https://www.netdata.cloud/tags/ai/Recent content in AI on NetdataHugoen-usSat, 30 May 2026 00:00:00 +0000https://www.netdata.cloud/resources/best-ai-powered-observability-platforms/Sat, 30 May 2026 00:00:00 +0000https://www.netdata.cloud/resources/best-ai-powered-observability-platforms/https://www.netdata.cloud/blog/netdata-cloud-mcp-server/Fri, 27 Feb 2026 00:00:00 +0000https://www.netdata.cloud/blog/netdata-cloud-mcp-server/<p>The Netdata Cloud MCP Server is now available — giving AI agents and assistants direct access to your Netdata through a single endpoint at <code>app.netdata.cloud/api/v1/mcp</code>.</p> <!--truncate--> <h2 id="ai-is-changing-how-we-monitor-infrastructure">AI Is Changing How We Monitor Infrastructure</h2> <p>If you&rsquo;re an engineer in 2026, chances are AI is already part of your daily workflow, whether that&rsquo;s a general-purpose assistant like ChatGPT, Claude, or Gemini that you bounce questions off, or a coding agent like <a href="https://docs.anthropic.com/en/docs/claude-code">Claude Code</a>, <a href="https://openai.com/index/codex/">Codex</a>, <a href="https://www.cursor.com/">Cursor</a>, or <a href="https://windsurf.com/">Windsurf</a> that writes and debugs code alongside you. These tools are incredibly powerful, but until now, they&rsquo;ve been blind to what&rsquo;s actually happening on your infrastructure.</p>https://www.netdata.cloud/features/aiml/ai-co-engineer/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/ai-co-engineer/Netdata&rsquo;s AI Co-Engineer combines edge-native machine learning with flexible AI integration, providing instant expert-level insights while keeping your data sovereign and secure.https://www.netdata.cloud/features/aiml/reporting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/aiml/reporting/Generate professional infrastructure reports in minutes, not hours. Netdata&rsquo;s AI reporting delivers automated insights across metrics, logs, and alerts - from capacity planning to root cause analysis - with zero configuration and complete data sovereignty.https://www.netdata.cloud/solutions/use-cases/datacenters/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/datacenters/Transform data center operations with Netdata&rsquo;s real-time monitoring platform. Per-second metrics, automated ML anomaly detection, and AI-powered troubleshooting deliver 80% faster MTTR at 90% lower cost than traditional solutions.https://www.netdata.cloud/solutions/built-for/devops/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/built-for/devops/Netdata delivers complete observability for DevOps teams with per-second metrics, zero-configuration deployment, and AI-powered root cause analysis. Monitor everything from bare metal to Kubernetes with a single platform that replaces 7 tools while reducing costs by 90%.https://www.netdata.cloud/solutions/use-cases/infrastructure-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/infrastructure-monitoring/Transform infrastructure monitoring with Netdata&rsquo;s edge-native platform. Get per-second visibility, ML anomaly detection on every metric, and AI-powered troubleshooting - all while keeping your data sovereign and reducing costs by 90%.https://www.netdata.cloud/solutions/use-cases/llm-monitoring/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/llm-monitoring/Real-time infrastructure monitoring for LLM deployments. Track GPU utilization, container resources, database performance, and system metrics with per-second granularity and ML-powered anomaly detection.https://www.netdata.cloud/solutions/industries/ai/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/industries/ai/Monitor AI training clusters, inference APIs, and ML workloads with Netdata&rsquo;s edge-native platform. Per-second visibility, ML-powered insights, predictable pricing.https://www.netdata.cloud/solutions/use-cases/troubleshooting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/troubleshooting/Transform troubleshooting from hours to minutes with Netdata&rsquo;s real-time observability platform. Get per-second metrics, automatic anomaly detection, and AI-guided investigations—all with zero configuration and 90% cost savings.https://www.netdata.cloud/features/visualization/troubleshooting/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/features/visualization/troubleshooting/Interactive debugging with per-second precision and full historical context. Netdata transforms troubleshooting through edge-native ML, automated correlation, and AI-powered analysis.https://www.netdata.cloud/solutions/use-cases/windows-event-logs/Thu, 18 Dec 2025 00:00:00 +0000https://www.netdata.cloud/solutions/use-cases/windows-event-logs/Netdata revolutionizes Windows Event Log monitoring by combining infrastructure metrics with native log access, ML anomaly detection, and AI troubleshooting - delivering comprehensive observability at a fraction of traditional SIEM costs.https://www.netdata.cloud/blog/netdata-mcp-server/Wed, 18 Jun 2025 00:00:00 +0000https://www.netdata.cloud/blog/netdata-mcp-server/<p><strong>Update (February 2026):</strong> Netdata now also provides MCP via Netdata Cloud at <code>app.netdata.cloud/api/v1/mcp</code> for infrastructure-wide access (Business/Homelab plan). See <a href="https://learn.netdata.cloud/docs/netdata-ai/mcp">MCP documentation</a> for details.</p> <hr> <p>We are excited to announce that Netdata has officially implemented the Model Context Protocol (MCP), joining the forefront of AI-powered infrastructure monitoring.</p> <p>By enabling direct connections between AI assistants and your data sources and tools, the Model Context Protocol is a new open standard that builds a crucial link between artificial intelligence and practical systems. Instead of the AI providing generic suggestions that don’t understand your environment, MCP enables it to communicate and then interact with your infrastructure data in real time. Being among the first monitoring platforms to adopt this groundbreaking protocol, Netdata is at the forefront of intelligent observability. With the help of this integration, traditional monitoring becomes a dialogue that your entire technical team is able to participate in. We encourage you to dive deeper into the technical foundations of MCP, explore <a href="https://www.anthropic.com/news/model-context-protocol">Anthropic&rsquo;s comprehensive</a> explanation, and discover how this protocol is reshaping the future of AI-data interaction.</p>https://www.netdata.cloud/blog/netdata-insights/Tue, 27 May 2025 00:00:00 +0000https://www.netdata.cloud/blog/netdata-insights/<p>We&rsquo;ve been thinking a lot about synthesis lately.</p> <p>Netdata already samples every metric every second at the edge. Engineers told us the remaining pain point was synthesis, the ability to pull hours or days or months of high‑resolution time‑series into a concise explanation they could hand to a teammate (or use themselves to debug faster).</p> <!--truncate--> <p>You know the pattern. An incident happens, and suddenly you&rsquo;re context-switching between dozens of dashboards, trying to reconstruct a timeline. Or you need to write a capacity planning report, and you&rsquo;re copy-pasting screenshots into slides, manually correlating trends across different retention windows. The raw data is there, but the synthesis step (the part where you turn metrics into narrative) doesn&rsquo;t scale.</p>https://www.netdata.cloud/blog/netdata-assistant/Fri, 14 Jul 2023 00:00:00 +0000https://www.netdata.cloud/blog/netdata-assistant/<p>Hey there! We&rsquo;re excited to share a new troubleshooting feature we have added to Netdata, the Netdata Assistant. We&rsquo;ve built this tool to help you troubleshoot more effectively and with less stress. Let&rsquo;s dive in.</p> <!--truncate--> <h2 id="whats-the-netdata-assistant">What&rsquo;s the Netdata Assistant?</h2> <p>The Netdata Assistant is an AI tool that uses large language models and our community&rsquo;s knowledge to guide you during troubleshooting.</p> <p>Here&rsquo;s a scenario. It&rsquo;s 3 am and you get an alert. Instead of scrambling to Google what&rsquo;s going on, you can just click on the assistant button. The Netdata Assistant will give you the lowdown on the alert, why it&rsquo;s happening, and why you should care. It&rsquo;ll also guide you on how to troubleshoot it and even offer some handy web links for more info, if you&rsquo;re interested.</p>https://www.netdata.cloud/blog/future-of-infrastructure-monitoring/Fri, 19 May 2023 00:00:00 +0000https://www.netdata.cloud/blog/future-of-infrastructure-monitoring/<p>In this blog post, we will explore the importance of scalability, automation, and AI in the evolving landscape of <a href="https://www.netdata.cloud/blog/what-is-infrastructure-monitoring/">infrastructure monitoring</a>. We will examine how Netdata&rsquo;s innovative solution aligns with these emerging trends, and how it can empower organizations to effectively manage their modern IT infrastructure.</p> <!--truncate--> <p>In today&rsquo;s increasingly complex IT landscape, the need for efficient and reliable infrastructure monitoring has never been more critical. With the <a href="https://medium.com/capital-one-tech/the-microservices-paradox-e55d5af2fda5">proliferation of microservices</a>, distributed systems, and cloud-native applications, managing and monitoring the performance of these rapidly evolving environments has become a significant challenge. As a result, infrastructure monitoring solutions must adapt to keep pace with these changes and deliver the insights necessary to maintain optimal performance.</p>