satellite-mcp
Integrates NASA FIRMS (active fire detections) and NASA Earth Observation APIs, enabling queries for fire activity, historical fire data, and Earth observation imagery.
Provides tools for querying OpenStreetMap data via the Overpass API, allowing searches for critical infrastructure, military bases, and geographic features.
Integrates the Planet Labs Data API for satellite imagery search, metadata retrieval, and download capabilities.
Click on "Deploy 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., "@satellite-mcp Show me satellite images of the recent flood in Pakistan"
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.
Full-spectrum GEOINT (Geospatial Intelligence) server for the Model Context Protocol. 171 tools covering satellite imagery, aircraft tracking, maritime surveillance, military intelligence, conflict monitoring, environmental analysis, critical infrastructure, sanctions compliance, cyber-geo intelligence, and 18 more domains — all from open-source data.
Highlights
171 tools across 27 categories — the most comprehensive GEOINT MCP server available
Sentinel-2, Landsat 8/9, Planet Labs, NASA FIRMS satellite imagery search, metadata, and spectral band reference
Real-time aircraft tracking (ADS-B via OpenSky), maritime AIS surveillance (Global Fishing Watch), space/orbital tracking (CelesTrak, N2YO)
Military base detection, conflict event monitoring (ACLED/GDELT), sanctions compliance (OFAC SDN)
Pure-computation spectral indices (NDVI, NDWI, NBR, EVI, and more) and multi-index change detection — no external dependencies
Zero-config for most tools — API keys are optional and unlock premium data sources; dozens of tools work immediately with no setup
Two runtime dependencies only —
@modelcontextprotocol/sdkandzodStdio transport — works with Claude Desktop, Claude Code, Cursor, Windsurf, and any MCP-compatible client
Related MCP server: worldmonitor-mcp
Quick Start
npx satellite-mcp # run directly (no install)
# or install globally
npm i -g satellite-mcp
satellite-mcp --list # see all 171 tools
satellite-mcp --help # usage informationConnect to Claude Desktop
Add to your MCP configuration file (~/Library/Application Support/Claude/claude_desktop_config.json on macOS):
{
"mcpServers": {
"satellite": {
"command": "npx",
"args": ["-y", "satellite-mcp"],
"env": {
"NASA_API_KEY": "your-key-or-use-DEMO_KEY",
"OPENSKY_USERNAME": "optional"
}
}
}
}Connect to Claude Code
claude mcp add satellite-mcp -- npx satellite-mcpCLI Usage
# Run any tool directly from the command line
satellite-mcp --tool spectral_ndvi '{"nir":0.8,"red":0.2}'
satellite-mcp --tool geo_distance '{"lat1":41.01,"lng1":28.98,"lat2":39.93,"lng2":32.86}'
satellite-mcp --tool quake_recent '{"min_magnitude":4.0,"limit":10}'
satellite-mcp --tool firms_active_country '{"country":"TUR","days":1}'
satellite-mcp --tool weather_current '{"lat":48.85,"lng":2.35}'Tool Categories
# | Category | Tools | API / Data Source | Auth |
1 | 8 | Copernicus Data Space OData | Optional OAuth2 | |
2 | 7 | USGS M2M API | Optional | |
3 | 6 | NASA FIRMS REST | Optional key | |
4 | 7 | NASA Open APIs | Optional (DEMO_KEY) | |
5 | 5 | EOG / NOAA | None | |
6 | 4 | Planet Data API | Required | |
7 | 10 | OpenSky Network | Optional | |
8 | 8 | Global Fishing Watch | Optional | |
9 | 8 | OSM + OpenSky | None | |
10 | 6 | CelesTrak + N2YO | Optional | |
11 | 6 | ACLED + GDELT | Optional | |
12 | 6 | GFW + Open-Meteo | Optional | |
13 | 6 | OSM Overpass | None | |
14 | 5 | OFAC SDN | None | |
15 | 6 | Open Elevation | None | |
16 | 6 | OONI + IODA + ip-api | None | |
17 | 5 | WorldPop + UNHCR | None | |
18 | 5 | FAO + FEWS NET | None | |
19 | 5 | ReliefWeb + UNHCR | None | |
20 | 5 | NOAA Buoys + Open-Meteo | None | |
21 | 5 | UN Comtrade | Optional | |
22 | 5 | USGS Earthquake | None | |
23 | 8 | Overpass API | None | |
24 | 8 | Nominatim + math | None | |
25 | 8 | Pure computation | None | |
26 | 6 | Pure computation | None | |
27 | 6 | Open-Meteo | None | |
Total | 171 |
1. Sentinel-2 (Copernicus) — 8 tools
Tool | Description |
| Search Sentinel-2 satellite imagery by location, date range, and cloud cover percentage |
| Get detailed metadata for a Sentinel-2 product by ID |
| Get quicklook (thumbnail preview) URL for a Sentinel-2 product |
| Reference table of all 13 Sentinel-2 MSI spectral bands with wavelengths and resolutions |
| Find the most recent cloud-free Sentinel-2 image for a location |
| Get available Sentinel-2 image dates for a location over the past year |
| Sentinel-2 coverage and revisit information for a location |
| Get download URL for a Sentinel-2 product (requires Copernicus authentication) |
2. Landsat (USGS) — 7 tools
Tool | Description |
| Search Landsat 8/9 satellite scenes by location, date range, and cloud cover |
| Get detailed metadata for a Landsat scene by entity ID |
| Get browse/thumbnail URL for a Landsat scene |
| Reference table of Landsat 8/9 OLI/TIRS spectral bands with wavelengths and resolutions |
| Find the most recent Landsat scene for a location |
| Get Landsat scene availability for a location — historical coverage since 1972 |
| Get download URL for a Landsat scene (requires USGS authentication) |
3. NASA FIRMS (Active Fire) — 6 tools
Tool | Description |
| Query NASA FIRMS for active fire detections within a geographic bounding box |
| Query NASA FIRMS for active fire detections within a country (ISO 3166-1 alpha-3) |
| Find active fires near a specific coordinate within a given radius |
| Retrieve historical fire detection data for a specific date and bounding box |
| Retrieve the latest global fire detections sorted by most recent |
| Compute aggregate fire statistics for a geographic area — total count, brightness, FRP, confidence |
4. NASA Earth Observation — 7 tools
Tool | Description |
| Get Landsat 8 natural color satellite imagery URL for a coordinate and date |
| List available Landsat 8 imagery dates for a geographic coordinate |
| Get the latest full-disk Earth photograph from DSCOVR's EPIC camera |
| Get DSCOVR EPIC full-Earth photographs for a specific date |
| List all available dates in the DSCOVR EPIC image archive |
| Retrieve daily solar and meteorological parameters from NASA POWER |
| Construct a NASA GIBS WMTS tile URL for a specific layer, date, and tile coordinate |
5. Night Lights (VIIRS) — 5 tools
Tool | Description |
| Get night lights map tile URL from NASA GIBS — VIIRS Black Marble layer |
| Get night light radiance estimate for a location — light intensity indicator |
| Compare night light levels between two dates — detect power outages, urban growth, or conflict damage |
| Night light time series analysis — monthly radiance trends for monitoring urbanization or conflict |
| Night light anomaly detection — sudden changes indicating power outages, conflict, or rapid development |
6. Planet Labs — 4 tools
Tool | Description |
| Search Planet Labs satellite imagery catalog — daily 3m resolution global coverage |
| Get detailed metadata for a Planet Labs item |
| Get thumbnail preview URL for a Planet Labs item |
| Get Planet imagery coverage statistics for an area |
7. Aircraft Intelligence — 10 tools
Tool | Description |
| Get live aircraft positions within a bounding box — position, altitude, speed, heading, origin country |
| Track a specific aircraft by ICAO24 hex address — returns flight path waypoints |
| Get flight history for an aircraft over a time period including departure and arrival airports |
| Get flight waypoints for an aircraft with cumulative distance calculation |
| Get recent arrivals at an airport by ICAO code |
| Get recent departures from an airport by ICAO code |
| Search for currently airborne aircraft by callsign (partial match supported) |
| Filter military aircraft in a bounding box by ICAO24 hex ranges assigned to military operators |
| Traffic statistics for a bounding box — total aircraft, altitude distribution, top countries |
| Detect anomalous aircraft behavior — low altitude, loitering, emergency squawks, no callsign |
8. Maritime Intelligence — 8 tools
Tool | Description |
| Search for vessels by name, MMSI, or IMO number using Global Fishing Watch |
| Get last known position for a vessel by GFW vessel ID |
| Get vessel movement history (GPS track) over a date range |
| Get all vessels in a bounding box area using AIS data |
| Analyze fishing activity in an area — fishing hours, vessel count, top flag states |
| Get port visit history for a vessel |
| Detect ship-to-ship encounters and transfers — potential at-sea transshipment |
| Detect AIS gap events (dark periods) for a vessel — potential sanctions evasion or illegal activity |
9. Military & Defense — 8 tools
Tool | Description |
| Find military bases, barracks, airfields, ranges, and bunkers in a bounding box (OSM data) |
| Track live military aircraft in a bounding box by filtering military ICAO24 hex ranges |
| Find restricted, danger, prohibited, and military airspace zones in a bounding box |
| Find naval bases and military ports in a bounding box |
| Find nuclear facilities — power plants, research reactors, enrichment sites in a bounding box |
| Find known missile test sites, launch pads, and military testing ranges in a bounding box |
| Find radar stations and air defense installations in a bounding box |
| Composite military activity score for a bounding box — facility count, restricted airspace, overall assessment |
10. Space & Orbital Tracking — 6 tools
Tool | Description |
| List active satellites by category — communications, weather, military, science, navigation, starlink |
| Get TLE (Two-Line Element) orbital data for a satellite by NORAD catalog number |
| Predict visible satellite passes over a location (requires N2YO API key) |
| List satellites currently overhead at a location (requires N2YO API key) |
| Get Starlink constellation status — total satellites, orbital statistics, newest and oldest launches |
| Track space debris objects from known fragmentation events |
11. Conflict & Events — 6 tools
Tool | Description |
| Get armed conflict events from ACLED — battles, violence against civilians, explosions, riots, protests |
| Conflict fatality statistics by country — total fatalities, breakdown by event type |
| List armed groups and actors active in a country with event counts |
| Conflict intensity grid map — divides bounding box into cells and counts events per cell |
| Global event monitoring via GDELT — search news articles about specific topics or events |
| Media intensity analysis via GDELT — track news volume over time for a topic or region |
12. Environmental Intelligence — 6 tools
Tool | Description |
| Get deforestation alerts (GLAD) near a coordinate — recent tree cover loss events |
| Assess fire risk at a location based on current weather conditions — temperature, humidity, wind |
| Check for methane emission hotspots — uses Sentinel-5P TROPOMI data references |
| Get satellite-derived air pollution data — NO2, SO2, CO, PM2.5, ozone levels |
| Get sea surface temperature (SST) at a coordinate using Open-Meteo marine data |
| Water quality indicators — chlorophyll and turbidity reference data for a coordinate |
13. Critical Infrastructure — 6 tools
Tool | Description |
| Find power plants, substations, and transmission lines in a bounding box |
| Find oil, gas, and water pipelines in a bounding box |
| Find cell towers, communication masts, and data centers in a bounding box |
| Find submarine cable landing points in a bounding box |
| Find bridges, tunnels, ferry terminals, and train stations in a bounding box |
| Find renewable energy installations — wind turbines and solar farms in a bounding box |
14. Sanctions & Compliance — 5 tools
Tool | Description |
| Search OFAC SDN sanctions list for a name, entity, or organization |
| Check if a vessel is on sanctions lists by IMO number or vessel name |
| Check sanctions status for a specific entity or individual |
| Get sanctions program summary for a country — sanction level, programs, and restrictions |
| Check for recent changes to the OFAC sanctions list |
15. Terrain & Elevation — 6 tools
Tool | Description |
| Get the elevation (altitude above sea level) at a given geographic coordinate |
| Generate an elevation profile between two geographic points with distance and elevation statistics |
| Calculate the slope (gradient) between two points — angle, percentage, and terrain classification |
| Line of sight analysis between two points — can observer at A see target at B considering terrain |
| Find the highest and lowest points in a bounding box by querying an elevation grid |
| Assess flood risk at a location based on elevation relative to a reference water level |
16. Cyber-Geo Intelligence — 6 tools
Tool | Description |
| Geolocate an IP address — country, city, ISP, coordinates, timezone |
| Detect internet censorship in a country using OONI measurements — blocked sites and methods |
| Detect internet outages in a country using IODA (Internet Outage Detection and Analysis) |
| Find submarine cable landing points near a coordinate using OpenStreetMap data |
| Find Internet Exchange Points (IXPs) in a country using PeeringDB |
| Country internet connectivity overview — IXP count, cable landings, and assessment |
17. Population & Demographics — 5 tools
Tool | Description |
| Get population density estimate for a coordinate or country using WorldPop data |
| Get urbanization and city data for a coordinate — nearby urban areas and characteristics |
| Population growth data for a country from UN World Population Prospects |
| Get displaced population data for a country from UNHCR |
| Population age structure reference for a country — age groups for demographic analysis |
18. Agriculture & Food Security — 5 tools
Tool | Description |
| Assess crop health at a location using NDVI time series — links to satellite vegetation indices |
| Drought assessment at a location using weather indicators — temperature, precipitation, humidity |
| FAO Food Price Index — global food commodity price trends |
| Famine risk assessment using FEWS NET IPC phase classification |
| Desert locust swarm tracking and alerts from FAO Locust Watch |
19. Humanitarian & Refugee — 5 tools
Tool | Description |
| List active humanitarian crises worldwide from ReliefWeb |
| Get latest humanitarian situation reports and updates from ReliefWeb |
| Get refugee camp locations and population data from UNHCR |
| Humanitarian funding status — requested vs. received for crises |
| Global displacement statistics — refugees, IDPs, asylum seekers from UNHCR |
20. Ocean Intelligence — 5 tools
Tool | Description |
| Get ocean buoy measurements — wave height, wind, temperature, pressure from NOAA NDBC |
| Get ocean current information for a marine location using Open-Meteo marine data |
| Sea ice extent information — Arctic and Antarctic ice coverage reference |
| Ocean chlorophyll concentration reference — fishing productivity and marine ecosystem indicator |
| Sea surface temperature anomaly — El Nino/La Nina indicator and climate monitoring |
21. Trade Intelligence — 5 tools
Tool | Description |
| Get bilateral trade data between two countries — import/export values by commodity |
| Get top trade partners for a country |
| Get global trade data for a specific commodity (HS code) |
| Get trade volume time series for a country pair over multiple years |
| Calculate trade balance between two countries — exports minus imports |
22. Seismic & Disaster — 5 tools
Tool | Description |
| Get recent earthquakes worldwide filtered by minimum magnitude — location, depth, tsunami warning |
| Search earthquakes by date range, magnitude, and geographic region |
| Get detailed information about a specific earthquake by USGS event ID |
| Get earthquakes within a bounding box over a specified time period |
| Earthquake statistics for a time period — magnitude distribution, deepest, strongest, averages |
23. OpenStreetMap / Overpass — 8 tools
Tool | Description |
| Run a custom Overpass QL query against OpenStreetMap data — returns GeoJSON-like elements |
| Count and classify buildings in a bounding box — residential, commercial, industrial |
| Find roads, bridges, and railways in a bounding box |
| Find military facilities (bases, airfields, barracks, bunkers, checkpoints) in a bounding box |
| Find airports, airfields, and helipads in a bounding box |
| Find water bodies, rivers, streams, and dams in a bounding box |
| Find industrial sites, power plants, and refineries in a bounding box |
| Identify what is at a given coordinate — search within a radius for named features |
24. Geocoding & Coordinates — 8 tools
Tool | Description |
| Forward geocoding: convert an address or place name to geographic coordinates (Nominatim) |
| Reverse geocoding: convert latitude/longitude to a human-readable address (Nominatim) |
| Calculate great-circle distance between two points using the Haversine formula |
| Compute a bounding box from a center point and radius in kilometers |
| Convert between MGRS (Military Grid Reference System) and latitude/longitude coordinates |
| Get the elevation at a geographic coordinate using the Open Elevation API |
| Estimate the timezone at a geographic coordinate based on longitude |
| Calculate sun position data — sunrise, sunset, solar noon, civil dawn/dusk, day length |
25. Spectral Analysis — 8 tools
Tool | Description |
| Calculate Normalized Difference Vegetation Index from NIR and Red band reflectance |
| Calculate Normalized Difference Water Index from Green and NIR band reflectance |
| Calculate Normalized Burn Ratio from NIR and SWIR band reflectance |
| Calculate Enhanced Vegetation Index from NIR, Red, and Blue band reflectance |
| Calculate Normalized Difference Built-up Index from SWIR and NIR band reflectance |
| Calculate Bare Soil Index from SWIR, Red, NIR, and Blue band reflectance |
| Calculate Soil Adjusted Vegetation Index from NIR and Red band reflectance |
| Evaluate a custom band math expression using a safe expression parser |
26. Change Detection — 6 tools
Tool | Description |
| General-purpose change detection: computes difference of any spectral index between two dates |
| Vegetation change detection using NDVI between two dates |
| Urban expansion detection using NDBI between two dates |
| Water body change detection using NDWI between two dates |
| Fire scar / burn severity detection using dNBR between pre-fire and post-fire dates |
| Multi-index change report: NDVI, NDWI, NDBI, NBR, BSI for an overall landscape change assessment |
27. Weather & Atmosphere — 6 tools
Tool | Description |
| Get current weather conditions — temperature, humidity, wind, pressure, cloud cover, precipitation |
| Get 7-day weather forecast with daily temperature, precipitation, wind, sunrise, and sunset |
| Get historical weather data for a specific date and location |
| Find optimal satellite imaging windows (low cloud cover periods) for the next N days |
| Get current air quality index and pollutant concentrations (PM2.5, PM10, NO2, SO2, CO, Ozone) |
| Get current UV index at a coordinate with risk classification |
Meta — 1 tool
Tool | Description |
| List all data sources, API key configuration status, and tool counts across all 27 categories |
API Keys
All API keys are configured via environment variables. Most tools work without any keys at all.
Environment Variable | Service | Required | Purpose |
| Copernicus Data Space | Optional | Sentinel-2 imagery download and quicklook access |
| Copernicus Data Space | Optional | Sentinel-2 OAuth2 authentication (pair with CLIENT_ID) |
| USGS EarthExplorer | Optional | Landsat scene search, metadata, and download |
| USGS EarthExplorer | Optional | Landsat authentication (pair with USERNAME) |
| NASA Open APIs | Optional | Earth imagery, EPIC, POWER data (fallback: DEMO_KEY) |
| NASA FIRMS | Optional | Active fire detections (fallback: DEMO_KEY) |
| NASA Earthdata | Optional | Premium NASA data access |
| Planet Labs | Required | Daily 3m satellite imagery (search, metadata, thumbnails) |
| OpenSky Network | Optional | Higher rate limits for aircraft tracking |
| OpenSky Network | Optional | OpenSky authentication (pair with USERNAME) |
| Global Fishing Watch | Optional | Maritime vessel tracking, fishing activity, AIS gaps |
| N2YO | Optional | Satellite pass predictions and overhead tracking |
| ACLED | Optional | Armed conflict event data |
| ACLED | Optional | ACLED registered email (pair with API_KEY) |
| UN Comtrade | Optional | International trade flow data |
| TimezoneDB | Optional | Enhanced timezone lookups |
Without any API keys, the following categories work fully: Night Lights, Military & Defense, Critical Infrastructure, Sanctions & Compliance, Terrain & Elevation, Cyber-Geo Intelligence, Population & Demographics, Agriculture & Food Security, Humanitarian & Refugee, Ocean Intelligence, Seismic & Disaster, OpenStreetMap, Geocoding & Coordinates, Spectral Analysis, Change Detection, Weather & Atmosphere. NASA tools fall back to DEMO_KEY with lower rate limits.
Architecture
src/
index.ts # CLI entrypoint (--help, --list, --tool, stdio server)
protocol/
mcp-server.ts # MCP server setup (stdio transport)
tools.ts # Tool registry — all 171 tools assembled here
types/
index.ts # Shared types (ToolDef, ToolContext, ToolResult)
utils/
rate-limiter.ts # Per-provider rate limiter
cache.ts # TTL cache for API responses
geo-math.ts # Haversine distance, bounding box computation
require-key.ts # API key validation helper
sentinel/ # Sentinel-2 (Copernicus) tools (8)
landsat/ # Landsat (USGS) tools (7)
firms/ # NASA FIRMS active fire tools (6)
nasa/ # NASA Earth observation tools (7)
nightlights/ # VIIRS night lights tools (5)
planet/ # Planet Labs tools (4)
aircraft/ # Aircraft intelligence tools (10)
maritime/ # Maritime intelligence tools (8)
military/ # Military & defense tools (8)
space/ # Space & orbital tracking tools (6)
conflict/ # Conflict & events tools (6)
environment/ # Environmental intelligence tools (6)
infrastructure/ # Critical infrastructure tools (6)
sanctions/ # Sanctions & compliance tools (5)
terrain/ # Terrain & elevation tools (6)
cyber/ # Cyber-geo intelligence tools (6)
population/ # Population & demographics tools (5)
agriculture/ # Agriculture & food security tools (5)
humanitarian/ # Humanitarian & refugee tools (5)
ocean/ # Ocean intelligence tools (5)
trade/ # Trade intelligence tools (5)
seismic/ # Seismic & disaster tools (5)
osm/ # OpenStreetMap / Overpass tools (8)
geo/ # Geocoding & coordinates tools (8)
spectral/ # Spectral analysis tools (8)
change/ # Change detection tools (6)
weather/ # Weather & atmosphere tools (6)
meta/ # Meta tools (1)Design decisions:
27 providers, 1 server — Every data source is an independent module under
src/. The AI agent picks which tools to use based on the query.Per-provider rate limiters — Each data source has its own
RateLimiterinstance calibrated to that API's limits. No shared bottleneck.TTL caching — API responses are cached with source-appropriate TTLs: 2 minutes for live aircraft data, 5 minutes for fire data, 15 minutes for satellite catalogs, 30 minutes for NASA archives.
Graceful degradation — Missing API keys never crash the server. Tools return descriptive error messages with instructions: "Set PLANET_API_KEY to enable Planet Labs tools."
Pure computation — Spectral analysis and change detection tools are pure math functions with zero external API calls. NDVI, NDWI, NBR, EVI, and custom band expressions run instantly.
2 dependencies —
@modelcontextprotocol/sdkandzod. All HTTP via nativefetch(). All geo math is hand-written.
Use Cases
Monitor deforestation and illegal logging — Combine Sentinel-2 imagery search, NDVI spectral analysis, and GLAD deforestation alerts to track forest loss over time
Track aircraft and vessel movements — Use aircraft and maritime tools for real-time ADS-B and AIS surveillance, detect military flights, dark vessel activity, and sanctions evasion
Detect conflict hotspots and humanitarian crises — Query ACLED for armed conflict events, correlate with GDELT news data, and check UNHCR displacement statistics
Analyze urban growth and infrastructure changes — Compare night light imagery across dates, compute NDBI for built-up area detection, and query OSM for new construction
Monitor sanctions compliance — Cross-reference vessel movements with OFAC SDN lists, detect AIS dark periods, and verify port visits against sanctioned countries
Assess natural disaster impact — Combine earthquake data with terrain elevation, fire detection with burn severity indices, and satellite imagery for before/after analysis
Agricultural drought and food security monitoring — Track vegetation health via NDVI, correlate with NASA POWER weather data, and check FEWS NET famine risk assessments
Cyber-geographic intelligence — Geolocate IP addresses, detect internet censorship and outages, map submarine cable infrastructure, and correlate with conflict data
Contributing
Contributions are welcome. Please open an issue first to discuss what you would like to change.
Fork the repository
Create your feature branch (
git checkout -b feat/new-provider)Install dependencies:
bun installRun in dev mode:
bun run devAdd your provider under
src/<provider>/index.tsRegister tools in
src/protocol/tools.tsCommit your changes (Conventional Commits format)
Open a Pull Request
License
Available Tools
171 toolsagri_crop_healthA
Assess crop health at a location using NDVI time series reference — links to satellite vegetation indices.
Inputs: lat (required), lng (required).
agri_droughtB
Drought assessment at a location using weather indicators — temperature, precipitation, humidity analysis.
Inputs: lat (required), lng (required).
agri_famine_riskB
Famine risk assessment using FEWS NET IPC phase classification reference.
Inputs: country (required).
agri_food_priceB
FAO Food Price Index — global food commodity price trends.
Inputs: no named parameters.
agri_locustC
Desert locust swarm tracking and alerts from FAO Locust Watch.
Inputs: no named parameters.
aircraft_anomalyA
Detect anomalous aircraft behavior in a bounding box — low altitude flights, loitering, emergency squawks, no callsign.
Inputs: east (required), west (required), north (required), south (required).
aircraft_arrivalsA
Get recent arrivals at an airport by ICAO code.
Inputs: airport (required), end, begin.
aircraft_departuresA
Get recent departures from an airport by ICAO code.
Inputs: airport (required), end, begin.
aircraft_flightsB
Get flight history for an aircraft over a time period including departure and arrival airports.
Inputs: icao24 (required), end, begin.
aircraft_liveA
Get live aircraft positions within a bounding box including position, altitude, speed, heading, and origin country.
Inputs: east (required), west (required), north (required), south (required).
aircraft_militaryC
Filter military aircraft in a bounding box by checking ICAO24 hex ranges assigned to military operators.
Inputs: east (required), west (required), north (required), south (required).
aircraft_searchA
Search for currently airborne aircraft by callsign (partial match supported).
Inputs: callsign (required).
aircraft_statsA
Traffic statistics for a bounding box — total aircraft, altitude distribution, speed distribution, top countries.
Inputs: east (required), west (required), north (required), south (required).
aircraft_trackB
Track a specific aircraft by ICAO24 hex address — returns flight path waypoints.
Inputs: icao24 (required).
aircraft_waypointsA
Get flight waypoints for an aircraft with cumulative distance calculation.
Inputs: icao24 (required).
atmosphere_air_qualityA
Get current air quality index and pollutant concentrations (PM2.5, PM10, NO2, SO2, CO, Ozone) at a coordinate.
Inputs: lat (required), lng (required).
atmosphere_uvA
Get current UV index at a coordinate with risk classification.
Inputs: lat (required), lng (required).
change_burnA
Fire scar / burn severity detection using dNBR (differenced Normalized Burn Ratio). Computes NBR for pre-fire and post-fire dates from NIR and SWIR bands, then classifies burn severity.
Inputs: nir_after (required), nir_before (required), swir_after (required), swir_before (required).
change_detectA
General-purpose change detection: computes the difference of any spectral index between two dates and classifies the magnitude of change.
Inputs: index_name (required), index_after (required), index_before (required).
change_summaryA
Multi-index change report: computes NDVI (vegetation), NDWI (water), NDBI (urban), NBR (burn), and BSI (soil) for two dates and produces an overall landscape change assessment.
Inputs: nir_after (required), red_after (required), blue_after (required), nir_before (required), +6 more.
change_urbanA
Urban expansion detection using NDBI (Normalized Difference Built-up Index). Computes NDBI for two dates from SWIR and NIR band reflectance values and interprets the difference.
Inputs: nir_after (required), nir_before (required), swir_after (required), swir_before (required).
change_vegetationB
Vegetation change detection using NDVI (Normalized Difference Vegetation Index). Computes NDVI for two dates from NIR and Red band reflectance values and interprets the difference.
Inputs: nir_after (required), red_after (required), nir_before (required), red_before (required).
change_waterA
Water body change detection using NDWI (Normalized Difference Water Index). Computes NDWI for two dates from Green and NIR band reflectance values and interprets the difference.
Inputs: nir_after (required), nir_before (required), green_after (required), green_before (required).
conflict_actorsB
List armed groups and actors active in a country with event counts.
Inputs: country (required), limit.
conflict_eventsB
Get armed conflict events from ACLED — battles, violence against civilians, explosions, riots, protests.
Inputs: limit, country, end_date, event_type, +1 more.
conflict_fatalitiesA
Conflict fatality statistics by country — total fatalities, breakdown by event type, deadliest events.
Inputs: country (required), year, limit.
conflict_hotspotsB
Conflict intensity grid map — divides bounding box into cells and counts events per cell.
Inputs: east (required), west (required), north (required), south (required), +1 more.
cyber_cable_landingB
Find submarine cable landing points near a coordinate using OpenStreetMap data.
Inputs: lat (required), lng (required), radius_km.
cyber_censorshipA
Detect internet censorship in a country using OONI measurements — lists blocked websites and censorship methods.
Inputs: country_code (required), limit.
cyber_connectivityB
Country internet connectivity overview — IXP count, cable landings, and assessment.
Inputs: country_code (required).
cyber_ip_locateA
Geolocate an IP address — country, city, ISP, coordinates, timezone.
Inputs: ip (required).
cyber_ix_pointsA
Find Internet Exchange Points (IXPs) in a country using PeeringDB.
Inputs: country (required).
cyber_outageB
Detect internet outages in a country using IODA (Internet Outage Detection and Analysis).
Inputs: country (required).
env_air_pollutionB
Get satellite-derived air pollution data — NO2, SO2, CO, PM2.5, ozone levels at a coordinate.
Inputs: lat (required), lng (required).
env_deforestationA
Get deforestation alerts (GLAD) near a coordinate — recent tree cover loss events.
Inputs: lat (required), lng (required), days.
env_fire_riskA
Assess fire risk at a location based on current weather conditions — temperature, humidity, wind, and drought index.
Inputs: lat (required), lng (required).
env_methaneB
Check for methane emission hotspots — uses Sentinel-5P TROPOMI data references.
Inputs: lat (required), lng (required).
env_ocean_tempA
Get sea surface temperature (SST) at a coordinate using Open-Meteo marine data.
Inputs: lat (required), lng (required).
env_water_qualityB
Water quality indicators — chlorophyll, turbidity reference data for a coordinate.
Inputs: lat (required), lng (required).
events_globalB
Global event monitoring via GDELT — search news articles about specific topics, locations, or events.
Inputs: query (required), mode, limit.
events_mediaB
Media intensity analysis via GDELT — track news volume over time for a topic or region.
Inputs: query (required), end_date, start_date.
firms_active_areaA
Query NASA FIRMS for active fire detections within a geographic bounding box. Returns fire hotspots with brightness, confidence, fire radiative power (FRP), and acquisition time. Supports VIIRS (375m) and MODIS (1km) sensors.
Inputs: east (required), west (required), north (required), south (required), +2 more.
firms_active_countryA
Query NASA FIRMS for active fire detections within a country. Uses ISO 3166-1 alpha-3 country codes (e.g. TUR for Turkey, USA for United States, BRA for Brazil). Returns fire hotspots with brightness, confidence, FRP, and timing.
Inputs: country (required), days, source.
firms_active_pointA
Find active fires near a specific geographic coordinate within a given radius. Computes a bounding box from the center point and radius, fetches FIRMS data, then filters results by actual haversine distance to ensure accuracy.
Inputs: lat (required), lng (required), days, radius_km.
firms_historyB
Retrieve historical fire detection data from NASA FIRMS for a specific date and bounding box. Limited to recent data availability (typically the last 60 days for NRT products). Uses VIIRS SNPP sensor.
Inputs: date (required), east (required), west (required), north (required), +1 more.
firms_latestA
Retrieve the latest global fire detections from NASA FIRMS. Returns the most recent fire hotspots worldwide, sorted by acquisition time (newest first). Useful for monitoring breaking wildfire events globally.
Inputs: limit, source.
firms_summaryA
Compute aggregate fire statistics for a geographic area over a time period. Returns total fire count, average brightness and fire radiative power (FRP), day vs. night distribution, and confidence level breakdown. Useful for wildfire risk assessment and trend analysis.
Inputs: east (required), west (required), north (required), south (required), +1 more.
geo_bboxA
Compute a bounding box (south, west, north, east) from a center point and radius in kilometers. Useful for spatial queries and map viewports.
Inputs: lat (required), lng (required), radius_km (required).
geo_distanceA
Calculate the great-circle distance between two geographic points using the Haversine formula. Returns distance in kilometers, miles, and nautical miles.
Inputs: lat1 (required), lat2 (required), lng1 (required), lng2 (required).
geo_elevationA
Get the elevation (altitude above sea level) at a geographic coordinate using the Open Elevation API. Returns elevation in both meters and feet.
Inputs: lat (required), lng (required).
geo_forwardA
Forward geocoding: convert an address or place name to geographic coordinates using Nominatim. Returns up to 5 matching results with coordinates, type, and importance score.
Inputs: query (required).
geo_mgrsA
Convert between MGRS (Military Grid Reference System) and latitude/longitude coordinates. Provide either an MGRS string to convert to lat/lng, or lat/lng to convert to MGRS.
Inputs: lat, lng, mgrs, precision.
geo_reverseA
Reverse geocoding: convert latitude/longitude coordinates to a human-readable address using Nominatim. Returns the full address with structured components.
Inputs: lat (required), lng (required).
geo_sunA
Calculate sun position data for a geographic coordinate on a given date: sunrise, sunset, solar noon, civil dawn/dusk, and day length in hours. All times are in UTC.
Inputs: lat (required), lng (required), date.
geo_timezoneA
Estimate the timezone at a geographic coordinate based on longitude. Uses a simple longitude-based calculation (offset = round(lng / 15)). Note: may be inaccurate near timezone borders.
Inputs: lat (required), lng (required).
humanitarian_campsB
Get refugee camp locations and population data from UNHCR.
Inputs: country (required).
humanitarian_crisesB
List active humanitarian crises worldwide from ReliefWeb.
Inputs: limit.
humanitarian_displacementB
Global displacement statistics — refugees, IDPs, asylum seekers from UNHCR.
Inputs: year.
humanitarian_fundingC
Humanitarian funding status — how much was requested vs received for crises.
Inputs: year.
humanitarian_reportsB
Get latest humanitarian situation reports and updates from ReliefWeb.
Inputs: limit, query, country.
infra_cablesA
Find submarine cable landing points in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
infra_energyA
Find renewable energy installations — wind turbines and solar farms in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
infra_pipelinesB
Find oil, gas, and water pipelines in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
infra_powerA
Find power plants, substations, and transmission lines in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
infra_telecomB
Find cell towers, communication masts, and data centers in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
infra_transportA
Find bridges, tunnels, ferry terminals, and train stations in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
landsat_bandsA
Reference table of Landsat 8/9 OLI/TIRS spectral bands with wavelengths and resolutions.
Inputs: no named parameters.
landsat_browseA
Get browse/thumbnail URL for a Landsat scene.
Inputs: entity_id (required).
landsat_download_urlB
Get download URL for a Landsat scene. Requires USGS authentication.
Inputs: entity_id (required).
landsat_latestB
Find the most recent Landsat scene for a location.
Inputs: lat (required), lng (required), max_cloud.
landsat_metadataB
Get detailed metadata for a Landsat scene by entity ID.
Inputs: entity_id (required).
landsat_searchA
Search Landsat 8/9 satellite scenes by location, date range, and cloud cover.
Inputs: lat (required), lng (required), end_date (required), start_date (required), +2 more.
landsat_timelineB
Get Landsat scene availability for a location — historical coverage since 1972.
Inputs: lat (required), lng (required), end_year, start_year.
mil_activityB
Composite military activity score for a bounding box — combines facility count, restricted airspace, and overall assessment.
Inputs: east (required), west (required), north (required), south (required).
mil_aircraftB
Track live military aircraft in a bounding box by filtering ICAO24 hex ranges assigned to military operators.
Inputs: east (required), west (required), north (required), south (required).
mil_airspaceA
Find restricted, danger, prohibited, and military airspace zones in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
mil_basesA
Find military bases, barracks, airfields, ranges, and bunkers in a bounding box using OpenStreetMap data.
Inputs: east (required), west (required), north (required), south (required).
mil_missileB
Find known missile test sites, launch pads, and military testing ranges in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
mil_nuclearA
Find nuclear facilities — power plants, research reactors, enrichment sites in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
mil_radarB
Find radar stations and air defense installations in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
nasa_earth_assetsA
List available Landsat 8 imagery dates for a geographic coordinate. Returns a count and sorted list of dates when satellite imagery was captured at the given location. Useful for finding valid dates before requesting imagery.
Inputs: lat (required), lng (required).
nasa_earth_imageA
Get a Landsat 8 natural color satellite imagery URL for a specific geographic coordinate and date. Returns a direct URL to the image tile from the NASA Earth API. Useful for visual inspection of a location from space.
Inputs: lat (required), lng (required), dim, date.
nasa_epic_archiveA
List all available dates in the DSCOVR EPIC image archive. EPIC has been capturing full-disk Earth images since 2015. Returns a list of dates for which imagery is available.
Inputs: no named parameters.
nasa_epic_dateA
Get DSCOVR EPIC full-Earth photographs for a specific date. EPIC captures about 12-22 images per day as Earth rotates, showing different hemispheres. Returns image URLs, captions, and centroid coordinates for each frame.
Inputs: date (required).
nasa_epic_latestA
Get the latest full-disk Earth photograph from DSCOVR's EPIC (Earth Polychromatic Imaging Camera) instrument positioned at the L1 Lagrange point. Returns image URL, caption, centroid coordinates, and sun position data.
Inputs: no named parameters.
nasa_gibs_tileA
Construct a NASA GIBS (Global Imagery Browse Services) WMTS tile URL for a specific layer, date, and tile coordinate. GIBS provides near-real-time and archival satellite imagery as map tiles. Common layers: VIIRS_SNPP_CorrectedReflectance_TrueColor, MODIS_Terra_CorrectedReflectance_TrueColor, MODIS_Aqua_CorrectedReflectance_TrueColor, VIIRS_SNPP_Thermal_Anomalies_375m_Night, VIIRS_Black_Marble, MODIS_Terra_Snow_Cover, MODIS_Combined_MAIAC_L2G_AerosolOpticalDepth. Tiles can be viewed in map clients or downloaded directly.
Inputs: x (required), y (required), z (required), date (required), +1 more.
nasa_power_dataA
Retrieve daily solar and meteorological parameters from NASA POWER (Prediction of Worldwide Energy Resources) for a location and date range. Provides data such as downward solar radiation (ALLSKY_SFC_SW_DWN), temperature at 2m (T2M), and wind speed at 2m (WS2M). Useful for renewable energy assessment and agricultural planning.
Inputs: lat (required), lng (required), end_date (required), start_date (required), +1 more.
nightlights_anomalyB
Night light anomaly detection — sudden changes indicating power outages, conflict, or rapid development.
Inputs: lat (required), lng (required), radius_km.
nightlights_compareB
Compare night light levels between two dates — detect power outages, urban growth, or conflict damage.
Inputs: lat (required), lng (required), date1 (required), date2 (required).
nightlights_radianceC
Get night light radiance estimate for a location — light intensity indicator.
Inputs: lat (required), lng (required).
nightlights_tileB
Get night lights map tile URL from NASA GIBS — VIIRS Black Marble layer.
Inputs: lat (required), lng (required), date, zoom.
nightlights_timeseriesB
Night light time series analysis — monthly radiance trends for monitoring urbanization or conflict.
Inputs: lat (required), lng (required), end_year, start_year.
ocean_buoy_dataA
Get ocean buoy measurements — wave height, wind, temperature, pressure from NOAA NDBC.
Inputs: station (required).
ocean_chlorophyllC
Ocean chlorophyll concentration reference — fishing productivity and marine ecosystem indicator.
Inputs: lat (required), lng (required).
ocean_currentsB
Get ocean current information for a marine location using Open-Meteo marine data.
Inputs: lat (required), lng (required).
ocean_sea_iceC
Sea ice extent information — Arctic and Antarctic ice coverage reference.
Inputs: region.
ocean_sst_anomalyC
Sea surface temperature anomaly — El Nino/La Nina indicator and climate monitoring.
Inputs: lat (required), lng (required).
osm_airportsB
Find airports, airfields, and helipads in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
osm_buildingsA
Count and classify buildings in a bounding box — residential, commercial, industrial, etc.
Inputs: east (required), west (required), north (required), south (required).
osm_identifyB
Identify what is at a given coordinate — search within a radius for named features.
Inputs: lat (required), lng (required), radius.
osm_industrialC
Find industrial sites, power plants, and refineries in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
osm_infrastructureB
Find roads, bridges, and railways in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
osm_militaryB
Find military facilities (bases, airfields, barracks, bunkers, checkpoints, ranges) in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
osm_queryB
Run a custom Overpass QL query against OpenStreetMap data. Returns GeoJSON-like elements.
Inputs: query (required), timeout.
osm_waterB
Find water bodies, rivers, streams, and dams in a bounding box.
Inputs: east (required), west (required), north (required), south (required).
planet_metadataC
Get detailed metadata for a Planet Labs item. Requires PLANET_API_KEY.
Inputs: item_id (required), item_type.
planet_searchA
Search Planet Labs satellite imagery catalog — daily 3m resolution global coverage. Requires PLANET_API_KEY.
Inputs: lat (required), lng (required), end_date (required), start_date (required), +3 more.
planet_statsB
Get Planet imagery coverage statistics for an area. Requires PLANET_API_KEY.
Inputs: lat (required), lng (required), end_date (required), start_date (required), +1 more.
planet_thumbnailB
Get thumbnail preview URL for a Planet Labs item. Requires PLANET_API_KEY.
Inputs: item_id (required), item_type.
pop_age_structureB
Population age structure reference for a country — age groups relevant for demographic and intelligence analysis.
Inputs: country (required).
pop_densityB
Get population density estimate for a coordinate or country using WorldPop data.
Inputs: lat, lng, country.
pop_displacementC
Get displaced population data for a country from UNHCR.
Inputs: country (required).
pop_growthC
Population growth data for a country from UN World Population Prospects.
Inputs: country (required).
pop_urbanA
Get urbanization and city data for a coordinate — nearby urban areas and their characteristics.
Inputs: lat (required), lng (required), radius_km.
quake_areaB
Get earthquakes within a bounding box over a specified time period.
Inputs: east (required), west (required), north (required), south (required), +2 more.
quake_detailA
Get detailed information about a specific earthquake by USGS event ID.
Inputs: event_id (required).
quake_recentA
Get recent earthquakes worldwide, filtered by minimum magnitude. Returns location, magnitude, depth, tsunami warning, and alert level.
Inputs: limit, min_magnitude.
quake_searchB
Search earthquakes by date range, magnitude, and geographic region.
Inputs: end_date (required), start_date (required), east, west, +5 more.
quake_statsA
Earthquake statistics for a time period and optional region — magnitude distribution, deepest, strongest, averages.
Inputs: days, east, west, north, +1 more.
sanctions_changesB
Check for recent changes to the OFAC sanctions list.
Inputs: no named parameters.
sanctions_countryA
Get sanctions program summary for a country — sanction level, programs, and restrictions.
Inputs: country (required).
sanctions_entityB
Check sanctions status for a specific entity or individual.
Inputs: name (required), type.
sanctions_searchB
Search OFAC SDN sanctions list for a name, entity, or organization.
Inputs: query (required).
sanctions_vesselB
Check if a vessel is on sanctions lists by IMO number or vessel name.
Inputs: identifier (required).
satellite_list_sourcesA
List all satellite-mcp data sources, their API key configuration status, and tool counts. Returns a summary of all 27 categories and 161 tools.
Inputs: no named parameters.
sentinel_bandsA
Reference table of all 13 Sentinel-2 MSI spectral bands with wavelengths and resolutions.
Inputs: no named parameters.
sentinel_coverageC
Sentinel-2 coverage and revisit information for a location.
Inputs: lat (required), lng (required).
sentinel_download_urlA
Get download URL for a Sentinel-2 product. Requires Copernicus authentication.
Inputs: product_id (required).
sentinel_latestB
Find the most recent cloud-free Sentinel-2 image for a location.
Inputs: lat (required), lng (required), max_cloud.
sentinel_metadataB
Get detailed metadata for a Sentinel-2 product by ID.
Inputs: product_id (required).
sentinel_quicklookC
Get quicklook (thumbnail preview) URL for a Sentinel-2 product.
Inputs: product_id (required).
sentinel_searchB
Search Sentinel-2 satellite imagery by location, date range, and cloud cover percentage.
Inputs: lat (required), lng (required), end_date (required), start_date (required), +2 more.
sentinel_timelineA
Get available Sentinel-2 image dates for a location over the past year.
Inputs: lat (required), lng (required), months.
ship_areaB
Get all vessels in a bounding box area using AIS data.
Inputs: east (required), west (required), north (required), south (required).
ship_darkB
Detect AIS gap events (dark periods) for a vessel — potential sanctions evasion or illegal activity.
Inputs: end_date (required), vessel_id (required), start_date (required), min_gap_hours.
ship_encountersB
Detect ship-to-ship encounters and transfers for a vessel — potential at-sea transshipment.
Inputs: vessel_id (required), end_date, start_date.
ship_fishingA
Analyze fishing activity in an area over a date range — fishing hours, vessel count, top flag states.
Inputs: east (required), west (required), north (required), south (required), +2 more.
ship_port_visitsB
Get port visit history for a vessel.
Inputs: vessel_id (required).
ship_positionB
Get last known position for a vessel by GFW vessel ID.
Inputs: vessel_id (required).
ship_searchA
Search for vessels by name, MMSI, or IMO number using Global Fishing Watch.
Inputs: query (required).
ship_trackA
Get vessel movement history (GPS track) over a date range.
Inputs: end_date (required), vessel_id (required), start_date (required).
space_debrisB
Track space debris objects from known fragmentation events.
Inputs: group.
space_overheadC
List satellites currently overhead at a location. Requires N2YO API key.
Inputs: lat (required), lng (required), radius, category.
space_passesB
Predict visible satellite passes over a location. Requires N2YO API key.
Inputs: lat (required), lng (required), norad_id (required), days, +1 more.
space_satellitesC
List active satellites by category — communications, weather, military, science, navigation, starlink, or stations.
Inputs: category (required).
space_starlinkA
Get Starlink constellation status — total satellites, orbital statistics, newest and oldest launches.
Inputs: no named parameters.
space_tleB
Get TLE (Two-Line Element) orbital data for a satellite by NORAD catalog number.
Inputs: norad_id (required).
spectral_bsiA
Calculate Bare Soil Index (BSI) from SWIR, Red, NIR, and Blue band reflectance values. BSI = ((SWIR + Red) - (NIR + Blue)) / ((SWIR + Red) + (NIR + Blue)). Values range from -1 to 1. Used for mapping exposed soil, desertification monitoring, and distinguishing bare soil from vegetated and built-up areas.
Inputs: nir (required), red (required), blue (required), swir (required).
spectral_customA
Evaluate a custom band math expression using a safe expression parser. Supports basic arithmetic (+, -, *, /), parentheses, numeric literals, and band variable names. Example: expression "(b4 - b3) / (b4 + b3)" with bands {"b3": 0.2, "b4": 0.8} computes NDVI. No eval() is used — the expression is parsed with a secure recursive-descent parser that only permits numbers, named band variables, arithmetic operators, and parentheses.
Inputs: bands (required), expression (required).
spectral_eviA
Calculate Enhanced Vegetation Index (EVI) from NIR, Red, and Blue band reflectance values. EVI = 2.5 * (NIR - Red) / (NIR + 6Red - 7.5Blue + 1). EVI improves on NDVI by correcting for atmospheric and soil background influences. Particularly useful in high-biomass regions where NDVI saturates.
Inputs: nir (required), red (required), blue (required).
spectral_nbrA
Calculate Normalized Burn Ratio (NBR) from NIR and SWIR band reflectance values. NBR = (NIR - SWIR) / (NIR + SWIR). Values range from -1 to 1. Used for mapping wildfire burn severity and monitoring post-fire recovery. Can also be differenced between pre- and post-fire imagery (dNBR) for severity assessment.
Inputs: nir (required), swir (required).
spectral_ndbiA
Calculate Normalized Difference Built-up Index (NDBI) from SWIR and NIR band reflectance values. NDBI = (SWIR - NIR) / (SWIR + NIR). Values range from -1 to 1. Used for mapping urban areas and built-up land. Higher values indicate denser built-up areas.
Inputs: nir (required), swir (required).
spectral_ndviA
Calculate Normalized Difference Vegetation Index (NDVI) from NIR and Red band reflectance values. NDVI = (NIR - Red) / (NIR + Red). Values range from -1 to 1. Widely used for assessing vegetation health, density, and agricultural monitoring.
Inputs: nir (required), red (required).
spectral_ndwiA
Calculate Normalized Difference Water Index (NDWI) from Green and NIR band reflectance values. NDWI = (Green - NIR) / (Green + NIR). Values range from -1 to 1. Used for detecting water bodies, assessing flood extent, and monitoring drought conditions.
Inputs: nir (required), green (required).
spectral_saviA
Calculate Soil Adjusted Vegetation Index (SAVI) from NIR and Red band reflectance values. SAVI = ((NIR - Red) / (NIR + Red + L)) * (1 + L), where L is the soil brightness correction factor. Default L = 0.5 is suitable for intermediate vegetation cover. L = 0 reduces SAVI to NDVI; L = 1 is for very low vegetation cover. Used in arid/semi-arid regions where soil background significantly affects NDVI.
Inputs: nir (required), red (required), l.
terrain_elevationB
Get the elevation (altitude above sea level) at a given geographic coordinate using the Open Elevation API.
Inputs: lat (required), lng (required).
terrain_flood_riskA
Assess flood risk at a given location based on its elevation relative to a reference water level. Returns risk classification and descriptive assessment.
Inputs: lat (required), lng (required), water_level_m.
terrain_profileB
Generate an elevation profile between two geographic points. Returns sampled elevations along the path with distance and elevation statistics.
Inputs: lat1 (required), lat2 (required), lng1 (required), lng2 (required), +1 more.
terrain_prominenceA
Find the highest and lowest points in a bounding box area by querying a grid of elevation points. Useful for terrain prominence and relief analysis.
Inputs: east (required), west (required), north (required), south (required), +1 more.
terrain_slopeB
Calculate the slope (gradient) between two geographic points, including angle in degrees, percentage, and terrain classification.
Inputs: lat1 (required), lat2 (required), lng1 (required), lng2 (required).
terrain_viewshedB
Line of sight analysis between two points. Determines if an observer at point A can see a target at point B, considering terrain elevation along the path.
Inputs: lat1 (required), lat2 (required), lng1 (required), lng2 (required), +2 more.
trade_balanceB
Calculate trade balance between two countries — exports minus imports.
Inputs: year (required), country (required), partner (required).
trade_commodityA
Get global trade data for a specific commodity (HS code).
Inputs: year (required), commodity (required), reporter.
trade_flowA
Get bilateral trade data between two countries — import/export values by commodity.
Inputs: year (required), partner (required), reporter (required), flow.
trade_partnersC
Get top trade partners for a country.
Inputs: year (required), country (required), flow.
trade_timeseriesB
Get trade volume time series for a country pair over multiple years.
Inputs: partner (required), end_year (required), reporter (required), start_year (required).
weather_currentA
Get current weather conditions at a coordinate including temperature, humidity, wind, pressure, cloud cover, and precipitation.
Inputs: lat (required), lng (required).
weather_forecastA
Get 7-day weather forecast for a coordinate with daily temperature, precipitation, wind, sunrise, and sunset.
Inputs: lat (required), lng (required).
weather_historicalA
Get historical weather data for a specific date and location.
Inputs: lat (required), lng (required), date (required).
weather_satellite_windowA
Find optimal satellite imaging windows (low cloud cover periods) for a location over the next N days.
Inputs: lat (required), lng (required), days.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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TDQS
Scored across 171 tools
Tools are organized by clear category prefixes (e.g., agri_, aircraft_, conflict_) with distinct operations. A few clusters like firms_active_area/country/point and aircraft_live/search have overlapping purposes but descriptions differentiate by query method. Overall, most tools are easily distinguishable.
All tool names follow a consistent category_verb_noun pattern in snake_case (e.g., geo_distance, change_burn). No mixing of camelCase or other conventions. Even special tools like satellite_list_sources fit the pattern. Exceptional consistency across 171 tools.
171 tools is excessive for a single MCP server. Many tools could be merged with parameters (e.g., spectral indices, change detection indexes, FIRMS queries). This volume overwhelms agent tool selection and increases cognitive load, reducing practical coherence.
The server covers an extremely broad range of domains (agriculture, conflict, cyber, environment, trade, weather, etc.) with thorough sub-tool sets. Missing a few niche capabilities (e.g., flood mapping from satellite imagery, refined demographic data) but overall feels complete for its intended scope.
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