# ml-ai

> Claude/Codex skill by [@grafana](https://omgskills.com/library/grafana/index.md) · 286 stars · Updated 2026-10-17

Turn on AI + ML features in Grafana Cloud — Grafana Assistant (NL → PromQL/LogQL/TraceQL, dashboard build, incident investigation, MCP integration), Dynamic Alerting (Prophet forecasting + DBSCAN outlier detection), Sift (8-analysis automated root-cause), Knowledge Graph + RCA Workbench, and the LLM Plugin (OpenAI / Anthropic / Azure / Ollama / vLLM / LiteLLM). Use when you want anomaly alerts without static thresholds, natural-language querying, automated incident investigation, dashboards generated from a sentence, or a managed LLM proxy for plugins — even when the user says "alert when something looks weird", "explain this PromQL", "find the root cause", "make this a dashboard", or "wire Claude into Grafana" without naming any of these products.

## Install

```sh
git clone https://github.com/grafana/skills /tmp/skills && ln -s /tmp/skills/skills/grafana-cloud/ml-ai ~/.claude/skills/ml-ai
```

## From README

Grafana Cloud AI & ML Docs: https://grafana.com/docs/grafana-cloud/alerting-and-irm/machine-learning/ ML alerting + automated RCA + LLM-powered Assistant in one Grafana Cloud stack. Prerequisites Grafana Cloud stack (Pro / Advanced — most features GA, some in preview) API token with plugins:write for ML / Sift / LLM-plugin endpoints For Dynamic Alerting: at least 14 days (ideally 90d) of history for the metric you want to forecast Common Workflows Forecasting alert with Dynamic Alerting Outlier alert — one service deviates from peers Run a Sift investigation See references/sift.md for the full 8-analysis table. Wire up the LLM Plugin See references/llm-and-graph.md for Assistant capabilities, Knowledge Graph search syntax, and Adaptive Metrics recommendations. Resources Machine Learning docs Sift Grafana Assistant LLM Plugin

## Links

- HTML page: https://omgskills.com/library/grafana/skills/ml-ai/
- GitHub: https://github.com/grafana/skills
- Author: [@grafana](https://omgskills.com/library/grafana/index.md)

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