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koala73-mcp
Live markets, conflicts, country risk, chokepoints, energy, and China decision signals. 74 tools.
Tools
74
GitHub stars
85,565
Installs / wk
—
Licence
AGPL-3.0
Transport
streamable-http
Last checked
20h ago
Tools & capabilities
74 toolsRead from the running server on 20h ago.
analyze_situation
read-only
query*contextjmespathframework
AI geopolitical situation analysis (DeductionPanel). AI geopolitical situation analysis (DeductionPanel).
classify_event
read-only
text*jmespath
Classify a supplied news headline or short text into a threat category and severity via the enum-validated WorldMonitor Classify a supplied news headline or short text into a threat category and severity via the enum-validated WorldMonitor
describe_tool
read-only
jmespathtool_name*
Return the full uncompressed definition of one tool by name. Return the full uncompressed definition of one tool by name.
extract_entities
read-only
textlimitvariantcategoryjmespath
Extract named entities deterministically — registry entities (companies, indices, commodities, crypto, sectors, countr Extract named entities deterministically — registry entities (companies, indices, commodities, crypto, sectors, countr
generate_forecasts
read-only
domainregionjmespath
Generate live AI geopolitical and economic forecasts. Generate live AI geopolitical and economic forecasts.
get_airspace
read-only
typejmespathcountry_code*
Live ADS-B aircraft over a country. Live ADS-B aircraft over a country.
get_alert_digest
read-only
viewjmespath
Cross-domain alert digest: everything that tripped a threshold today, in one rollup. Cross-domain alert digest: everything that tripped a threshold today, in one rollup.
get_aviation_status
read-only
iatalimitcountrysummaryjmespathdisrupted_only
Airport delays, NOTAM airspace closures, and tracked military aircraft. Airport delays, NOTAM airspace closures, and tracked military aircraft.
get_china_decision_signals
read-only
jmespath
Return the bounded six-domain China decision-signal snapshot used by the public country summary. Return the bounded six-domain China decision-signal snapshot used by the public country summary.
get_chokepoint_dependencies
read-only
page_sizechokepoint_id*
An absent score means insufficient coverage, never zero risk. An absent score means insufficient coverage, never zero risk.
get_chokepoint_status
read-only
limitdatasetsummaryjmespathchokepoint
Live maritime chokepoint status: per-chokepoint vessel transit counts (10-min cadence), rolling transit summaries, per-p Live maritime chokepoint status: per-chokepoint vessel transit counts (10-min cadence), rolling transit summaries, per-p
get_climate_data
read-only
limitcountrydatasetsummaryjmespath
Climate intelligence: temperature/precipitation anomalies (vs 30-year WMO normals), climate-relevant disaster alerts (Re Climate intelligence: temperature/precipitation anomalies (vs 30-year WMO normals), climate-relevant disaster alerts (Re
get_commodity_geo
read-only
countrymineraljmespath
Global mining sites with coordinates, operator, mineral type, and production status. Global mining sites with coordinates, operator, mineral type, and production status.
get_company_intelligence
read-only
nameviewformslimitqueryticker
+4
Per-company corporate intelligence from SEC EDGAR and market data. Per-company corporate intelligence from SEC EDGAR and market data.
get_conflict_events
read-only
limitcountrysummaryjmespathmin_fatalities
Active armed conflict events (UCDP, Iran), unrest events with geo-coordinates, and country risk scores. Active armed conflict events (UCDP, Iran), unrest events with geo-coordinates, and country risk scores.
get_consumer_prices
read-only
jmespathcountry_code*
Per-country consumer-prices intelligence: 30-day overview, category-level inflation, retailer spread (essentials basket) Per-country consumer-prices intelligence: 30-day overview, category-level inflation, retailer spread (essentials basket)
get_country_brief
read-only
jmespathframeworkallow_stalecountry_code*
AI-generated per-country intelligence brief. AI-generated per-country intelligence brief.
get_country_macro
read-only
limitsummaryjmespathcountries
Per-country macroeconomic indicators from IMF WEO (~210 countries, monthly cadence). Per-country macroeconomic indicators from IMF WEO (~210 countries, monthly cadence).
get_country_risk
read-only
jmespathcountry_code*
Structured risk intelligence for a specific country: the Composite Instability Index at cii.combinedScore (0-100), its f Structured risk intelligence for a specific country: the Composite Instability Index at cii.combinedScore (0-100), its f
get_cyber_threats
read-only
limitcountrysummaryjmespaththreat_typemin_severity
Active cyber threat intelligence: malware IOCs (URLhaus, Feodotracker), CISA known exploited vulnerabilities, and active Active cyber threat intelligence: malware IOCs (URLhaus, Feodotracker), CISA known exploited vulnerabilities, and active
get_defense_industrial_base
read-only
jmespathcountry_code*
Return one country's latest World Bank military-capacity indicators and SIPRI-derived five-year arms-supplier shares and Return one country's latest World Bank military-capacity indicators and SIPRI-derived five-year arms-supplier shares and
get_demographics_capability
read-only
jmespathcountry_code*
Country demographics capability observations from UN WPP, World Bank/UNESCO UIS, and ILOSTAT. Country demographics capability observations from UN WPP, World Bank/UNESCO UIS, and ILOSTAT.
get_displacement_data
read-only
limitsummaryjmespathcountries
Refugee and IDP counts by country (UNHCR annual data). Refugee and IDP counts by country (UNHCR annual data).
get_economic_data
read-only
limitcountrydatasetsummaryjmespath
China macro: official-only 12-series; 5 NBS/SAFE ingestible, PBoC/GACC unavailable, no proxies; see launchReady/status. China macro: official-only 12-series; 5 NBS/SAFE ingestible, PBoC/GACC unavailable, no proxies; see launchReady/status.
get_energy_intelligence
read-only
limitcountrydatasetsummaryjmespath
Energy supply, prices, storage, disruptions, and policy: EIA petroleum stocks, electricity prices (Ember), gas storage ( Energy supply, prices, storage, disruptions, and policy: EIA petroleum stocks, electricity prices (Ember), gas storage (
get_eu_housing_cycle
read-only
limitsummaryjmespathcountries
Eurostat annual house price index (prc_hpi_a, base 2015=100) for all 27 EU members plus EA20 and EU27_2020 aggregates. Eurostat annual house price index (prc_hpi_a, base 2015=100) for all 27 EU members plus EA20 and EU27_2020 aggregates.
get_eu_industrial_production
read-only
limitsummaryjmespathcountries
Eurostat monthly industrial production index (sts_inpr_m, NACE B-D industry excl. Eurostat monthly industrial production index (sts_inpr_m, NACE B-D industry excl.
get_eu_quarterly_gov_debt
read-only
limitsummaryjmespathcountries
Eurostat quarterly general government gross debt (gov_10q_ggdebt, %GDP) for all 27 EU members plus EA20 and EU27_2020 ag Eurostat quarterly general government gross debt (gov_10q_ggdebt, %GDP) for all 27 EU members plus EA20 and EU27_2020 ag
get_five_factor_scorecard
read-only
presetmembersjmespathcountry_code
Return the frozen v1 food, energy, demographics, technology, and defense scorecard for exactly one country or bloc. Return the frozen v1 food, energy, demographics, technology, and defense scorecard for exactly one country or bloc.
get_focal_points
read-only
limitjmespathcountry_code
Focal-point detection: entities where news coverage and live map signals converge, ranked by multi-signal score. Focal-point detection: entities where news coverage and live map signals converge, ranked by multi-signal score.
get_food_stocks
read-only
jmespathcommoditycountry_code*
USDA PSD cereal stocks-to-use by marketing year. USDA PSD cereal stocks-to-use by marketing year.
get_forecast_predictions
read-only
limitdomainregionsummaryjmespath
AI-generated geopolitical and economic forecasts from WorldMonitor's predictive models. AI-generated geopolitical and economic forecasts from WorldMonitor's predictive models.
get_forecast_scorecard
read-only
summaryjmespath
Forecast resolution scorecard with calibration, Brier/log score, domain and generation-origin breakdowns, and pending/ju Forecast resolution scorecard with calibration, Brier/log score, domain and generation-origin breakdowns, and pending/ju
get_health_signals
read-only
limitcountrydiseasemin_aqisummaryjmespath
+1
Active disease outbreaks (WHO/ECDC etc.) and global air-quality station readings (OpenAQ/WAQI PM2.5). Active disease outbreaks (WHO/ECDC etc.) and global air-quality station readings (OpenAQ/WAQI PM2.5).
get_hotspot_escalation
read-only
limitjmespathhotspot_id
Hotspot escalation scores: the 29 curated intelligence hotspots ranked by dynamic escalation on a 1-5 scale. Hotspot escalation scores: the 29 curated intelligence hotspots ranked by dynamic escalation on a 1-5 scale.
get_imd_cyclone_marine
read-only
limitdatasetsummaryjmespath
Bounded India Meteorological Department cyclone tracks, forecast wind radii, cones of uncertainty, and official port / s Bounded India Meteorological Department cyclone tracks, forecast wind radii, cones of uncertainty, and official port / s
get_infrastructure_status
read-only
limitcountrysummaryjmespathseverity
Internet infrastructure health: Cloudflare Radar outages and service status for major cloud providers and internet servi Internet infrastructure health: Cloudflare Radar outages and service status for major cloud providers and internet servi
get_intel_timeline
read-only
tofromlimitdomaincountryjmespath
Reverse-chronological read of WorldMonitor's accumulating intelligence-event history for one domain or country (Pro). Reverse-chronological read of WorldMonitor's accumulating intelligence-event history for one domain or country (Pro).
get_keyword_spikes
read-only
limitjmespathmin_countwindow_hours
Keyword/CVE/APT spikes vs baseline, each with sourceNames and {title, source, link}. Keyword/CVE/APT spikes vs baseline, each with sourceNames and {title, source, link}.
get_maritime_activity
read-only
jmespathcountry_code*
Live vessel traffic and maritime disruptions for a country's waters. Live vessel traffic and maritime disruptions for a country's waters.
get_market_data
read-only
limitsummarysymbolsjmespathasset_class
Real-time equity quotes, commodity prices, SGE physical-vs-COMEX premiums, physical-divergence regimes and trends, crypt Real-time equity quotes, commodity prices, SGE physical-vs-COMEX premiums, physical-divergence regimes and trends, crypt
get_military_posture
read-only
limitsummarytheaterjmespathposture_level
Theater posture assessment and military risk scores. Theater posture assessment and military risk scores.
get_military_surge
read-only
theaterjmespath
Military surge watch: theater aircraft postures, foreign-presence detections, and seeder-computed surge alerts. Military surge watch: theater aircraft postures, foreign-presence detections, and seeder-computed surge alerts.
get_mineral_production
read-only
iso2stagejmespathcommodity
Who mines and who refines a commodity, with country shares and HHI. Who mines and who refines a commodity, with country shares and HHI.
get_natural_disasters
read-only
limitdatasetsummaryjmespathactive_onlymin_magnitude
Recent M4.5+ earthquakes (USGS and Earthquakes Canada / NRCan), active wildfires (NASA FIRMS), and natural hazard events Recent M4.5+ earthquakes (USGS and Earthquakes Canada / NRCan), active wildfires (NASA FIRMS), and natural hazard events
get_news_clusters
read-only
limitqueryvariantcategoryjmespathmin_sources
Current topic clusters over the live headline digest, computed with the same Jaccard clustering the dashboard uses. Current topic clusters over the live headline digest, computed with the same Jaccard clustering the dashboard uses.
get_news_intelligence
read-only
limitquerytopiccountrysummarycategory
+3
AI-classified geopolitical threat news summaries, GDELT intelligence signals, cross-source signals including physical-pr AI-classified geopolitical threat news summaries, GDELT intelligence signals, cross-source signals including physical-pr
get_population_exposure
read-only
latlonmodelimitjmespathradius_km
+1
Population exposure: estimated people within the impact radius of active earthquakes, wildfires, and conflict events. Population exposure: estimated people within the impact radius of active earthquakes, wildfires, and conflict events.
get_positive_events
read-only
limitsummarycategoryjmespath
Positive geopolitical events: diplomatic agreements, humanitarian aid, development milestones, and peace initiatives wor Positive geopolitical events: diplomatic agreements, humanitarian aid, development milestones, and peace initiatives wor
get_prediction_markets
read-only
limitquerysourcesummarycategoryjmespath
Prediction markets: geopolitical/elections, tagged tech (AI/crypto/science), finance/economics or untagged fallback. Prediction markets: geopolitical/elections, tagged tech (AI/crypto/science), finance/economics or untagged fallback.
get_procurement_opportunities
read-only
sortbuyerquerycursorsourcecountry
+6
Search open global public-procurement opportunities through the canonical Pro route. Search open global public-procurement opportunities through the canonical Pro route.
get_radiation_data
read-only
limitcountrysummaryjmespathanomalous_only
Radiation observation levels from global monitoring stations. Radiation observation levels from global monitoring stations.
get_research_signals
read-only
typelimitsourcesummaryjmespath
Tech and research event signals: emerging technology events bootstrap data from curated research feeds. Tech and research event signals: emerging technology events bootstrap data from curated research feeds.
get_resilience_indicators
read-only
country_code*
Explain one country's resilience score across all 72 registered indicators. Explain one country's resilience score across all 72 registered indicators.
get_sanctions_data
read-only
limitquerycountrysummaryjmespathentity_type
OFAC SDN sanctioned entities list and sanctions pressure scores by country. OFAC SDN sanctioned entities list and sanctions pressure scores by country.
get_signal_convergence
read-only
latlonjmespathradius_kmmin_domains
Geographic signal convergence: grid cells where protests, military activity, naval movements, and earthquakes co-occur. Geographic signal convergence: grid cells where protests, military activity, naval movements, and earthquakes co-occur.
get_similar_events
read-only
limitdomaincountryjmespathsituation*
Historical precedents for a situation you describe, drawn from WorldMonitor's accumulating event store (Pro). Historical precedents for a situation you describe, drawn from WorldMonitor's accumulating event store (Pro).
get_social_velocity
read-only
limitsummaryjmespathsubreddit
Reddit geopolitical social velocity: top posts from worldnews, geopolitics, and related subreddits with engagement score Reddit geopolitical social velocity: top posts from worldnews, geopolitics, and related subreddits with engagement score
get_sources
read-only
kindrisktierviewlimitquery
+3
WorldMonitor's live source inventory, for deciding whether and how far to trust what the other tools return. WorldMonitor's live source inventory, for deciding whether and how far to trust what the other tools return.
get_supply_chain_data
read-only
limitdatasetsummaryjmespathreportercommodity
Dry bulk shipping stress index, customs revenue flows, and COMTRADE bilateral trade data. Dry bulk shipping stress index, customs revenue flows, and COMTRADE bilateral trade data.
get_supply_vulnerabilities
read-only
country_code*
An absent score means insufficient evidence, never zero risk. An absent score means insufficient evidence, never zero risk.
get_tariff_trends
read-only
limitcountrydatasetsummaryjmespath
Global trade and pricing indicators: US tariff trends (HTS-coded), BigMac index, FAO Food Price Index, and per-country n Global trade and pricing indicators: US tariff trends (HTS-coded), BigMac index, FAO Food Price Index, and per-country n
get_temporal_anomalies
read-only
typelimitregionsummaryjmespathmin_severity
Temporal anomaly watch: current event counts vs day-of-week and seasonal baselines, scored by z-score severity. Temporal anomaly watch: current event counts vs day-of-week and seasonal baselines, scored by z-score severity.
get_test_site_seismicity
read-only
sitelimitsummaryjmespathmin_concern
Nuclear test-site seismic monitor: USGS earthquakes near known test sites scored for proliferation concern. Nuclear test-site seismic monitor: USGS earthquakes near known test sites scored for proliferation concern.
get_toronto_calls_attended
read-only
yearlimitsummarydivisionjmespathneighbourhood
Bounded Toronto Police Service Calls for Service Attended annual aggregates. Bounded Toronto Police Service Calls for Service Attended annual aggregates.
get_toronto_reported_occurrences
read-only
limitoffencesummarydivisionjmespathneighbourhood
Bounded Toronto Police Service Major Crime Indicators rows. Bounded Toronto Police Service Major Crime Indicators rows.
get_world_brief
read-only
jmespathgeo_context
Citation-grounded world intelligence brief from the same precomputed news:insights:v1 snapshot used by the dashboard. Citation-grounded world intelligence brief from the same precomputed news:insights:v1 snapshot used by the dashboard.
get_wto_trade_flows
read-only
yearsjmespathreporter
WTO merchandise trade flows for one reporting country versus the World, over a configurable year window. WTO merchandise trade flows for one reporting country versus the World, over a configurable year window.
list_five_factor_scorecards
read-only
jmespath
List compact v1 scorecards; read hasScore first because false makes numeric zero an insufficient-data placeholder. List compact v1 scorecards; read hasScore first because false makes numeric zero an insufficient-data placeholder.
list_x_feed
read-only
limittopicaccountjmespath
Curated public news-account posts from monitored X accounts. Curated public news-account posts from monitored X accounts.
search_flight_prices_by_date
read-only
origin*end_date*jmespathpassengersstart_date*cabin_class
+4
Search Google Flights date-grid pricing across a date range. Search Google Flights date-grid pricing across a date range.
search_flights
read-only
origin*sort_byjmespathmax_stopspassengerscabin_class
+3
Search Google Flights for real-time flight options between two airports on a specific date. Search Google Flights for real-time flight options between two airports on a specific date.
search_intel_history
read-only
tofromlimitquery*domaincountry
+1
Semantic search over WorldMonitor's accumulating store of past intelligence events (Pro), ranked by similarity. Semantic search over WorldMonitor's accumulating store of past intelligence events (Pro), ranked by similarity.
simulate_infrastructure_cascade
read-only
jmespathsource_iddisruption_level