| name | world2agent-protocol |
| description | Install and use World2Agent (W2A) sensors to give AI agents structured, real-time perception of the real world |
| triggers | ["add a world2agent sensor","install w2a sensor for news","set up world2agent protocol","configure world2agent sensor","build a custom w2a sensor","list available world2agent sensors","troubleshoot world2agent signal flow","integrate world2agent into my agent"] |
World2Agent Protocol Skill
Skill by ara.so — AI Agent Skills collection.
What is World2Agent?
World2Agent (W2A) is an open protocol that standardizes how AI agents perceive the real world. Sensors watch data sources (news feeds, production alerts, market data, etc.) and emit structured signals following the W2A schema. Your agent receives these signals and decides what to do.
Architecture: World → Sensor → Agent
- Sensors are npm packages that watch external data sources
- Signals are structured JSON events following the W2A protocol
- Agents consume signals via runtime plugins or direct SDK integration
Installation
For Claude Code
/plugin marketplace add machinepulse-ai/world2agent-plugins
/plugin install world2agent@world2agent-plugins
/reload-plugins
Add a sensor:
/world2agent:sensor-add @world2agent/sensor-hackernews
Restart with plugin channel:
claude --dangerously-load-development-channels plugin:world2agent@world2agent-plugins
For Hermes
npm install -g @world2agent/hermes-sensor-bridge
hermes skills install machinepulse-ai/world2agent-plugins/hermes-sensor-bridge/skills/world2agent-manage
In Hermes session:
/world2agent-manage add @world2agent/sensor-hackernews
For OpenClaw
npm install -g @world2agent/openclaw-sensor-bridge
openclaw skills install world2agent-manage
Then in chat:
Use world2agent-manage skill install @quill-io/sensor-frontier-ai-news
Direct SDK Integration (TypeScript/Node.js)
npm install @world2agent/core
npm install @world2agent/sensor-hackernews
Core Concepts
Signal Format
Every W2A signal follows this schema:
{
"signal_id": "uuid-v4",
"sensor_id": "@world2agent/sensor-hackernews",
"timestamp": "2026-05-17T10:30:00Z",
"type": "news.hackernews.story",
"priority": "medium",
"data": {
"title": "Show HN: World2Agent Protocol",
"url": "https://news.ycombinator.com/item?id=123456",
"score": 340,
"author": "machinepulse"
},
"metadata": {
"ttl": 3600,
"schema_version": "1.0"
}
}
Key Fields
signal_id: Unique identifier for deduplication
sensor_id: npm package name of the sensor
type: Hierarchical type (category.source.event)
priority: critical | high | medium | low
data: Sensor-specific payload
metadata.ttl: Signal lifetime in seconds
Using the SDK
Basic Signal Consumption
import { W2AClient } from '@world2agent/core';
import HackerNewsSensor from '@world2agent/sensor-hackernews';
const client = new W2AClient();
await client.registerSensor(new HackerNewsSensor({
minScore: 100,
keywords: ['AI', 'agents', 'protocol']
}));
client.on('signal', (signal) => {
console.log(`[${signal.priority}] ${signal.type}`);
console.log(signal.data);
if (signal.priority === 'high') {
handleUrgentSignal(signal);
}
});
await client.start();
Signal Filtering
import { W2AClient, SignalFilter } from '@world2agent/core';
const client = new W2AClient();
const newsFilter = new SignalFilter({
typePattern: /^news\./,
minPriority: 'medium'
});
client.on('signal', newsFilter.apply((signal) => {
processNewsSignal(signal);
}));
Multi-Sensor Setup
import { W2AClient } from '@world2agent/core';
import HackerNewsSensor from '@world2agent/sensor-hackernews';
import FrontierAISensor from '@quill-io/sensor-frontier-ai-news';
import WeatherSensor from '@world2agent/sensor-weather';
const client = new W2AClient();
await client.registerSensor(new HackerNewsSensor({ minScore: 200 }));
await client.registerSensor(new FrontierAISensor({ labs: ['openai', 'anthropic'] }));
await client.registerSensor(new WeatherSensor({
location: 'San Francisco',
alerts: true
}));
client.on('signal', (signal) => {
if (signal.type.startsWith('news.')) {
routeToNewsHandler(signal);
} (signal..()) {
(signal);
}
});
client.();
Building a Custom Sensor
Minimal Sensor Structure
import { BaseSensor, Signal } from '@world2agent/core';
export default class MySensor extends BaseSensor {
constructor(config: { apiKey?: string } = {}) {
super({
id: '@myorg/sensor-example',
name: 'Example Sensor',
version: '1.0.0'
});
this.apiKey = config.apiKey || process.env.EXAMPLE_API_KEY;
}
async start() {
this.interval = setInterval(() => this.poll(), 60000);
await this.poll();
}
async stop() {
if (this.interval) clearInterval(this.interval);
}
private () {
data = .();
( item data) {
: = {
: crypto.(),
: ..,
: ().(),
: ,
: item. ? : ,
: {
: item.,
: item.
},
: {
: ,
:
}
};
.(signal);
}
}
() {
response = (, {
: { : }
});
response.();
}
}
Package.json for Sensors
{
"name": "@myorg/sensor-example",
"version": "1.0.0",
"description": "W2A sensor for Example API",
"keywords": ["w2a-sensor", "world2agent", "example"],
"main": "dist/index.js",
"types": "dist/index.d.ts",
"scripts": {
"build": "tsc",
"prepublishOnly": "npm run build"
},
"dependencies": {
"@world2agent/core": "^1.0.0"
},
"devDependencies": {
"typescript": "^5.0.0"
SETUP.md for Interactive Configuration
# Setup Questions
## API Key
**prompt:** What is your Example API key?
**env:** EXAMPLE_API_KEY
**required:** true
## Update Interval
**prompt:** Poll interval in seconds (default: 60)?
**env:** EXAMPLE_POLL_INTERVAL
**default:** 60
Configuration Patterns
Environment Variables
EXAMPLE_API_KEY=sk-xxxxxxxxxxxx
HACKERNEWS_MIN_SCORE=150
WEATHER_LOCATION=London
import { W2AClient } from '@world2agent/core';
import { config } from 'dotenv';
config();
const client = new W2AClient();
await client.registerSensor(new HackerNewsSensor({
minScore: parseInt(process.env.HACKERNEWS_MIN_SCORE || '100')
}));
Runtime Configuration
import { W2AClient } from '@world2agent/core';
const client = new W2AClient({
maxSignalsPerSecond: 10,
deduplication: true,
persistSignals: './signals.log'
});
await client.updateSensorConfig('@world2agent/sensor-hackernews', {
minScore: 250,
keywords: ['AI', 'machine learning']
});
Common Patterns
Signal Deduplication
import { W2AClient, Deduplicator } from '@world2agent/core';
const client = new W2AClient();
const dedup = new Deduplicator({ windowMs: 60000 });
client.on('signal', (signal) => {
if (dedup.isNew(signal.signal_id)) {
processSignal(signal);
}
});
Priority-Based Routing
client.on('signal', async (signal) => {
switch (signal.priority) {
case 'critical':
await notifyPagerDuty(signal);
await handleImmediate(signal);
break;
case 'high':
await queueForProcessing(signal);
break;
default:
await logSignal(signal);
}
});
Webhook Integration
import express from 'express';
import { W2AClient } from '@world2agent/core';
const app = express();
const client = new W2AClient();
app.post('/webhook/w2a', express.json(), (req, res) => {
const signal = req.body;
if (!client.validateSignature(signal, req.headers['x-w2a-signature'])) {
return res.status(401).send('Invalid signature');
}
client.ingestSignal(signal);
res.status(200).send('OK');
});
app.listen(3000);
Persistent Signal Log
import fs from 'fs/promises';
import { W2AClient } from '@world2agent/core';
const client = new W2AClient();
const logPath = './signals.jsonl';
client.on('signal', async (signal) => {
await fs.appendFile(logPath, JSON.stringify(signal) + '\n');
await processSignal(signal);
});
Finding Sensors
Browse SensorHub
Visit https://world2agent.ai/hub to browse the full catalog.
CLI Search
npm search w2a-sensor
Popular Sensors
@world2agent/sensor-hackernews — Hacker News top stories
@quill-io/sensor-frontier-ai-news — AI lab announcements (OpenAI, Anthropic, etc.)
@world2agent/sensor-weather — Weather alerts and forecasts
@world2agent/sensor-github — Repository events and releases
@world2agent/sensor-reddit — Subreddit posts and trends
Troubleshooting
Signals Not Flowing
Check sensor status:
const status = client.getSensorStatus('@world2agent/sensor-hackernews');
console.log(status);
Enable debug logging:
const client = new W2AClient({ logLevel: 'debug' });
Verify sensor is started:
await client.start();
Duplicate Signals
Enable built-in deduplication:
const client = new W2AClient({ deduplication: true });
Or implement custom logic:
const seen = new Set<string>();
client.on('signal', (signal) => {
if (seen.has(signal.signal_id)) return;
seen.add(signal.signal_id);
processSignal(signal);
});
Rate Limiting
Throttle signal processing:
import pThrottle from 'p-throttle';
const throttle = pThrottle({ limit: 5, interval: 1000 });
const throttledProcess = throttle(async (signal) => {
await processSignal(signal);
});
client.on('signal', throttledProcess);
Sensor Crashes
Wrap sensor registration with error handling:
try {
await client.registerSensor(new MySensor({ apiKey: process.env.API_KEY }));
} catch (error) {
console.error('Sensor registration failed:', error);
}
client.on('sensor-error', (sensorId, error) => {
console.error(`Sensor ${sensorId} error:`, error);
});
Missing Environment Variables
Validate before sensor initialization:
const requiredEnv = ['EXAMPLE_API_KEY', 'HACKERNEWS_MIN_SCORE'];
for (const key of requiredEnv) {
if (!process.env[key]) {
throw new Error(`Missing required environment variable: ${key}`);
}
}
Advanced: Graph Layer (Experimental)
Compose and enrich signals from multiple sensors before they reach your agent:
import { W2AGraph } from '@world2agent/graph';
const graph = new W2AGraph();
graph.addRule({
inputs: ['news.hackernews.*', 'news.reddit.*'],
merge: (signals) => ({
type: 'news.aggregated.topic',
data: {
sources: signals.map(s => s.sensor_id),
combined_score: signals.reduce((sum, s) => sum + s.data.score, 0)
}
}),
window: 300
});
graph.on('enriched-signal', (signal) => {
});
See RFC for details.
Resources
License
Apache 2.0