The in-memory metrics buffer was changed from 1000 to 86400 points per metric to support 30-day sparklines, but this pre-allocated ~18 MB per guest (7 slices × 86400 × 32 bytes). With 50 guests that's 920 MB — explaining why users needed to double their LXC memory after upgrading to 5.1.0. - Revert in-memory buffer to 1000 points / 24h retention - Remove eager slice pre-allocation (use append growth instead) - Add LTTB (Largest Triangle Three Buckets) downsampling algorithm - Chart endpoints now use a two-tier strategy: in-memory for ranges ≤ 2h, SQLite persistent store + LTTB for longer ranges - Reduce frontend ring buffer from 86400 to 2000 points Related to #1190
Pulse
🚀 Overview
Pulse is a modern, unified dashboard for monitoring your infrastructure across Proxmox, Docker, and Kubernetes. It consolidates metrics, alerts, and AI-powered insights from all your systems into a single, beautiful interface.
Designed for homelabs, sysadmins, and MSPs who need a "single pane of glass" without the complexity of enterprise monitoring stacks.
✨ Features
Core Monitoring
- Unified Monitoring: View health and metrics for PVE, PBS, PMG, Docker, and Kubernetes in one place
- Smart Alerts: Get notified via Discord, Slack, Telegram, Email, and more
- Auto-Discovery: Automatically finds Proxmox nodes on your network
- Metrics History: Persistent storage with configurable retention
- Backup Explorer: Visualize backup jobs and storage usage
AI-Powered
- Chat Assistant (BYOK): Ask questions about your infrastructure in natural language
- Patrol (BYOK): Background health checks that generate findings on a schedule
- Alert Analysis (Pro): Optional AI analysis when alerts fire
- Cost Tracking: Track usage and costs per provider/model
Multi-Platform
- Proxmox VE/PBS/PMG: Full monitoring and management
- Kubernetes: Complete K8s cluster monitoring via agents
- Docker/Podman: Container and Swarm service monitoring
- OCI Containers: Proxmox 9.1+ native container support
Security & Operations
- Secure by Design: Credentials encrypted at rest, strict API scoping
- One-Click Updates: Easy upgrades for supported deployments
- OIDC/SSO: Single sign-on authentication
- Privacy Focused: No telemetry, all data stays on your server
⚡ Quick Start
Option 1: Proxmox LXC (Recommended)
Run this one-liner on your Proxmox host to create a lightweight LXC container:
curl -fsSL https://github.com/rcourtman/Pulse/releases/latest/download/install.sh | bash
Note: this installs the Pulse server. Agent installs use the command generated in Settings → Agents → Installation commands (served from /install.sh on your Pulse server).
Option 2: Docker
docker run -d \
--name pulse \
-p 7655:7655 \
-v pulse_data:/data \
--restart unless-stopped \
rcourtman/pulse:latest
Access the dashboard at http://<your-ip>:7655.
📚 Documentation
- Installation Guide: Detailed instructions for Docker, Kubernetes, and bare metal.
- Configuration: Setup authentication, notifications, and advanced settings.
- Security: Learn about Pulse's security model and best practices.
- API Reference: Integrate Pulse with your own tools.
- Architecture: High-level system design and data flow.
- Troubleshooting: Solutions to common issues.
- Agent Security: Details on checksum-verified updates and verification.
- Docker Monitoring: Setup and management of Docker agents.
🌐 Community Integrations
Community-maintained integrations and addons:
- Home Assistant Addons - Run Pulse Agent and Pulse Server as Home Assistant addons.
🚀 Pulse Pro
Pulse Pro unlocks Auto-Fix and advanced AI analysis — Pulse Patrol is available to everyone with BYOK.
| Feature | Free | Pro |
|---|---|---|
| Real-time dashboard | ✅ | ✅ |
| Threshold alerts | ✅ | ✅ |
| AI Chat (BYOK) | ✅ | ✅ |
| Pulse Patrol (BYOK) | ✅ | ✅ |
| Alert-triggered AI analysis | — | ✅ |
| Kubernetes AI analysis | — | ✅ |
| Auto-fix + autonomous mode | — | ✅ |
| Centralized agent profiles | — | ✅ |
| Advanced Reporting (PDF/CSV) | — | ✅ |
| Audit Webhooks (SIEM integration) | — | ✅ |
| Priority support | — | ✅ |
Pulse Patrol runs on your schedule (every 10 minutes to every 7 days, default 6 hours) and finds:
- ZFS pools approaching capacity
- Backup jobs that silently failed
- VMs stuck in restart loops
- Clock drift across cluster nodes
- Container health check failures
Pulse Patrol uses your configured provider (BYOK) and runs entirely on your server.
Technical highlights:
- Cross-system context (nodes, VMs, backups, containers, and metrics history)
- LLM analysis with your provider + alert-triggered deep dives (Pro)
- Optional auto-fix with command safety policies and audit trail
- Centralized agent profiles for consistent fleet settings
Try the live demo → or learn more at pulserelay.pro
Pulse Pro technical details: docs/PULSE_PRO.md
❤️ Support Pulse Development
Pulse is maintained by one person. Sponsorships help cover the costs of the demo server, development tools, and domains. If Pulse saves you time, please consider supporting the project!
📄 License
MIT © Richard Courtman. Use of Pulse Pro is subject to the Terms of Service.
