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+# World Intel MCP — Feature Parity Roadmap
+
+**Benchmark**: [koala73/worldmonitor](https://github.com/koala73/worldmonitor)
+**Updated**: 2026-02-24
+**Current tools**: 60 (59 intel + 1 status)
+
+---
+
+## Legend
+
+| Icon | Meaning |
+|------|---------|
+| :white_check_mark: | We have this |
+| :yellow_circle: | Partial — we have the data source but lack the analysis layer |
+| :red_circle: | Missing entirely |
+
+---
+
+## 1. Data Sources — Complete Inventory (59 intel tools)
+
+### Markets & Economics (10 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_market_quotes` | `list-market-quotes` | :white_check_mark: |
+| `intel_crypto_quotes` | `list-crypto-quotes` | :white_check_mark: |
+| `intel_stablecoin_status` | `list-stablecoin-markets` | :white_check_mark: |
+| `intel_etf_flows` | `list-etf-flows` | :white_check_mark: |
+| `intel_sector_heatmap` | `get-sector-summary` | :white_check_mark: |
+| `intel_macro_signals` | `get-macro-signals` | :white_check_mark: |
+| `intel_commodity_quotes` | `list-commodity-quotes` | :white_check_mark: |
+| `intel_energy_prices` | `get-energy-prices` | :white_check_mark: |
+| `intel_fred_series` | `get-fred-series` | :white_check_mark: |
+| `intel_world_bank_indicators` | `list-world-bank-indicators` | :white_check_mark: |
+
+### Natural Disasters & Climate (3 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_earthquakes` | `list-earthquakes` | :white_check_mark: |
+| `intel_wildfires` | `list-fire-detections` | :white_check_mark: |
+| `intel_climate_anomalies` | `list-climate-anomalies` | :white_check_mark: |
+
+### Conflict & Security (4 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_acled_events` | `list-acled-events` | :white_check_mark: |
+| `intel_ucdp_events` | `list-ucdp-events` | :white_check_mark: |
+| `intel_unrest_events` | ACLED protests + GDELT dedup | :white_check_mark: |
+| `intel_cyber_threats` | `list-cyber-threats` | :white_check_mark: |
+
+### Military & Defense (6 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_military_flights` | `list-military-flights` | :white_check_mark: |
+| `intel_theater_posture` | `get-theater-posture` | :white_check_mark: |
+| `intel_aircraft_details` | `get-aircraft-details` | :white_check_mark: |
+| `intel_vessel_snapshot` | `get-vessel-snapshot` | :white_check_mark: |
+| `intel_military_surge` | `military-surge.ts` | :white_check_mark: |
+| `intel_military_bases` | Static dataset (70 bases) | :white_check_mark: |
+
+### Infrastructure & Maritime (6 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_internet_outages` | `list-internet-outages` | :white_check_mark: |
+| `intel_cable_health` | `get-cable-health` | :white_check_mark: |
+| `intel_nav_warnings` | `list-navigational-warnings` | :white_check_mark: |
+| `intel_cascade_analysis` | `infrastructure-cascade.ts` | :white_check_mark: |
+| `intel_strategic_ports` | Static dataset (40 ports) | :white_check_mark: |
+| `intel_pipelines` | Static dataset (24 pipelines) | :white_check_mark: |
+
+### Humanitarian & Social (4 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_humanitarian_summary` | `get-humanitarian-summary` | :white_check_mark: |
+| `intel_displacement_summary` | `get-displacement-summary` | :white_check_mark: |
+| `intel_social_signals` | Reddit public intelligence | :white_check_mark: |
+| `intel_disease_outbreaks` | WHO/ProMED/CIDRAP RSS | :white_check_mark: |
+
+### News & Information (4 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_news_feed` | 80+ RSS feeds, 4-tier sources | :white_check_mark: |
+| `intel_trending_keywords` | trending-keywords service | :white_check_mark: |
+| `intel_gdelt_search` | `search-gdelt-documents` | :white_check_mark: |
+| `intel_ai_releases` | AI model/paper tracker | :white_check_mark: |
+
+### Transport (3 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_prediction_markets` | `list-prediction-markets` | :white_check_mark: |
+| `intel_airport_delays` | `list-airport-delays` | :white_check_mark: |
+| `intel_shipping_index` | Yahoo Finance shipping ETFs | :white_check_mark: |
+
+### Analysis & Intelligence (11 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_risk_scores` | `get-risk-scores` | :white_check_mark: |
+| `intel_instability_index` | CII v2 (multi-signal blend) | :white_check_mark: |
+| `intel_signal_convergence` | `geo-convergence.ts` | :white_check_mark: |
+| `intel_focal_points` | `focal-point-detector.ts` | :white_check_mark: |
+| `intel_signal_summary` | `signal-aggregator.ts` | :white_check_mark: |
+| `intel_temporal_anomalies` | `temporal-baseline.ts` | :white_check_mark: |
+| `intel_hotspot_escalation` | `hotspot-escalation.ts` | :white_check_mark: |
+| `intel_alert_digest` | Cross-domain alert synthesis | :white_check_mark: |
+| `intel_weekly_trends` | Temporal trend analysis | :white_check_mark: |
+| `intel_daily_brief` | — | :white_check_mark: |
+| `intel_threat_landscape` | `StrategicPosturePanel` | :white_check_mark: |
+
+### Country & Geopolitical (5 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_country_brief` | `get-country-intel-brief` | :white_check_mark: |
+| `intel_country_dossier` | CountryBriefPage | :white_check_mark: |
+| `intel_election_calendar` | Election proximity risk | :white_check_mark: |
+| `intel_sanctions_search` | OFAC SDN search | :white_check_mark: |
+| `intel_nuclear_facilities` | Static dataset (24 facilities) | :white_check_mark: |
+
+### Specialist (3 tools)
+| Tool | WM Equivalent | Status |
+|------|---------------|--------|
+| `intel_space_weather` | NOAA/SWPC feeds | :white_check_mark: |
+| `intel_nuclear_monitor` | USGS seismic near test sites | :white_check_mark: |
+| `intel_service_status` | Cloudflare/AWS/Azure/GCP | :white_check_mark: |
+
+### System (1 tool)
+| Tool | Purpose | Status |
+|------|---------|--------|
+| `intel_status` | Source health, cache stats, tool count | :white_check_mark: |
+
+---
+
+## 2. Static Geospatial Datasets
+
+| Dataset | Records | Query Tool | Status |
+|---------|---------|------------|--------|
+| Military bases | 70 bases, 9 operators | `intel_military_bases` | :white_check_mark: |
+| Strategic ports | 40 ports, 6 types | `intel_strategic_ports` | :white_check_mark: |
+| Pipelines | 24 oil/gas/hydrogen | `intel_pipelines` | :white_check_mark: |
+| Nuclear facilities | 24 power/enrichment/research | `intel_nuclear_facilities` | :white_check_mark: |
+| Intel hotspots | 22 geopolitical hotspots | config/countries.py | :white_check_mark: |
+| Conflict zones | Active conflict centers | config/countries.py | :white_check_mark: |
+| Strategic waterways | 8 chokepoints | config/countries.py | :white_check_mark: |
+| Nuclear test sites | 5 sites with monitoring | config/countries.py | :white_check_mark: |
+| Countries config | 22 nations with risk baselines | config/countries.py | :white_check_mark: |
+| Undersea cables | Cable routes with landing points | — | :red_circle: |
+| AI datacenters | Major clusters globally | — | :red_circle: |
+| Spaceports | Launch facilities worldwide | — | :red_circle: |
+| Critical minerals | Strategic mineral locations | — | :red_circle: |
+| Stock exchanges | 92 global exchanges | — | :red_circle: |
+
+---
+
+## 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+ | :white_check_mark: |
+| Politics/World | 15+ | :white_check_mark: |
+| Middle East | 8+ | :white_check_mark: |
+| Defense/Military | 8+ | :white_check_mark: |
+| Think Tanks | 10+ | :white_check_mark: |
+| Government (US) | 6+ | :white_check_mark: |
+| Crisis/Intl Orgs | 4+ | :white_check_mark: |
+| Africa regional | 4+ | :white_check_mark: |
+| Asia regional | 6+ | :white_check_mark: |
+| Energy | 4+ | :white_check_mark: |
+| Cyber/Infosec | 6+ | :white_check_mark: |
+| Health (WHO/ProMED) | 3+ | :white_check_mark: |
+| Space weather | 2+ | :white_check_mark: |
+| AI/ML releases | 3+ | :white_check_mark: |
+| Latin America | 0 | :red_circle: |
+| Multilingual feeds | 0 | :red_circle: |
+
+---
+
+## 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 |
+
+---
+
+## 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.
+
+---
+
+## 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`
+
+---
+
+## 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.