Data Sources
Beholder aggregates 80+ open-source intelligence feeds across 10 categories. Each connector runs on its own schedule, ingesting and normalizing data into a unified event stream.
Telemetry
8 sourcesReal-time position tracking for aircraft, vessels, and satellites
Open ADS-B aircraft surveillance data. Global coverage via volunteer receivers.
opensky-network.org
Unfiltered ADS-B data including military and government aircraft.
adsb.lol
Dedicated military aircraft tracking feed. Filtered for defense-relevant transponders.
adsb.lol
Commercial flight tracking with aircraft type and route metadata.
flightradar24.com
Live AIS vessel position streaming via WebSocket.
aisstream.io
Automatic Identification System vessel tracking. Bulk historical data import.
marinecadastre.gov
Two-Line Element sets for 20,000+ satellites. Stations, Starlink, GPS, Galileo, weather.
celestrak.org
Satellite pass predictions and real-time orbital positions via REST API.
n2yo.com
Threats & Conflict
5 sourcesArmed conflict, geopolitical events, and crisis mapping
Monitors 250,000+ news sources in 100+ languages. Event extraction, sentiment, and theme classification.
gdeltproject.org
Uppsala Conflict Data Program. State-based, non-state, and one-sided violence events worldwide.
ucdp.uu.se
Stockholm International Peace Research Institute. Military spending and arms transfer data.
sipri.org
Crisis mapping for conflict zones. Real-time incident reports with geolocation.
liveuamap.com
Most Wanted fugitives, terrorists, and cyber criminals with geolocation data.
fbi.gov
Natural Hazards
12 sourcesEarthquakes, wildfires, disasters, and extreme weather
Real-time earthquake data. Magnitude, depth, location, and tsunami advisories.
earthquake.usgs.gov
European-Mediterranean seismic data. Global earthquake monitoring network.
seismicportal.eu
Volcanic eruption alerts, ash advisories, and monitoring station data.
volcanoes.usgs.gov
Fire Information for Resource Management. MODIS and VIIRS active fire detections.
firms.modaps.eosdis.nasa.gov
Canadian Wildland Fire Information System. Active fire perimeters and hotspots.
cwfis.cfs.nrcan.gc.ca
Earth Observatory Natural Event Tracker. Wildfires, storms, volcanic activity.
eonet.gsfc.nasa.gov
Global Disaster Alerting Coordination System. Multi-hazard alerts with severity levels.
gdacs.org
National Hurricane Center tropical storm and cyclone tracking with cone forecasts.
nhc.noaa.gov
National Weather Service warnings, watches, and advisories across all US zones.
weather.gov
Integrated Public Alert and Warning System. Emergency alerts and disaster declarations.
fema.gov
Global flood forecasting. River discharge predictions and flood risk assessments.
open-meteo.com
Natural Resources Canada seismic monitoring network.
earthquakescanada.nrcan.gc.ca
Weather & Climate
6 sourcesForecasts, space weather, and grid monitoring
National Weather Service detailed forecasts and conditions for US locations.
weather.gov
Current weather conditions for major cities worldwide. Temperature, wind, precipitation.
openweathermap.org
Solar flares, geomagnetic storms, and space weather impacts on GPS and communications.
swpc.noaa.gov
Power grid carbon intensity and generation mix. Infrastructure stress indicators.
electricitymaps.com
Environment Canada severe weather warnings and advisories.
weather.gc.ca
Air Quality Health Index readings across Canadian monitoring stations.
weather.gc.ca
Environment & Health
9 sourcesAir quality, radiation, disease outbreaks, and biodefense
Global air quality measurements. PM2.5, PM10, O3, NO2, SO2, CO from 10,000+ stations.
openaq.org
Open environmental radiation monitoring network. Crowdsourced sensor data.
safecast.org
Disease Outbreak News. Global health emergencies, epidemics, and pandemic monitoring.
who.int
Wastewater surveillance for pathogen detection. Early warning for outbreaks.
cdc.gov
World Food Programme food security monitoring. Real-time hunger and malnutrition data.
hungermap.wfp.org
World Animal Health Information System. Zoonotic and livestock disease reporting.
wahis.woah.org
Registry of clinical studies. Phase tracking, FDA approval pipeline monitoring.
clinicaltrials.gov
Drug, device, and food recalls. Safety alerts and enforcement actions.
open.fda.gov
Water level and flow monitoring across Canadian rivers and watersheds.
wateroffice.ec.gc.ca
Cyber & Infrastructure
16 sourcesInternet health, threat intelligence, and network infrastructure
Internet Outage Detection & Analysis. BGP monitoring, active probing, darknet telescope.
ioda.inetintel.cc.gatech.edu
Open Observatory of Network Interference. Internet censorship measurement.
ooni.org
BGP routing anomalies, prefix hijacks, and route leak detection.
bgpstream.com
Cloud and SaaS provider incident tracking. AWS, GCP, Azure, GitHub, and more.
Various
Internet exchange point data and peering infrastructure mapping.
peeringdb.com
Global network measurement infrastructure. Latency, routing, and connectivity probes.
atlas.ripe.net
Open Threat Exchange pulse feed. Indicators of compromise and threat actor intelligence.
otx.alienvault.com
Known Exploited Vulnerabilities catalog. Mandatory patching deadlines for federal agencies.
cisa.gov
Indicators of compromise database. Malware, C2 servers, and botnet tracking.
threatfox.abuse.ch
Feodo/Dridex/Emotet command and control server tracking.
feodotracker.abuse.ch
Malware distribution URL database. Active threat URL takedown coordination.
urlhaus.abuse.ch
Community-verified phishing URL database with status tracking.
phishtank.org
Command and control infrastructure tracking. Cobalt Strike, Metasploit, and more.
github.com/montysecurity
Cisco Talos threat intelligence. IP and domain reputation data.
talosintelligence.com
Notices to Air Missions. Temporary flight restrictions, airspace closures, hazard areas.
faa.gov
Federal website compliance monitoring. HTTPS, accessibility, and uptime status.
api.gsa.gov
Financial & Economic
7 sourcesMarkets, currencies, economic indicators, and prediction markets
European Central Bank reference rates for 160+ currencies. Devaluation and instability tracking.
ecb.europa.eu
Stock quotes, insider transactions, and company financials. Congressional trade correlation.
finnhub.io
Federal Reserve Economic Data. Yield curves, unemployment, CPI, GDP, and recession indicators.
fred.stlouisfed.org
Prediction market odds for geopolitical events, elections, conflicts, and policy decisions.
polymarket.com
Regulated event contracts for economic indicators, policy outcomes, and elections.
kalshi.com
Play-money prediction market. Broad coverage of politics, tech, and world events.
manifold.markets
Congressional stock trading disclosures. Buy/sell timing, sector exposure, late filers.
capitoltrades.com
Defense & Government
16 sourcesContracts, arms sales, grants, legislation, and transparency
Department of Defense contract announcements with contractor, value, and scope details.
defense.gov
Defense Security Cooperation Agency foreign military sales notifications.
dsca.mil
System for Award Management. Federal procurement opportunities and entity registrations.
sam.gov
Federal contract award data. Awardee, dollar amount, and place of performance.
sam.gov
Debarred and suspended entities excluded from federal procurement.
sam.gov
Federal spending data. Grant awards, contracts, loans by agency and recipient.
usaspending.gov
Federal grant opportunities. Open, closed, and forecasted funding announcements.
grants.gov
Development projects, lending data, and governance indicators.
worldbank.org
European research funding database. Horizon Europe and framework programme projects.
cordis.europa.eu
Bills, votes, amendments, and committee activity across both chambers.
congress.gov
Defense industry news and analysis via RSS feed.
defensenews.com
FOIA request tracking and released documents. Government transparency monitoring.
muckrock.com
Agency FOIA statistics. Processing times, backlogs, and exemption usage.
foia.gov
Refugee and displacement data. Population movements and asylum statistics.
unhcr.org
Humanitarian situation reports, appeals, and disaster response coordination.
reliefweb.int
Foreign aid and development finance tracking. Chinese lending, BRI projects.
aiddata.org
OSINT & News
8 sourcesMedia monitoring, fact-checking, and novelty indices
Multi-source RSS feed aggregation. Defense, security, and geopolitical news.
Various
Cybersecurity news and vulnerability disclosures via RSS feed.
thehackernews.com
Security advisories, ransomware reports, and data breach coverage.
bleepingcomputer.com
Internet Storm Center threat summaries and handler diaries.
isc.sans.edu
Claim review aggregation from fact-checking organizations worldwide.
toolbox.google.com
Embassies, military bases, critical infrastructure from OpenStreetMap.
openstreetmap.org
Late-night pizza delivery orders near the Pentagon as a crisis activity proxy.
beholder.me
Waffle House store operational status as a disaster severity indicator.
beholder.me