world-intel-mcp/ROADMAP.md

World Intel MCP — Feature Parity Roadmap

Benchmark: koala73/worldmonitor Updated: 2026-02-24 Current tools: 60 (59 intel + 1 status)

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Legend

Icon	Meaning
✅	We have this
🟡	Partial — we have the data source but lack the analysis layer
🔴	Missing entirely

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1. Data Sources — Complete Inventory (59 intel tools)

Markets & Economics (10 tools)

Tool	WM Equivalent	Status
intel_market_quotes	list-market-quotes	✅
intel_crypto_quotes	list-crypto-quotes	✅
intel_stablecoin_status	list-stablecoin-markets	✅
intel_etf_flows	list-etf-flows	✅
intel_sector_heatmap	get-sector-summary	✅
intel_macro_signals	get-macro-signals	✅
intel_commodity_quotes	list-commodity-quotes	✅
intel_energy_prices	get-energy-prices	✅
intel_fred_series	get-fred-series	✅
intel_world_bank_indicators	list-world-bank-indicators	✅

Natural Disasters & Climate (3 tools)

Tool	WM Equivalent	Status
intel_earthquakes	list-earthquakes	✅
intel_wildfires	list-fire-detections	✅
intel_climate_anomalies	list-climate-anomalies	✅

Conflict & Security (4 tools)

Tool	WM Equivalent	Status
intel_acled_events	list-acled-events	✅
intel_ucdp_events	list-ucdp-events	✅
intel_unrest_events	ACLED protests + GDELT dedup	✅
intel_cyber_threats	list-cyber-threats	✅

Military & Defense (6 tools)

Tool	WM Equivalent	Status
intel_military_flights	list-military-flights	✅
intel_theater_posture	get-theater-posture	✅
intel_aircraft_details	get-aircraft-details	✅
intel_vessel_snapshot	get-vessel-snapshot	✅
intel_military_surge	military-surge.ts	✅
intel_military_bases	Static dataset (70 bases)	✅

Infrastructure & Maritime (6 tools)

Tool	WM Equivalent	Status
intel_internet_outages	list-internet-outages	✅
intel_cable_health	get-cable-health	✅
intel_nav_warnings	list-navigational-warnings	✅
intel_cascade_analysis	infrastructure-cascade.ts	✅
intel_strategic_ports	Static dataset (40 ports)	✅
intel_pipelines	Static dataset (24 pipelines)	✅

Humanitarian & Social (4 tools)

Tool	WM Equivalent	Status
intel_humanitarian_summary	get-humanitarian-summary	✅
intel_displacement_summary	get-displacement-summary	✅
intel_social_signals	Reddit public intelligence	✅
intel_disease_outbreaks	WHO/ProMED/CIDRAP RSS	✅

News & Information (4 tools)

Tool	WM Equivalent	Status
intel_news_feed	80+ RSS feeds, 4-tier sources	✅
intel_trending_keywords	trending-keywords service	✅
intel_gdelt_search	search-gdelt-documents	✅
intel_ai_releases	AI model/paper tracker	✅

Transport (3 tools)

Tool	WM Equivalent	Status
intel_prediction_markets	list-prediction-markets	✅
intel_airport_delays	list-airport-delays	✅
intel_shipping_index	Yahoo Finance shipping ETFs	✅

Analysis & Intelligence (11 tools)

Tool	WM Equivalent	Status
intel_risk_scores	get-risk-scores	✅
intel_instability_index	CII v2 (multi-signal blend)	✅
intel_signal_convergence	geo-convergence.ts	✅
intel_focal_points	focal-point-detector.ts	✅
intel_signal_summary	signal-aggregator.ts	✅
intel_temporal_anomalies	temporal-baseline.ts	✅
intel_hotspot_escalation	hotspot-escalation.ts	✅
intel_alert_digest	Cross-domain alert synthesis	✅
intel_weekly_trends	Temporal trend analysis	✅
intel_daily_brief	—	✅
intel_threat_landscape	StrategicPosturePanel	✅

Country & Geopolitical (5 tools)

Tool	WM Equivalent	Status
intel_country_brief	get-country-intel-brief	✅
intel_country_dossier	CountryBriefPage	✅
intel_election_calendar	Election proximity risk	✅
intel_sanctions_search	OFAC SDN search	✅
intel_nuclear_facilities	Static dataset (24 facilities)	✅

Specialist (3 tools)

Tool	WM Equivalent	Status
intel_space_weather	NOAA/SWPC feeds	✅
intel_nuclear_monitor	USGS seismic near test sites	✅
intel_service_status	Cloudflare/AWS/Azure/GCP	✅

System (1 tool)

Tool	Purpose	Status
intel_status	Source health, cache stats, tool count	✅

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2. Static Geospatial Datasets

Dataset	Records	Query Tool	Status
Military bases	70 bases, 9 operators	intel_military_bases	✅
Strategic ports	40 ports, 6 types	intel_strategic_ports	✅
Pipelines	24 oil/gas/hydrogen	intel_pipelines	✅
Nuclear facilities	24 power/enrichment/research	intel_nuclear_facilities	✅
Intel hotspots	22 geopolitical hotspots	config/countries.py	✅
Conflict zones	Active conflict centers	config/countries.py	✅
Strategic waterways	8 chokepoints	config/countries.py	✅
Nuclear test sites	5 sites with monitoring	config/countries.py	✅
Countries config	22 nations with risk baselines	config/countries.py	✅
Undersea cables	Cable routes with landing points	—	🔴
AI datacenters	Major clusters globally	—	🔴
Spaceports	Launch facilities worldwide	—	🔴
Critical minerals	Strategic mineral locations	—	🔴
Stock exchanges	92 global exchanges	—	🔴

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3. RSS Feed Coverage

Expanded from 20 to 80+ feeds across 15+ categories with 4-tier source ranking (wire/major/specialty/aggregator) and propaganda risk labels.

Category	Count	Status
Wire services	8+	✅
Politics/World	15+	✅
Middle East	8+	✅
Defense/Military	8+	✅
Think Tanks	10+	✅
Government (US)	6+	✅
Crisis/Intl Orgs	4+	✅
Africa regional	4+	✅
Asia regional	6+	✅
Energy	4+	✅
Cyber/Infosec	6+	✅
Health (WHO/ProMED)	3+	✅
Space weather	2+	✅
AI/ML releases	3+	✅
Latin America	0	🔴
Multilingual feeds	0	🔴

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4. What's Still Missing

Data Sources (P2-P3)

#	Feature	Priority	Effort
1	Country stock index lookup — ticker for any country's main index	P2	S
2	Aircraft details batch — batch lookup by multiple ICAO24 codes	P3	S
3	USNI fleet report — US Navy fleet disposition from USNI News	P2	M
4	Wingbits ADS-B — crowd-sourced ADS-B coverage	P3	S
5	Population exposure — population near conflict/disaster zones	P2	M
6	Hacker News items — top HN stories	P3	S
7	Trending repos — GitHub trending repos	P3	S
8	arXiv papers — recent AI/ML papers	P3	S
9	PizzInt indicator — pizza delivery patterns as OSINT proxy	P3	S

Analysis Layers (P1-P2)

#	Feature	Priority	Effort
10	Trending Keyword Spike Detection — 2h rolling window vs 7d baseline, CVE/APT extraction	P1	M
11	Hybrid Threat Classification — keyword + LLM severity/category scoring	P2	M
12	Entity Extraction & Index — NER for countries, leaders, organizations	P2	M
13	Strategic Posture Assessment — composite risk from ALL modules	P2	M
14	News Clustering & Deduplication — ML-based topic grouping with sentiment	P2	L
15	AI-Powered World Brief — LLM-synthesized daily summary	P2	M
16	USA Spending Tracker — Federal contract data from USAspending.gov	P3	S

Static Datasets (P3)

#	Feature	Priority	Effort
17	Undersea cable routes — landing points (we have health, not routes)	P2	M
18	AI datacenters — 111 major clusters globally	P3	S
19	Spaceports — launch facilities worldwide	P3	S
20	Critical mineral deposits — strategic mineral locations	P3	S
21	Stock exchanges — 92 global exchanges with coordinates	P3	M

System Architecture (P2)

#	Feature	Priority	Effort
22	Redis caching backend — persistent TTL cache (currently in-memory)	P1	M
23	Circuit breaker per-source — configurable thresholds per API	P2	S
24	Data freshness monitoring — per-source staleness tracking	P2	S

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Completed Phases

Phase 1-4: Foundation (0 -> 39 tools)

Core data sources: markets, crypto, macro, earthquakes, wildfires, ACLED, UCDP, humanitarian, military flights, theater posture, aircraft, internet outages, cable health, nav warnings, climate, prediction markets, displacement, airport delays, cyber threats, news feeds, GDELT, trending keywords, country briefs, risk scores, instability index, signal convergence, daily brief, country dossier, threat landscape.

Phase 5: Core Analysis Engine (+3 = 42 tools)

intel_focal_points, intel_signal_summary, intel_temporal_anomalies Countries config with 22 nations, intel hotspots, conflict zones, strategic waterways. CII v2 upgraded with multi-signal weighted blend. Welford's online algorithm for temporal baseline anomaly detection.

Phase 6: Military & Infrastructure Intelligence (+6 = 48 tools)

intel_vessel_snapshot, intel_military_surge, intel_cascade_analysis, intel_hotspot_escalation, intel_commodity_quotes, intel_unrest_events AIS vessel tracking, military surge detection in 17 sensitive regions, infrastructure cascade analysis, hotspot escalation scoring for 22 locations.

Phase 7: Domain Expansion (+10 = 58 tools)

intel_space_weather, intel_ai_releases, intel_disease_outbreaks, intel_sanctions_search, intel_election_calendar, intel_shipping_index, intel_social_signals, intel_nuclear_monitor, intel_alert_digest, intel_weekly_trends 80+ RSS feeds with 4-tier source ranking. WHO/ProMED/CIDRAP health monitoring. OFAC sanctions search. Election proximity risk scoring. Reddit social signals. Nuclear test site seismic monitoring. Cross-domain alert digest. Temporal weekly trend analysis.

Phase 8: Service Status & Geospatial (+2 = 60 tools)

intel_service_status, intel_military_bases, intel_strategic_ports, intel_pipelines, intel_nuclear_facilities Cloud service status monitoring (Cloudflare/AWS/Azure/GCP). Static geospatial datasets: 70 military bases from 9 operators, 40 strategic ports across 6 types, 24 oil/gas/hydrogen pipelines, 24 nuclear facilities. All queryable with filters. Dashboard infrastructure map layer.

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Next Phase: Intelligence Enhancement

Phase 9: News Intelligence & NLP

Goal: Add ML-powered news analysis.

1. Trending keyword spike detection (#10) — 2h vs 7d baseline with CVE/APT extraction
2. Entity extraction (#12) — NER for countries, leaders, organizations
3. Hybrid threat classification (#11) — keyword + LLM scoring
4. News clustering (#14) — ML topic grouping with dedup

New tools: intel_keyword_spikes, intel_extract_entities, intel_classify_event

Phase 10: Strategic Synthesis

Goal: Composite intelligence from all domains.

5. Strategic posture assessment (#13) — composite risk score from ALL modules
6. AI-powered world brief (#15) — LLM-synthesized daily summary
7. USNI fleet report (#3) — US Navy fleet disposition
8. Population exposure (#5) — population near conflict/disaster zones

New tools: intel_strategic_posture, intel_world_brief, intel_fleet_report, intel_population_exposure

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Summary

Category	Have	Benchmark	Coverage
Data source tools	60	42	143%
Analysis engines	11	15	73%
Static datasets	9	12	75%
RSS feeds	80+	150+	53%
News intelligence	Keyword trending + alert digest	ML clustering + NER + LLM classify	Gap

Bottom line: We now exceed WorldMonitor in raw data source count (60 vs 42 tools) and have substantial analysis coverage (11 analysis engines). The remaining gap is in NLP-powered news intelligence (entity extraction, ML clustering, LLM classification) and RSS feed breadth (80+ vs 150+). Core infrastructure intelligence, military analysis, and cross-domain alerting are at parity or beyond.