Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Public hazard, water, weather and EPA data with source, age and licence on every reading.
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.
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Works in Claude on the web, desktop and mobile:
https://open-signals.civops.io/mcpRun this in your terminal
claude mcp add --transport http open-signals https://open-signals.civops.io/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"open-signals": {
"url": "https://open-signals.civops.io/mcp"
}
}
}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": {
"open-signals": {
"type": "http",
"url": "https://open-signals.civops.io/mcp"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://open-signals.civops.io/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 7, 2026
The registry name was verified with the GitHub account Civops-Platform, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 27 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
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.
Live in-stock Hetian jade from Yufu, Shanghai: prices, monthly price guide, book a viewing.
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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:
Only the beginning is shown; read the rest in the repo