World Intelligence MCP Server
Real-time global intelligence across 30+ domains with 160 MCP tools, a live ops-center dashboard, a CLI, and a Qdrant vector store for enterprise-grade semantic search across accumulated intelligence. All data comes from free, public APIs: no paid subscriptions required.
Built for AI agents that need world awareness: market conditions, geopolitical risk, military posture, aircraft-cohort early warning, refugee and migration flows, supply chain disruptions, cyber threats, and more — all queryable via the Model Context Protocol. The vector store enables natural language queries like "military activity near Taiwan" or "cyber threats targeting healthcare" across all historical data.
For research, the collector keeps a dated history of what it captures. Each observation carries the period it describes, the publisher's release date when known, and when it was saved, so earlier copies, revised values, lagged correlations between series and any past day can be queried, and collection health is measured from the collector's run log rather than inferred from cache freshness. The server also exposes 29 MCP prompts (worked research questions, each naming the tools it needs and the limit to respect) and 3 MCP resources: a research guide generated from the live tool registry (intel://guide), a measures glossary (intel://guide/measures) and live source health (intel://guide/source-health).
What You Get
| Domain |
Tools |
Data Sources |
| Financial Markets |
7 |
Yahoo Finance, CoinGecko, Alternative.me, Mempool |
| Forex & Currency |
3 |
ECB/Frankfurter (8 major pairs, timeseries, cross rates) |
| Bonds & Yields |
2 |
FRED, Yahoo Finance (yield curve, bond ETFs, spread analysis) |
| Earnings |
2 |
Yahoo Finance (mega-cap calendar, surprise history) |
| SEC Filings |
3 |
SEC EDGAR (full-text search, company filings, 8-K material events) |
| Company Enrichment |
1 |
Yahoo Finance + GDELT + SEC + GitHub (composite profile) |
| News vs Market Reaction |
1 |
RSS story clusters + Yahoo Finance daily bars + SEC ticker file (same-session move of named companies and country indices) |
| Macro Composite |
1 |
Weighted 6-signal market verdict (Fear&Greed, VIX, sectors, DXY, BTC, yields) |
| Economic Indicators |
6 |
AAA fuel prices, EIA energy, FRED macro, World Bank |
| Central Banks |
1 |
15 central bank policy rates |
| Liquidity and Money |
5 |
Keyless FRED graph CSV (Fed balance sheet, Treasury General Account, overnight reverse repo, US M2) and ECB Data Portal (euro area M1/M2/M3 stocks, flows and growth, Eurosystem balance sheet); derived net liquidity with its formula, unit conversion and date alignment stated |
| BTC Technicals |
1 |
SMA 50/200, golden/death cross, Mayer Multiple |
| Natural Disasters |
2 |
USGS earthquakes, NASA FIRMS wildfires |
| Environmental |
2 |
NASA EONET, GDACS disaster alerts |
| Climate |
1 |
Open-Meteo temperature/precipitation anomalies |
| Conflict & Security |
4 |
ACLED events, UCDP, unrest detection, humanitarian data |
| Military & Defense |
6 |
adsb.lol, OpenSky, hexdb.io, surge detection, theater posture, aircraft batch |
| Infrastructure |
5 |
Cloudflare Radar, submarine cables, cascade analysis, cloud status, RIPEstat BGP/RPKI |
| Maritime |
2 |
NGA navigation warnings, vessel snapshots |
| Aviation |
5 |
FAA airport delays, domestic flight snapshot, business-jet/military cohort early warning (adsb.lol live + globe_history heatmaps) |
| News & Media |
3 |
119 RSS feeds (4-tier), GDELT, trending keywords |
| News Signals |
3 |
GDELT DOC timelines (daily volume, hostile-term volume, tone) per country or pair; RSS situations ranked by coverage, hostility or change; top stories by distinct-outlet count with attention growth |
| Intelligence Analysis |
8 |
Signal convergence, focal points, instability index, risk scores, escalation |
| NLP Intelligence |
4 |
Entity extraction, event classification, news clustering, keyword spikes |
| Strategic Synthesis |
4 |
Strategic posture, world brief, fleet report, population exposure |
| Geospatial |
11 |
Military bases, ports, pipelines, nuclear facilities, cables, datacenters, spaceports, minerals, exchanges, trade routes, cloud regions |
| AI & Technology |
4 |
arXiv papers, HuggingFace models, Hacker News, GitHub trending |
| Cyber Threats |
1 |
URLhaus, Feodotracker, CISA KEV, SANS |
| Health |
1 |
WHO DON, ProMED, CIDRAP disease outbreaks |
| Space Weather |
1 |
NOAA SWPC (Kp index, solar flares, alerts) |
| Social & Sanctions |
3 |
Reddit velocity, OFAC SDN list, nuclear test site monitoring |
| Country Intelligence |
3 |
Country brief, country stocks, financial centers |
| Prediction Markets |
4 |
Polymarket and Kalshi event contracts, the same event on both venues side by side with a stated match confidence, and settled markets scored against their earlier prices (Brier) |
| Elections |
1 |
Global election calendar with risk scoring |
| Displacement and Migration |
7 |
UNHCR refugee/IDP data, origin -> destination corridors since 1951, year-over-year surge detection; World Bank net migration and migrant stock; border crossings as flows (CBP monthly encounters, UK small-boat arrivals), never mixed with the year-end stocks |
| Shipping |
1 |
Dry bulk shipping stress index |
| Government |
1 |
USAspending.gov federal contracts |
| Traffic |
2 |
Road traffic flow, real-time incidents |
| Cross-Domain Alerts |
2 |
Alert digest, weekly trends |
| Monitoring |
2 |
Webcams, server health/status |
| Vector Search |
5 |
Qdrant semantic search, similarity, timeline, stats |
| Cross-Domain Analytics |
3 |
Correlation, domain summary, trend detection |
| Reports |
1 |
PDF/HTML multi-domain intelligence reports |
| Daily Digest |
1 |
Cited markdown morning brief: top events, headlines, trends, and timeline |
| AOI Geofences |
10 |
User-defined areas of interest in three shapes (circle, polygon, corridor): define/list/update/delete, a cited multi-domain brief, hotspot escalation scoring, and enter/leave change detection for a user's own area. News is scoped to the place the area sits in (OSM Nominatim reverse geocoding, no key), not to the area's name |
| Severe Weather |
2 |
NWS active CAP alerts (US), Meteoalarm (39 EU countries) |
| Space Launches |
1 |
Launch Library 2 upcoming launches |
| Volcanoes |
1 |
Smithsonian GVP weekly activity report |
| Tropical Cyclones |
2 |
NHC (Atlantic, E/C Pacific) + JTWC (NW Pacific, N Indian, S Hemisphere), with opt-in forecast tracks: positions, UTC valid times and intensities, plus NHC's cone of uncertainty |
| Situation Brief |
1 |
Cited situational awareness brief over MCP: bounded server-side overview synthesized via local Ollama, with a mechanically-cited fallback |
| Collection History |
6 |
Collector run log (per-source health, overdue and failing sources), saved captures with change detection and replay, dated observation series, revisions, one UTC day's timeline by collection or observation date, and on-demand backfill of the history FRED and the ECB Data Portal already serve |
| Connections Between Series |
1 |
Correlation between stored series at leads and lags, with a minimum sample, false-discovery control and what it cannot prove |
Total: 160 tools across 30+ intelligence domains.
Quick Start
Install
git clone https://github.com/marc-shade/world-intel-mcp.git
cd world-intel-mcp
pip install -e .
# Optional extras
pip install -e ".[dashboard]" # Live ops-center dashboard
pip install -e ".[vector]" # Qdrant vector store + FastEmbed
pip install -e ".[dev]" # pytest, respx, coverage
Run as MCP Server
world-intel-mcp # stdio mode for Claude Code, Cursor, etc.
Claude Code Configuration
Add to ~/.claude.json:
{
"mcpServers": {
"world-intel-mcp": {
"command": "world-intel-mcp"
}
}
}
Dashboard
intel-dashboard # http://localhost:8501
intel-dashboard --port 9000 # custom port
Research panels (RESEARCH in the top bar, or the p key): four tabs over the same functions the MCP tools call, each loaded from its own JSON route when the tab opens and refreshed every 60 s while the panel is open.
- Liquidity board (
/api/liquidity-board?sort=biggest_move|newest, fetch_liquidity_board): latest value, units as each row states them (USD millions, USD billions, EUR millions; nothing converted), change and percent change against the previous observation, freshness and stale-cache badges, the ranking rule, unavailable indicators with their reasons, the blocked upstreams (ICI, FINRA, BLS) and the net liquidity method. Amounts outstanding are grouped apart from flows; a change between two levels is labelled as not a flow.
- Situations (
/api/situations?hours=&sort=&kind=, fetch_situations) and Top stories (/api/top-stories?hours=&min_outlets=, fetch_top_stories): ranked situations or multi-outlet stories with sample headlines, the attention list, feed coverage (failed feeds named) and the functions' own definitions, method and data gaps.
- Collection health (
/api/collection-health, HistoryStore.collection_health): state counts, then failing, degraded, not-attempted-recently and never-run sources with last attempt, last success, failures in a row, overdue and reason, storage size, and the report's cannot_prove text as given.
A panel that has not loaded says so; a failed call shows UNAVAILABLE with the reason (HTTP 503, or 504 after a 90 s budget) and never an empty list; a failed refresh keeps the earlier copy under a REFRESH FAILED banner with the time it loaded. Limits: the situations and top stories panels read every RSS feed: 5 to 15 s per call in the 2026-10-17 runs, warm cache included, because a feed that fails is not cached and every call tries it again, with retries, for up to 12 s. Collection health reads the history store in the dashboard's own cache database (WORLD_INTEL_CACHE_DB, or the default path), so it shows only cycles a collector ran against that same database; one writing elsewhere leaves every source never_run. These four routes send no Access-Control-Allow-Origin header, so a page from another site cannot read their answers; the older dashboard routes still send Access-Control-Allow-Origin: *, and /api/overview includes the cache database path. The server binds 127.0.0.1 unless --host says otherwise.
PDF/HTML Reports
pip install -e ".[pdf]" # requires: brew install pango (macOS)
intel report # full PDF report → ~/.cache/world-intel-mcp/
intel report --format html # HTML (no native deps needed)
intel report -o brief.pdf # custom output path
intel report -s markets,cyber,earthquakes # select sections
Map-first ops center: Leaflet map with toggle-able layers (quakes, military, conflict, fires, convergence, nuclear, infrastructure, your AOI geofences with last-sweep counts, UNHCR migration corridors between capitals), 47 live SSE feeds, HUD bar, glassmorphic panels, per-source circuit breaker health.
CLI
intel markets # stock indices
intel earthquakes --min-mag 5.0
intel migration-surges # year-over-year displacement jumps (UNHCR)
intel migration-flows -o Sudan
intel liquidity # Fed balance sheet, TGA, RRP, net liquidity, US M2, euro area M1-M3
intel net-liquidity -n 0 # full weekly history, components and RRP date per week
intel news-reaction -c finance # same-session moves of companies in the news
intel hostility Iran Israel --days 7 # daily hostile coverage (GDELT)
intel situations --sort change # ranked situations (RSS)
intel top-stories -m 4 # stories carried by 4+ outlets
intel kalshi -c Economics # Kalshi open markets by volume
intel prediction-compare -c Economics # same event on Kalshi and Polymarket
intel prediction-settled # Brier scores on settled markets
intel status # cache + circuit breaker health
intel guide # the research guide (also served as intel://guide)
intel history health # per-source collection health from the collector's run log
intel history connections central_bank_rates:federal_funds_rate central_bank_rates:boe_bank_rate_sonia
# correlation at leads and lags between stored series (day grid by default)
intel history day 2026-10-17 --by observed # values observed on one UTC day (default: captures that day)
intel history backfill fred WALCL RRPONTSYD --start 2020-01-01 # load FRED history into the history store
intel history backfill ecb BSI.M.U2.Y.V.M30.X.1.U2.2300.Z01.E # load ECB Data Portal history (euro area M3)
Architecture
server.py (MCP stdio) ─┐ ┌─ VectorStore (Qdrant)
cli.py (Click CLI) ├─> sources/*.py ─> Fetcher ─> CircuitBreaker ─┤
dashboard.py (SSE) │ analysis/*.py └─ Cache (SQLite)
collector.py (daemon) ─┘
- Fetcher: Centralized async HTTP client (httpx). Retries, per-source rate limiting, stale-data fallback. Auto-stores results in vector store on fresh fetches.
- CircuitBreaker: Per-source tracking. 3 consecutive failures trips for 5 minutes. Each RSS feed gets its own breaker.
- Cache: SQLite WAL-mode TTL cache.
get() returns live data, get_stale() returns expired data for fallback.
- VectorStore: Qdrant + FastEmbed (BAAI/bge-small-en-v1.5, 384-dim). Async background worker queue for non-blocking storage. Enables semantic search across all accumulated intelligence.
- Collector: Standalone daemon that fetches all 61 sources in parallel and populates the vector store. Run once or as a daemon (default: 5-minute interval). Includes the AOI change sweep, so a running daemon continuously watches every defined geofence.
- Sources (
sources/*.py): 30+ modules, each exports async def fetch_*(fetcher, **kwargs) -> dict.
- Analysis (
analysis/*.py): Cross-domain synthesis — signal aggregation, instability indexing, NLP, company enrichment, macro composite.
- Config (
config/*.py): Curated datasets — 22 hotspots, 70+ bases, 40 ports, 24 pipelines, 24 nuclear facilities, 34 cables, 48 datacenters, 27 spaceports, 82 exchanges.
Research Guide: MCP Prompts and Resources
Besides its tools, the server answers the MCP resources and prompts
requests and advertises both capabilities at initialize. A connecting
model can read which tool answers which question, and what the data
cannot support, before it calls anything.
| Resource |
Type |
What it holds |
intel://guide |
Markdown |
How to ask a strong question (name the period, the comparison, the measure and the place), what an answer contains, what this server will not do, the worked prompts, and every tool grouped by domain. Built from the live tool registry on each read, so it always matches tools/list. |
intel://guide/source-health |
JSON |
Open circuit breakers, stale serves, cache freshness per source prefix, and which keyed sources have their variables set (names only, never values). Reading it starts no fetch. Breaker state covers this server process only; the collector keeps its own. failing_sources names every source whose last call failed, before or after its breaker opens. A verdict line says when there is nothing to go on yet (no requests made and an empty cache). A cache that cannot be read is reported as cache.available: false with the error, next to the rest of the snapshot, and cache.requested_path and cache.fell_back show when the configured database could not be opened and a temporary one is in use. cache.moved is true when the cache file was moved, deleted or replaced while the server holds it open. |
intel://guide/measures |
Markdown |
Amount outstanding versus flow, growth versus acceleration, percentage points, seasonal adjustment, observation versus publication versus collection dates, revisions, correlation and timing offsets, composite scores, and why missing data is not zero. |
29 prompts, each a worked research question that names the tools to
call and the limits an honest answer respects (arguments marked * are
required):
| Domain |
Prompts |
| conflict |
conflict-trend (country*, days), hotspot-escalation |
| markets |
market-risk-snapshot, yield-curve-check, central-bank-compare, fx-move (symbol*, base, days), company-events (ticker*), energy-pressure, crypto-structure |
| hazards |
earthquake-exposure (min_magnitude, hours), severe-weather (us_area, europe_country), wildfire-situation (region), space-weather-impact |
| migration |
displacement-history (country*, role), migration-surges (year) |
| aviation |
airspace-anomaly (cohort, region), airport-disruption |
| cyber |
cyber-landscape |
| infrastructure |
internet-disruption (country*, resource), cloud-incidents |
| maritime |
maritime-chokepoints |
| aoi |
aoi-watch-setup (name*, lat*, lon*, radius_km*), aoi-review (name*) |
| news |
story-breadth (topic*) |
| politics |
election-watch (country) |
| finance |
sanctions-screen (query*) |
| health |
disease-watch |
| history |
history-recall (topic*, hours) |
| country |
country-overview (country*) |
prompts/get with conflict-trend and {"country": "Sudan"} returns one
user message: the question with Sudan and the default 30-day window
filled in, the numbered tools (intel_ucdp_events, intel_acled_events,
intel_unrest_events) with the arguments to pass and what each call is
for, the limits (recent days are the least complete; count events and
fatalities separately; compare each source only with itself), and the
shape of a complete answer. A missing required argument, an unknown
argument, a number outside its range (latitude -90 to 90, longitude -180
to 180, an AOI radius of 1 to 2000 km), a value outside an argument's
list, a value that names a tool the prompt does not call, or an unknown
prompt is an invalid params error, never a guess. The tests fail if a
prompt names a tool that is not registered, passes an argument the
tool's schema does not take (wrong name, type or listed value), cites an
output field the code does not produce, describes a step in words that
share nothing with the called tool's own description, or if the guide
leaves out a registered tool. Tools that cannot work without an API key carry a
[needs VARIABLE] mark in the guide's tool list.
From the shell, intel guide prints the same guide markdown and
intel guide --measures prints the glossary. intel guide builds its
tool list from the live registry, so it opens the cache database and
creates it on first run (~/.cache/world-intel-mcp/cache.db, or the
path set by WORLD_INTEL_CACHE_DB or XDG_CACHE_HOME). Starting the CLI
at all, intel --help and intel guide --measures included, creates
~/.cache/world-intel-mcp/temporal.db under your home directory.
Financial Markets (7)
| Tool |
Description |
intel_market_quotes |
Stock index quotes (S&P 500, Dow, Nasdaq, FTSE, Nikkei) |
intel_crypto_quotes |
Top crypto prices and market caps from CoinGecko |
intel_stablecoin_status |
Stablecoin peg health (USDT, USDC, DAI, FDUSD) |
intel_etf_flows |
Bitcoin spot ETF prices and volumes |
intel_sector_heatmap |
US equity sector performance (11 SPDR ETFs) |
intel_macro_signals |
7 macro signals: Fear & Greed, Bitcoin mempool fees, DXY, VIX, gold, 10Y Treasury yield, BTC dominance |
intel_commodity_quotes |
Commodity futures (gold, silver, crude, natgas, grains) |
Forex & Currency (3)
| Tool |
Description |
intel_forex_rates |
Latest FX rates from ECB. Filter by base/target currencies |
intel_forex_timeseries |
Historical FX rate with trend analysis (configurable days) |
intel_major_crosses |
All 8 major pairs + cross rates + DXY proxy |
Bonds & Yields (2)
| Tool |
Description |
intel_yield_curve |
US Treasury yield curve (2Y-30Y), 2s10s/3m10y spreads, inversion flag |
intel_bond_indices |
Bond ETFs: AGG, TLT, HYG, LQD, TIP with price/change |
Earnings (2)
| Tool |
Description |
intel_earnings_calendar |
Upcoming earnings for 20 mega-cap stocks with EPS estimates |
intel_earnings_surprise |
Historical earnings surprise (actual vs estimate, trend) |
SEC Filings (3)
| Tool |
Description |
intel_sec_filings |
Full-text search across all EDGAR filings |
intel_company_filings |
Company filings by ticker (10-K, 10-Q, 8-K) with CIK resolution |
intel_recent_8k |
Latest 8-K material events (M&A, exec changes, earnings) |
Company Enrichment (1)
| Tool |
Description |
intel_company_profile |
Composite profile: stock quote + financials + news + SEC + GitHub |
News vs Market Reaction (1)
| Tool |
Description |
intel_news_market_reaction |
Companies and countries named in recent story clusters, mapped to tickers from the entity table (US tickers annotated with their SEC registrant) and country indices; the move on the story's market session (stock, benchmark, excess return; index return with a trailing z-score). After-close stories map to the next session, weekends and holidays to the next trading day, in the exchange's timezone; a session not yet closed or not yet final is pending. Unmapped and ambiguous names are listed with reasons; a failed quote or an expired cached copy is a data gap, never 0%. Co-movement, not causation; not a trading signal |
Macro Composite (1)
| Tool |
Description |
intel_macro_composite |
Weighted market score (0-100) with verdict: RISK_ON to STRONG_CAUTION |
Economic (6)
| Tool |
Description |
intel_gas_prices |
Daily US retail gasoline, diesel, and E85 prices from AAA |
intel_residential_natgas |
US residential natural gas prices from EIA |
intel_electricity_rates |
US electricity retail rates by sector/state from EIA |
intel_energy_prices |
Brent/WTI crude oil and natural gas from EIA |
intel_fred_series |
FRED economic data (GDP, CPI, unemployment, rates) |
intel_world_bank_indicators |
World Bank development indicators by country |
Central Banks (1)
| Tool |
Description |
intel_central_bank_rates |
Policy rates for 15 major central banks |
Liquidity and Money (5)
Keyless: FRED graph CSV and the ECB Data Portal. Every point carries its observation date, value and units; every series is typed amount_outstanding, flow, growth_rate, index or unknown, and carries a freshness block (age of the newest observation against its publication cadence). limit=0 returns the full history. A failed upstream is an error or an unavailable row, never a zero.
| Tool |
Description |
intel_liquidity_board |
Latest reading and change vs the previous observation for the Fed balance sheet, TGA, overnight reverse repo, net liquidity, US M2, euro area M1/M2/M3 and Eurosystem total assets; sort by biggest_move (absolute change in billions of each row currency, no FX conversion; horizons differ) or newest; a blocked list names the measures not covered (ICI fund flows and ETF net issuance, FINRA margin statistics, BLS) with the upstream status measured, and no proxy stands in for them |
intel_net_liquidity |
Weekly WALCL minus WDTGAL minus RRPONTSYD in USD billions (millions divided by 1,000), aligned on the WALCL Wednesday; each point names its components and the RRP date used; unaligned weeks are skipped and counted; a method block states each term's observation basis, units, conversion and RRP alignment |
intel_money_supply |
US M2 (FRED M2SL) and euro area M1, M2, M3 (ECB BSI stocks, monthly flows, annual growth rates), reported separately and never summed; US M3 is reported as discontinued |
intel_fed_liquidity_series |
One FRED liquidity series (WALCL, WDTGAL, WTREGEN, RRPONTSYD, M2SL) with full history; blank source dates are counted, not read as zero |
intel_ecb_series |
ECB Data Portal series by SDMX key from BSI (monetary aggregates) or ILM (Eurosystem weekly financial statement), with units, scale and provisional flags from the response |
BTC Technicals (1)
| Tool |
Description |
intel_btc_technicals |
Bitcoin SMA 50/200, golden/death cross, Mayer Multiple |
Natural Disasters (2)
| Tool |
Description |
intel_earthquakes |
USGS earthquakes (configurable magnitude/time/limit) |
intel_wildfires |
NASA FIRMS satellite fire hotspots (9 global regions) |
Environmental (2)
| Tool |
Description |
intel_environmental_events |
NASA EONET natural events |
intel_disaster_alerts |
GDACS disaster alerts with severity scoring |
Conflict & Security (4)
| Tool |
Description |
intel_acled_events |
ACLED armed conflict events |
intel_ucdp_events |
Uppsala Conflict Data Program events |
intel_unrest_events |
Social unrest with Haversine dedup |
intel_humanitarian_summary |
HDX humanitarian crisis datasets |
Military & Defense (6)
| Tool |
Description |
intel_military_flights |
Military aircraft via adsb.lol (OpenSky fallback) |
intel_theater_posture |
Activity across 5 theaters (EU, Indo-Pacific, ME, Arctic, Korea) |
intel_aircraft_details |
Aircraft lookup by ICAO24 hex (hexdb.io) |
intel_aircraft_batch |
Batch aircraft lookup (multiple hex codes) |
intel_military_surge |
Foreign aircraft concentration anomaly detection |
intel_usni_fleet |
USNI News naval fleet tracker |
Infrastructure (5)
| Tool |
Description |
intel_internet_outages |
Cloudflare Radar internet disruptions |
intel_cable_health |
Submarine cable corridor health |
intel_cascade_analysis |
Infrastructure cascade simulation |
intel_service_status |
Cloud platform health (AWS, Azure, GCP, Cloudflare, GitHub) |
intel_bgp_status |
RIPEstat BGP status for one prefix or ASN: RIS peer visibility, origin ASNs, RPKI validity (a per-resource health check, not global hijack detection) |
Maritime (2)
| Tool |
Description |
intel_nav_warnings |
NGA maritime navigation warnings |
intel_vessel_snapshot |
Naval activity at 9 strategic waterways |
Geospatial Datasets (10)
| Tool |
Description |
intel_military_bases |
70 military bases from 9 operators |
intel_strategic_ports |
40 strategic ports across 6 types |
intel_pipelines |
24 oil/gas/hydrogen pipelines |
intel_nuclear_facilities |
24 nuclear power/enrichment/research facilities |
intel_undersea_cables |
34 submarine communications cables |
intel_ai_datacenters |
48 AI/HPC datacenters worldwide |
intel_spaceports |
27 global spaceports |
intel_critical_minerals |
27 strategic mineral deposits |
intel_stock_exchanges |
82 stock exchanges worldwide |
intel_trade_routes |
Major trade routes and chokepoints |
| Tool |
Description |
intel_news_feed |
119 global RSS feeds with 4-tier source ranking |
intel_trending_keywords |
Trending terms with spike detection |
intel_gdelt_search |
GDELT 2.0 global news search |
News Signals (3)
| Tool |
Description |
intel_hostility_timeline |
Per-day GDELT coverage of a country or a pair: article count, articles using threat / sanction / force / criticism terms (GDELT keyword match, terms listed in the response), average tone. A failed call, an expired cached copy, or a day GDELT did not return is null and listed in data_gaps (column_status per call), never zero; partial days are flagged per column |
intel_situations |
Situations between countries (headlines naming two or more) and inside a country (headlines naming one), ranked by most covered, most hostile (headline keyword heuristic) or biggest change against the prior window; the response defines each measure and names the feeds excluded from change figures. With no comparable feed, change is null and change_measured false |
intel_top_stories |
Stories carried by at least min_outlets distinct outlets (sister feeds of one publisher count once), plus the countries and organizations whose headline mentions grew most (attention_change_measured false when nothing could be compared) |
Intelligence Analysis (8)
| Tool |
Description |
intel_signal_convergence |
Geographic convergence of multi-domain signals |
intel_focal_points |
Multi-signal focal point detection |
intel_signal_summary |
Country-level signal aggregation |
intel_temporal_anomalies |
Activity deviations from baselines |
intel_instability_index |
Country Instability Index v2 (0-100) |
intel_risk_scores |
ACLED-based conflict risk scoring |
intel_hotspot_escalation |
Escalation scores for 22 intel hotspots |
intel_country_dossier |
Comprehensive country intelligence dossier |
NLP Intelligence (4)
| Tool |
Description |
intel_extract_entities |
Named entity extraction (countries, leaders, orgs, CVEs, APTs) |
intel_classify_event |
Event classification into 14 threat categories |
intel_news_clusters |
Topic clustering by Jaccard similarity, with each cluster's distinct-outlet count |
intel_keyword_spikes |
Keyword spike detection with Welford's algorithm |
Strategic Synthesis (4)
| Tool |
Description |
intel_strategic_posture |
Composite global risk from 9 weighted domains |
intel_world_brief |
Structured daily intelligence summary |
intel_fleet_report |
Naval fleet activity report with readiness scoring |
intel_population_exposure |
Population at risk near active events (105-city dataset) |
Climate (1)
| Tool |
Description |
intel_climate_anomalies |
Open-Meteo temperature/precipitation anomalies |
…
