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AI Agents / DevOps2025Production-grade MVPPublic summary

VPS Sentinel Agents

A Telegram-first AI monitoring system for Linux VPS: it locally collects CPU, RAM, disk, I/O, Docker and system log signals, while AI agents analyze risks, explain possible issues and forecast when a server upgrade may be needed.

Overview

A Telegram-first AI monitoring system for Linux VPS: it locally collects CPU, RAM, disk, I/O, Docker and system log signals, while AI agents analyze risks, explain possible issues and forecast when a server upgrade may be needed.

Problem

A VPS may slow down or freeze from time to time, while the root cause is often unclear: an engineer has to manually inspect logs, CPU load, memory, swap, disk usage, Docker containers and event history. Without a unified picture, it is difficult to quickly understand whether the issue is resource shortage, an application error, disk pressure, an I/O bottleneck or accumulated server technical debt.

Solution

VPS Sentinel Agents collects data locally on the server, sanitizes and aggregates it, applies rule-based checks and sends only a compact safe context to AI. Agno agents analyze logs, resources, incidents and trends, then generate concise Telegram reports, alerts and forecasts showing when it may be time to upgrade RAM, CPU, disk or move to a more powerful VPS.

Architecture

Local collectors → metrics/logs/Docker data → sanitization → aggregation → rule-based health checks → compact AI context → Agno agents → OpenRouter LLM → Telegram reports / FastAPI endpoints → SQLite history

Media

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