This server connects Claude to the Warmth Engine Observatory's database of verified AI infrastructure coordination events across geopolitical blocs. You get seven tools: search_events, get_event, get_connections, get_connection_by_id, get_actors, get_coverage_stats, and get_methodology. Events are classified by tier (Cross-Bloc, Between-Bloc, Intra-Bloc), tagged by industry sector, and linked through documented Coordination Connections like Policy Cascade or Funding Flow. The methodology tool includes semantic mappings for 166 WEO-specific terms. Reach for this when analyzing AI infrastructure patterns between nation-states, tracking policy cascades across blocs, or researching sovereign capability positioning in the AI stack.
AI Infrastructure Coordination Dynamics
The Warmth Engine Observatory tracks AI infrastructure coordination dynamics across geopolitical blocs through verified events and mapped Coordination Connections.
Scope: WEO tracks systemic AI infrastructure coordination — observable coordination dynamics between major power centres (currently nation-states and geopolitical blocs). This differs from operational AI infrastructure management, which addresses how organisations run their own AI systems.
Live Platform: www.warmthengine.com
/profiles/ page rendering the full SCP panel with dimension filtering, actor detail expansion, and Dimension Watch tablewarmthengine.com/mcp exposing fifteen programmatic tools for AI systems to query verified Coordination Intelligence (search_events, get_event, get_connections, get_connection_by_id, get_actors, get_coverage_stats, get_methodology, get_topology, traverse_coordination, get_capability_signatures, get_capability_links, get_threads, get_event_stack, query_scp, get_blocs)The platform uses a decoupled architecture: HTML files serve as lightweight UI shells that fetch data dynamically from the WEO API (Cloudflare Worker + KV).
warmthengine.com/api/)warmthengine.com/mcp (Model Context Protocol for AI agent access)?token=weo_xxx) for API and MCP consumers; password header for websitewrangler.toml (warmthengine.com/api/* and warmthengine.com/mcp*)Data updates flow through the API — no HTML changes required for new events or connections.
The WEO methodology is documented across four publications, all available on Zenodo with DOI registration:
| Publication | DOI |
|---|---|
| WEO Methodology Manual — Operational specification covering event verification, significance assessment, tier classification, domain classification, industry tagging, environmental nexus tagging, and Coordination Connection methodology | 10.5281/zenodo.18427565 |
| WEO Methodology Rationale — Companion document providing empirical derivation, theoretical grounding, and calibration justification for all methodology components | 10.5281/zenodo.18427582 |
| Publication | DOI |
|---|---|
| Towards Coordination Science: A Framework for Measuring Geopolitical Coordination Dynamics Through Event Relationship Patterns — Coordination Connection metrics and theoretical foundations (Layer 2 framework) | 10.5281/zenodo.18427584 |
| Tier-Crossing Dynamics in Coordination Networks: A Methodology Extension for Cross-Level Connection Analysis — Analytical framework for examining Coordination Connections across different tiers | 10.5281/zenodo.18427586 |
The V1.4 Manual and Rationale are self-hosted as navigable HTML with granular section anchoring:
warmthengine.com/research/methodology/manual/ (448 section anchors)warmthengine.com/research/methodology/rationale/ (172 section anchors)A semantic dictionary (data/weo-methodology-map.json) maps 166 WEO-specific terms to their methodology section anchors, serving both human tooltip navigation and the MCP get_methodology tool.
warmth-engine-observatory/
├── index.html # Main platform (interactive map)
├── atlas.html # Interactive atlas (network/timeline/connectedness)
├── events.html # Events database
├── methodology.html # Methodology overview
├── blocs.html # Bloc analysis
├── research.html # Research publications
├── about.html # About WEO
├── support.html # Supporter access
├── legal.html # Legal information
├── 404.html # Custom error page
├── profiles/
│ └── index.html # Sovereign Capability Profiles page (generated)
├── scripts/
│ └── generate_profiles.py # Profiles page generator (actors JSON → HTML)
├── data/
│ ├── events-free.json # Static fallback (free-tier event data)
│ └── weo-methodology-map.json # 166 term-to-anchor semantic mappings
├── research/
│ └── methodology/
│ ├── manual/ # Self-hosted V1.4 Manual (HTML + PDF)
│ └── rationale/ # Self-hosted V1.4 Rationale (HTML + PDF)
├── sitemap.xml # XML sitemap for search engines
├── robots.txt # Crawler directives
├── og-image.png # Open Graph social preview image
├── favicon_48x48.png # Browser tab icon (48px)
├── favicon_32x32.png # Browser tab icon (32px)
├── favicon_16x16.png # Browser tab icon (16px)
├── CNAME # Custom domain configuration
├── LICENSE.md # Licence information
└── README.md # This file
If using this platform or its methodology in research, please cite:
Warmth Engine Observatory (WEO)
Warmth Engine, 2026
https://www.warmthengine.com
Licensed under CC BY 4.0
This platform uses the following open-source libraries and typefaces:
Methodology documentation is licensed under Creative Commons Attribution 4.0 International.
The platform, event database, and data products are proprietary.
See LICENSE.md for full details.
silenceper/mcp-k8s
azure/containerization-assist
io.github.evozim/aws-builder
reza-gholizade/k8s-mcp-server
flux159/mcp-server-kubernetes