Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Coordination Intelligence: AI infrastructure coordination dynamics across geopolitical blocs
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
AuthorizationLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
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Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Ejecuta esto en tu terminal
claude mcp add --transport http observatory https://warmthengine.com/mcp --header 'Authorization: your-value'Completa los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"observatory": {
"url": "https://warmthengine.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"observatory": {
"type": "http",
"url": "https://warmthengine.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Authorization secreto HTTP headerEsta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Nombres y descripciones de las herramientas tal como los informó el servidor el 7 nov 2026. Los escribió el creador, no nosotros; los mostramos como texto sin formato.
search_eventsSearch and filter the WEO event corpus by `query` text or classification (bloc, tier, domain, event type, primary industry tag); returns the matching events with their metadata, capped by `limit` (default 20, max 50). Use to discover or shortlist events; for a single event's comp
get_eventRetrieve one event by ID — classification, assessment, sources, industry tags, Environmental Nexus Tags (ENTs), bloc analysis, and tier rationale. Use when you already hold an event ID; to find IDs, use `search_events`. `date` is the implementation date (general availability for
get_connectionsRetrieve Coordination Connections (CCs) — the typed, directional relationships WEO records between events — optionally filtered by event (as source or target), type (1–7), or confidence (CC-V / CC-E / CC-A). For a single CC by its identifier, use `get_connection_by_id`. Each CC c
get_actorsRetrieve whole Sovereign Capability Profile (SCP) actors — each with its designation (PAA / AIK / ACS / Participant), capability score, severance result, `assessed` (the register month, YYYY-MM, the profile was assessed in), a met/not-met assessment across the seven capability di
get_coverage_statsRetrieve the current corpus statistics — live counts and distributions of events, Coordination Connections (CCs), and Sovereign Capability Profile actors across bloc, tier, domain, event type, primary industry, CC type, confidence, and designation, plus Environmental Nexus Tag (E
get_methodologyLook up the WEO methodology definition for any platform-specific term, field, or concept (e.g. "CC-V", "T2", "PAA", "ENT-1", "PIET"). Returns the term's definition, its section anchor, a deep link to that section of the published methodology, and the methodology version. Use to r
get_connection_by_idRetrieve a single Coordination Connection (CC) by its `connection_id` (e.g. "CC-06-11-3"). Use when you have the exact identifier; to list or filter CCs, use `get_connections`. Returns the CC with full evidence on the full tier — or when an endpoint is a sample event — and the ba
get_topologyRetrieve the precomputed Coordination Topology — the structural lineage layer over the parent→child Coordination Connection graph (a DAG). Omit `node_id` for whole-graph network statistics (taxonomy-class counts, roots, multi-parent nodes, dominant roots by coordination reach, we
traverse_coordinationWalk the Coordination Topology lineage graph (precomputed lookups over the parent→child Coordination Connection DAG). `mode="path"` returns every path between `source` and `target`, each with its CC-type (connection-type) sequence and whether it is pure lineage (homogeneous) or c
get_capability_signaturesRetrieve the precomputed Capability Signatures — directional Coordination Connection (CC) chains or hubs (connection types 1/3/4/5) whose member events span two or more Sovereign Capability Profile (SCP) dimensions, surfaced as corroborating structural texture rather than a headl
get_capability_linksRetrieve the event↔dimension membership links — which events qualify or contribute to each actor's Sovereign Capability Profile (SCP) capability dimensions. Filter by `actor` (e.g. "US", "CN", "GB" — note GB, not UK), `dimension` (D1–D7), or `event_id`. Each link carries its `lin
get_threadsRetrieve Infrastructure Threads — the factual material-link layer recording where the same named AI hardware asset (chip / GPU / NPU / custom ASIC) appears as a documented fact in two events. A thread is not a Coordination Connection: no connection type, no confidence grade — eit
get_event_stackAssemble the stack journey for one event — its kind-labelled value-chain neighbourhood at depth 1, the same composition the Atlas renders, in one call. Returns three separate arrays, never merged: `coordination` — the event's own Coordination Connections (CCs), all seven connecti
query_scpQuery the Sovereign Capability Profile (SCP) register by pivoting and comparing — distinct from `get_actors`, which fetches whole actors and is where `energy_context` is served; it is not returned here. Pass exactly one of: `dimension` (e.g. "D3") pivots that one dimension across
get_blocsRetrieve the WEO Bloc Membership Register — every nation in the register with its bloc assignment and universal membership category (Core / Integrated / Engaged / Peripheral / Non-Aligned), its key evidence and source URLs, plus document metadata and sectioned provenance (snapsho
get_contributionLook up WEO Contribution Architecture vocabulary — the contributor programme's terms, credit classes, and governance provisions (e.g. "Delta Credit", "Founding Observer", "Observer Network", "rate card", "malinformation"). Returns the term's context, its section anchor, and a dee
get_metricsRetrieve the WEO quantitative coordination metrics — dated observations of the documented connection network computed under Towards Coordination Science (TCS). Returns Cross-Sector Transmission Frequency (CSTF) with its permutation null model, the cross-sector transmission matrix
get_commitmentsRetrieve the Compute Commitment Register — verified commitments of computing capacity by named actors to societal challenges, one record per instrument, quantities as published, never summed. Returns the challenge table (documents counted once per challenge touched; Committed and
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con el dominio warmthengine.com (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Respondió en 244 ms (HTTP 200)
No hace falta iniciar sesión
Leímos 18 descripciones de herramientas y no encontramos instrucciones ocultas para la IA
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 3 de 3 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: Authorization
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (1.27.0) llegó al registro hoy.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Agent Data Tools: Utilities
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
103 tools: JSON repair, CSV, hashes, cron, dates, units, validators. 25 free calls.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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 tableget_threads/commitments/ and via /api/commitmentswarmthengine.com/mcp exposing eighteen 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, get_contribution, get_metrics, get_commitments)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 six 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 |
| WEO Contribution Architecture — Account of the platform's methodological contributions and their derivation | 10.5281/zenodo.21495917 |
| The Compute Commitment Register — Methodology Working Note — Method, Challenge List Reference, and pilot observations for the register of computing capacity committed to societal challenges | 10.5281/zenodo.22785950 |
The V1.5 Manual and Rationale are self-hosted as navigable HTML with granular section anchoring:
warmthengine.com/research/methodology/manual/ (490 section anchors)warmthengine.com/research/methodology/rationale/ (193 section anchors)warmthengine.com/research/compute-commitment-register/ (66 section anchors)warmthengine.com/research/methodology/errata/ — V1.5 errata and corrigenda (expression corrections and substantive corrections to reported findings, with machine-readable errata.json)A semantic dictionary (data/weo-methodology-map.json) maps 185 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 ├── events-free.json # Static fallback (free-tier event data) ├── commitments/ │ └── index.html # Compute Commitment Register page ├── profiles/ │ └── index.html # Sovereign Capability Profiles page (generated) ├── scripts/ │ └── generate_profiles.py # Profiles page generator (actors JSON → HTML) ├── data/ │ └── weo-methodology-map.json # 185 term-to-anchor semantic mappings ├── research/ │ └── methodology/ │ ├── errata/ # V1.5 Errata Register (HTML + errata.json) │ ├── manual/ # Self-hosted V1.5 Manual (HTML + PDF) │ ├── materials-register/ # AI-Critical Materials Register (HTML) │ └── rationale/ # Self-hosted V1.5 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.