---
title: "koala73/worldmonitor: Real-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface"
url: https://daily.dev/posts/3hgtb5yfm
source_url: https://github.com/koala73/worldmonitor
type: share
source: "Daily Open Source Tools"
author: "Serdarcan Buyukdereli"
published: 2026-02-24T13:56:57.881Z
updated: 2026-02-24T13:56:57.884Z
tags: ["ai", "typescript", "monitoring"]
upvotes: 3
comments: 0
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# koala73/worldmonitor: Real-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface

**[Daily Open Source Tools](https://daily.dev/sources/dailyopensourcetools)** · [@serdarbuyukdereli](https://daily.dev/serdarbuyukdereli) · 3 upvotes · 0 comments

## Summary

World Monitor is an open-source real-time intelligence dashboard that aggregates 100+ news feeds, geopolitical events, military tracking, and infrastructure data into a unified interface. Features include AI-powered threat classification using hybrid keyword/LLM pipelines, interactive maps with 25+ data layers (conflicts, military bases, undersea cables, satellite fire detection), country instability scoring, and market intelligence radar. The system uses browser-side ML (Transformers.js), three-tier caching with Redis, temporal anomaly detection via Welford's algorithm, and geographic convergence analysis. Built with TypeScript, deck.gl, and deployed on Vercel Edge Functions with a Railway WebSocket relay for blocked APIs. Includes infrastructure cascade modeling, prediction market integration, and shareable intelligence stories with social export.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://github.com/koala73/worldmonitor>

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---

Tags: [#ai](https://daily.dev/tags/ai), [#typescript](https://daily.dev/tags/typescript), [#monitoring](https://daily.dev/tags/monitoring)

[View this post on daily.dev](https://daily.dev/posts/3hgtb5yfm)