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machinepulse-aimachinepulse-aiOfficial·1 Agent Skills Included

world2agent

Open protocol giving AI agents real-time structured data from any source

Standardizes how AI agents perceive real-world events through installable sensors that emit structured, real-time signals. Eliminates custom integrations and messy polling by making every data source speak one shared schema. Guides agents through building, testing, and publishing new sensors so any source becomes agent-readable in minutes.
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npx skills add machinepulse-ai/world2agent --all -g -y

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machinepulse-aimachinepulse-ai

build-w2a-sensor

Guide developers through building compliant World2Agent sensors emitting structured real-time signals.

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Advanced

Frequently Asked Questions

FAQPage Schema
How to install World2Agent?▼

Run `npx skills add machinepulse-ai/world2agent --all -g -y` in your terminal to install the sensor-building skill globally.

What is a W2A sensor?▼

A sensor is a small npm package that watches a data source like Hacker News or Slack and emits structured signals your AI agent can act on.

How do I build a custom sensor for my data source?▼

The build-w2a-sensor skill walks your AI agent through discovery, signal design, scaffolding, and testing, producing a working sensor in about 50 lines of code.

Does World2Agent work with Claude Code and OpenClaw?▼

Yes. W2A ships native plugins for Claude Code, Hermes, and OpenClaw, so sensor signals flow directly into your existing agent runtime.

Where can I find ready-made sensors?▼

Browse SensorHub at world2agent.ai/hub or run `npm search w2a-sensor` to find official and community-built sensors for news, markets, alerts, and more.

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