Operations | Monitoring | ITSM | DevOps | Cloud

What You Actually Need to Monitor AI Systems in Production

You did it. You added the latest AI agent into your product. Shipped it. Went to sleep. Woke up to find it returning a blank string, taking five seconds longer than yesterday, or confidently outputting lies in perfect JSON. Naturally, you check your logs. You see a prompt. You see a response. And you see nothing helpful. Surprise. Prompt in and response out is not observability. It is vibes.

Critical RCE Vulnerability in mcp-remote: CVE-2025-6514 Threatens LLM Clients

The JFrog Security Research team has recently discovered and disclosed CVE-2025-6514 – a critical (CVSS 9.6) security vulnerability in the mcp-remote project – a popular tool used by Model Context Protocol clients. The vulnerability allows attackers to trigger arbitrary OS command execution on the machine running mcp-remote when it initiates a connection to an untrusted MCP server, posing a significant risk to users – a full system compromise.

Introducing the InfluxDB 3 MCP Server: Natural Language for Time Series

Time series data underpins all real-time systems. From high-resolution telemetry to long-range trends, it’s essential for monitoring, automation, predictive maintenance, and operational insight. But it’s also hard to work with: high cardinality, shifting schemas, and time-based queries make even basic tasks feel heavy.

AI-Enabled Network Management: Revolutionize Operator Workflows with AI Agents

For today's leading service providers and large enterprises, ensuring peak performance requires navigating a labyrinth of data streams, monitoring tools, and legacy systems. This often leaves network operators spending more time searching for information than acting on it. A new AI-enabled network management is dawning, promising to upend these cumbersome workflows.

Dashboard Sharing - The Hard Way

Unlike menu items, dashboards in Icinga Web 2 currently can’t be shared across users. This is something we will implement in future versions, but for now users can only create dashboards for themselves. We don’t have an exact timeline for the dashboard sharing feature yet and our roadmap is already pretty packed for this year, so we won’t be tackling this until later next year.

How to turn logs into metrics with Grafana Loki (Loki Community Call July 2025)

Cyril Tovena shows us how to turn logs into metrics with Grafana Loki using metric queries in LogQL. What do you do when all you have are logs, but you want to count them, aggregate them, or parse them for numbers you want to graph? Well, there's a query for that! Cyril is joined by Jay Clifford and Nicole van der Hoeven to discuss everything you need to know about metric queries and how to use them to get numbers out of Loki.