Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Public hazard, water, weather and EPA data with source, age and licence on every reading.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://open-signals.civops.io/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http open-signals https://open-signals.civops.io/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"open-signals": {
"url": "https://open-signals.civops.io/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"open-signals": {
"type": "http",
"url": "https://open-signals.civops.io/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://open-signals.civops.io/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 Civops-Platform 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.1.0)은 27일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, AvaHR
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Read hiring data and create inactive assessment and questionnaire drafts for human review.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Public data, ready for maps and agents. Every reading says where it came from, when it was fetched, and what licence it carries.
open-signals has three parts:
catalog/sources.json). Each entry gives the API, coverage, cadence, the key it needs and its licence. Weather, water, ice, hazards, flights, ships, satellites, energy, emissions, filings, trade and more. It's the list to check before writing yet another fetcher. { "id": "noaa-coops:9063085:2026-10-10", "at": "2026-10-10", "metric": "water_level",
"value": 2.762, "unit": "ft above LWD", "summary": "Lake Erie at Toledo 2026-10-10: mean 2.76 ft above low water datum (…)", "place": { "id": "coops-toledo", "name": "Lake Erie at Toledo", "lat": 41.6936, "lng": -83.4723 }, "fields": { "station": "9063085", "datum": "LWD", "readings": 155 }, "source": { "id": "noaa-coops", "name": "NOAA CO-OPS water levels", "url": "https://tidesandcurrents.noaa.gov/…", "fetched_at": "2026-10-10T19:12:03Z", "license": "public_domain" } }
A public instance runs at https://open-signals.civops.io (REST under /v1, MCP at /mcp). It serves only public-domain and open sources, holds no upstream keys, and is rate-limited per IP. Try https://open-signals.civops.io/v1/layers/volcanoes?elevated=true.
git clone https://github.com/Civops-Platform/open-signals && cd open-signals # Node 20+, no npm install needed
alias open-signals='node bin/open-signals.mjs' open-signals sources fires # search the catalogue open-signals sources --topic water --fetchable open-signals fetch usgs-earthquakes --min 4.5 --window week open-signals fetch noaa-coops --coops 8518750 # any CO-OPS station open-signals fetch open-meteo --lat 41.5 --lng -81.7 open-signals layer water_level # GeoJSON open-signals serve --port 3290 # REST + MCP
fetch and layer run on your machine with your own keys (NASS_API_KEY, EBIRD_API_KEY). The CLI prints each source's licence so you know what you may do with what you fetched.
GET /v1/sources?query=&topic=&license=&fetchable= | search the catalogue |
GET /v1/sources/{id} | one entry |
GET /v1/hubs | projects that collect sources (below) |
GET /v1/places?tag= | named places as GeoJSON |
GET /v1/readings?source={id}&place=&tag=&lat=&lng=&coops=&usgs=&ebird=&state=&bbox=&metric=&since=&limit= | readings |
GET /v1/layers · GET /v1/layers/{id}?date= | map layers as GeoJSON |
GET /openapi.json | the full description |
The same layers are served as a read-only CESMII i3X 1.0 endpoint at https://open-signals.civops.io/i3x/v1. The address space has a root, one folder per layer, and one object per place or event. Each object's value is its latest reading (value, quality, timestamp) with source and licence, and its history is every reading held for that place. Subscriptions support sync and server-sent-event streams.
CESMII's conformance suite (build 6, run 10 October 2026) rates it i3X 1.0 Compatible: 50 passed, 0 failed, 10 skipped (report). The skipped tests are the write tests; full compliance needs writes, and a server that republishes public data has nothing to write.
The spec requires authentication on data endpoints, so there is a free public read-only token: os-public-read (send Authorization: Bearer os-public-read). GET /i3x/v1/info needs none.
Data that changes slowly is served as GeoJSON files rather than fetched live: wildfire burn perimeters for the last 20 years (NIFC WFIGS and USFS MTBS, one file per state), public-land share by county (USGS PAD-US 4.1), federal campgrounds (RIDB) and fire-weather stations (RAWS), all public domain. GET /v1/datasets lists them with source, licence and parts; GET /v1/datasets/{id}/{part} returns one part (a two-letter state, or all). A deployment points OPEN_SIGNALS_DATA_DIR at a folder holding the files and an index.json; the format is described in src/datasets.js.
POST /mcp uses the streamable HTTP transport (JSON-RPC 2.0). It is stateless and needs no auth. Every tool is read-only:
search_sources, get_source, list_hubs, list_placesget_readings, list_layers, get_layerlist_datasets, get_dataset_partTo add it to a client:
{ "mcpServers": { "open-signals": { "type": "http", "url": "https://open-signals.civops.io/mcp" } } }
The code is Apache-2.0. The data is not ours to relicense. Every source keeps its own terms, and the licence travels on every reading. A running server republishes data, so it applies a gate:
| licence | examples | served |
|---|---|---|
public_domain | NOAA, USGS, USDA, NASA FIRMS, SEC | always |
open | CC BY, ODbL (OpenStreetMap, adsb.lol, ECMWF, GDELT) | always; attribution travels with it |
non_commercial | Open-Meteo free tier, eBird, OpenSky | only with OPEN_SIGNALS_NONCOMMERCIAL=1 (you run a non-commercial deployment) |
restricted | Google 3D Tiles, TomTom | never |
unknown | anything not yet reviewed | never |
A refused source answers 451 with the licence and the reason. Fetching for yourself with the CLI is not republishing, so the gate doesn't apply there.
| source | what | key |
|---|---|---|
usgs-earthquakes | worldwide earthquakes, by window and magnitude floor | — |
usgs-volcanoes | alert level and aviation colour code for every monitored US volcano | — |
noaa-nwps | river stage and flood category (observed and forecast) at every NOAA gauge in a box | — |
epa-echo | major EPA-regulated facilities in a state, with compliance status and penalties | — |
openfda-recalls | FDA food, drug and device recalls of the last 60 days, at the firm's ZIP | — |
usaspending | the 100 largest new federal contract awards of the last 30 days, at the place-of-performance ZIP | — |
gbif | open-licensed (CC0, CC-BY) wildlife and plant observations of the last two weeks, worldwide, by group and box | — |
nasa-eonet | open natural events worldwide (storms, wildfires, volcanoes, floods, ice), latest position | — |
world-bank | World Bank indicators by country at the capital: GDP growth, inflation, manufacturing, exports, FDI, unemployment | — |
emsc | EMSC-CSEM earthquakes worldwide, densest over Europe (CC BY 4.0), by window and magnitude floor | — |
noaa-ibtracs | the latest best-track fix of every active tropical cyclone, any basin | — |
eurostat | industrial production by country (index or year-on-year), latest month, at the capital | — |
gem-trackers | Global Energy Monitor Global Integrated Power Tracker (CC BY 4.0, 2026-08 release): plants of 50 MW and up, operating or under construction, by country, fuel and status (replaces the WRI database, static since 2021) | — |
openfema | FEMA disaster declarations of the last 90 days, at the county (or state) point | — |
usda-ams-barge | weekly downbound grain tonnage at seven Mississippi, Illinois, Ohio and Arkansas River locks (USDA AMS, from USACE LPMS) | — |
bts-border-crossings | inbound trucks, trains and vehicles per US-Canada and US-Mexico port of entry, latest month | — |
epa-tri | Toxics Release Inventory: on-site releases per facility in a state, latest reporting year | — |
epa-campd | power-plant CO2, SO2 and NOx per facility in a state, latest month in EPA's keyless bulk files | — |
noaa-coops | water levels at any CO-OPS station (LWD on the Great Lakes, MLLW on tidal stations) | — |
usgs-water | river discharge and gage height at any USGS gauge | — |
glerl | Great Lakes ice cover (December to May) | — |
usda-nass | weekly crop progress and condition, national and by state | NASS_API_KEY (free) |
open-meteo | daily weather, 92 days back and 7 forward, anywhere | — (non-commercial) |
waterfowl-wsi | the duck Weather Severity Index (Schummer et al. 2010) from Open-Meteo | — (non-commercial) |
ebird | waterfowl reported in an eBird region in the last 7 days | EBIRD_API_KEY (free, non-commercial) |
open-meteo-flood | GloFAS river discharge today at about a hundred large-river locations worldwide, with the week's change and the 30-day ensemble high | — (non-commercial) |
open-meteo-air | CAMS modelled air quality now at 150 large cities: US AQI, European AQI, PM2.5, PM10 | — (non-commercial) |
adsb-lol | live aircraft from the adsb.lol receiver network (ODbL): around any point (mode=area), every military-flagged aircraft worldwide (mode=military), or GPS interference per 1° cell inferred from aircraft position accuracy (mode=gps, the GPSJam method). Aircraft in the FAA LADD and PIA privacy programmes are never served | — |
nasa-firms | NASA FIRMS VIIRS heat detections from the keyless global files: fires of the last 24 hours (mode=fires), ~1 km spots hot on 3+ of the last seven days (mode=persistent, derived: industry, flares, volcanoes), and heat days with owner and parent company at every hot site in four Global Energy Monitor trackers: blast-furnace and DRI steel plants (mode=steel), cement kilns (mode=cement), chemical plants (mode=chemicals) and oil and gas fields (mode=oil_gas, flaring), all derived | — |
nws-alerts | active National Weather Service watches, warnings and advisories, one point per alert per county; by state, kind or event | — |
usbr-rise | Bureau of Reclamation daily storage at about 215 western reservoirs (RISE), with the week's change; by Reclamation region | — |
digitraffic-ais | live ship positions in Finnish waters and the northern Baltic (Fintraffic, CC BY 4.0), with name, type and destination; pleasure craft never served | — |
corroboration | derived: the same event seen by two independent sources or one. Earthquakes in USGS and EMSC (a relayed USGS-network solution counts once), and US wildfire incidents against FIRMS satellite heat | — |
smithsonian-gvp | Smithsonian Volcanoes of the World: volcanoes erupting since 1900 worldwide, and those erupting now | — (non-commercial) |
A sensor reading and a conclusion drawn from it are not the same thing, so a reading says which it is. No basis means something observed it (a gauge, a seismometer, a receiver). basis: "modelled" is a model's output (Open-Meteo weather, GloFAS discharge, CAMS air quality). basis: "derived" is inferred from other readings and carries derived_from saying from what (GPS interference from aircraft NACp, the duck Weather Severity Index from modelled weather, persistent heat and steel-plant heat from FIRMS detections, and corroboration, which pairs two sources on one event and says when an apparent second source is only relaying the first). Layer features always carry basis.
The rest of the catalogue is listed but not fetched yet. Adding a fetcher is the most useful contribution; see CONTRIBUTING.md.
catalog/hubs.json lists the projects we watch so we don't search from scratch each time:
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요