Kairom

world.kairomPublished by kairom.worldOfficial publisherv1.0.0Updated Nov 4, 2026

Europe systems engine: what a site depends on, and what-if strikes, outages and price shocks

VerifiedStreamable HTTPWeb executableCloud & InfrastructureData & Analytics

Overview

AI-generated overview

Remote Kairom server that lets an assistant map what a European site or company depends on and run what-if shock simulations across those systems.

What you can do
  • Map dependencies of a site or company across power, fuel, telecom, cyber, transport, suppliers, economy, people, health and regulation
  • Run what-if shocks such as strikes, supplier failure, outages, cyber incidents, price and regulation shocks, crowd events and natural hazards
  • Retrieve a cross-system map of chains that could hurt or help a project
  • Check what changed recently around tracked sites
  • Read electricity price data for a country against recent days
  • Every result carries status, as-of date, sources, caveats and ranges
When to use it
Useful for analysts, planners and risk or supply-chain teams who want to explore how a European plant, port or company is exposed to cross-system disruptions and to screen what-if scenarios before deeper study.
Requirements
Remote MCP endpoint over Streamable HTTP with OAuth 2.1 (PKCE); no local install. A Kairom workspace invite link or sign-in is needed, and pilot workspaces can use a workspace API key as a Bearer token instead. Network access to the hosted service.
Before you install
Results are decision support only: most layers are screening-grade, simulations report regional economic output rather than a company's own accounts, and official warnings take precedence. Tools are read-only and each key reads only its own workspace. Rate limits apply per key or connection. Logs keep tool names, a key id prefix and positions rounded to about 1 km.

Installation

In SourceWeft

  1. Open Kairom in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/world.kairom%2Fkairom/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "kairom": {
      "type": "http",
      "url": "https://kairom.world/mcp"
    }
  }
}

README

Kairom MCP server

Kairom is a complex-systems data, simulation and decision engine for Europe. Ask what a site or a company depends on (power, fuel, telecom, cyber, roads, rail and ports, suppliers, economy by sector, people and events, health, regulation) and run what-if shocks through those systems: strikes, supplier failure, power or telecom outages, cyber incidents, price and regulation shocks, crowd events, and natural hazards as one input among many.

This repository holds the documentation and the registry metadata of the remote Kairom MCP server. The server itself is hosted; there is nothing to install or run.

Connect

Claude (Free, Pro, Max): Settings → Connectors → Add custom connector → https://kairom.world/mcp → Add → Connect. On the Kairom page that opens, paste the demo link above (or your own invite link). One-click: Add Kairom to Claude. Team and Enterprise: an Owner adds it under Organization settings → Connectors.

ChatGPT (Plus, Pro, Business, Enterprise): Settings → Apps & Connectors → Advanced settings → turn on Developer mode → Create → name "Kairom", URL https://kairom.world/mcp → sign in with the demo link.

Claude Code:

claude mcp add --transport http kairom https://kairom.world/mcp

Any other MCP client that supports remote servers with OAuth (Cursor, VS Code, Cline, ...): add a remote/HTTP server with the URL https://kairom.world/mcp; the client opens the Kairom sign-in page. See llms-install.md.

API key instead of OAuth: workspace keys (Authorization: Bearer kw_...) are issued from the app's API keys page for pilot workspaces.

What to ask

  1. What does the plant at Pol. Malpica, Zaragoza depend on, and where are its single points of failure?
  2. Run a 5-day strike at the Port of Valencia and show what is hit first.
  3. For my company project, which cross-system chains can hurt us and which can help us? (get_system_map)
  4. What changed this week around my sites? (recent_changes)
  5. What is the electricity price in Spain today against the last 7 days?

How to read the answers

Every result carries status (validated / screening / experimental), as_of, sources and caveats, and ranges (p10-p90 or 90 %) where the engine has them. Most layers are screening today: orders of magnitude, not validated forecasts. Simulation results are regional economic output (GVA) over the run, not a company's own accounts. Decision support only: no tool takes an action, and official warnings and operators' notices take precedence.

Limits and privacy

  • Rate limits per key or connection (HTTP 429 with Retry-After); the demo link has a per-visitor limit.
  • Each key or connection only ever reads its own workspace. The demo link cannot edit anything or use the AI layer.
  • Logs keep the tool name, a key id prefix and positions rounded to about 1 km; never request bodies, addresses or tokens.
  • Data comes from open sources with attribution: https://kairom.world/api/v1/attribution

Contact

Pau, Kairom (Barcelona) · [email protected] · https://kairom.world · Legal and privacy: https://kairom.world/legal

Documentation in this repository: CC BY 4.0.

Source: README.md at commit 7fa55d0

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestOct 14, 2026

Score

75% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.