Pulse

Generate heartbeat metrics reports and HTML dashboards for Pulse deployments.

1|Updated Dec 18, 2025
One-click install
npx skills add https://github.com/matt-fell-ai/PAI --skill pulse
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Pulse
Source: https://github.com/matt-fell-ai/PAI/tree/main/skills/Pulse
Command: npx skills add https://github.com/matt-fell-ai/PAI --skill pulse

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Pulse provides ongoing health and performance metrics for PAI, surfacing ROI, system health, and recent activity to help you optimize usage and investments.

Core Features & Use Cases

  • ROI tracking: Monitor skill usage and outcome metrics to assess value.
  • Health + Activity dashboard: Quick status reports and alerts.
  • Lightweight tooling: Simple commands to generate status snapshots or dashboards.

Quick Start

Run: bin/pai run Pulse report to generate a quick health snapshot. For a live dashboard, run: bin/pai run Pulse web.

Frequently Asked Questions about Pulse

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I monitor AI infrastructure health and performance metrics?

Pulse provides real-time health and performance metrics for AI infrastructure, tracking resource usage, skill utilization, and system status. Run `bin/pai run Pulse report` to generate a quick health snapshot showing current metrics and alerts.

Can I track ROI and skill usage across my AI deployments?

Yes. Pulse monitors skill usage, outcome metrics, and revenue leads to assess ROI across your deployment. Metrics are displayed in both textual reports and an interactive HTML dashboard accessible via `bin/pai run Pulse web`.

What's included in Pulse's dashboard and status reports?

Pulse generates status reports and dashboards displaying resource usage, skill utilization metrics, revenue leads, and system health indicators. The web dashboard is a secure HTML file generated at a defined path for quick performance visibility.

How lightweight is Pulse for monitoring KPI metrics?

Pulse is designed as lightweight tooling requiring only simple commands to generate status snapshots or live dashboards. It computes and displays metrics with minimal overhead, suitable for ongoing health tracking in production environments.

Does Pulse work with existing AI deployment infrastructure?

Pulse is applicable to monitoring KPI metrics in Pulse deployments with no external dependencies. It integrates directly into your PAI workflow via straightforward command-line invocation to surface health, activity, and ROI data.