Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Coordination Intelligence: AI infrastructure coordination dynamics across geopolitical blocs
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http observatory https://warmthengine.com/mcp --header 'Authorization: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"observatory": {
"url": "https://warmthengine.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"observatory": {
"type": "http",
"url": "https://warmthengine.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
Authorization 비밀 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
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
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 도메인 warmthengine.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
244ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 18개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: Authorization
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.27.0)은 오늘 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Microsoft Exchange Online MCP
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Exchange Online admin for MSPs: forwarding audits, EWS posture and offboarding, no PowerShell
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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.