown; read the rest in the repo