Your OpenSysLab Grafana server already collects metrics and shows dashboards. What it didn’t come with is an operator who enjoys writing PromQL at midnight. That’s the gap your vibe-coding agent fills: it reads the Grafana config, queries data sources, and edits dashboards and provisioning files while you describe what you want in plain language. Here are ten everyday Grafana jobs you can hand off right now.

1. Build a dashboard for a service from scratch

You installed a new app or exporter and now you need to see its numbers. Instead of clicking through “Add panel” forty times, describe the service and let the agent scaffold the whole dashboard. It can inspect what’s actually being scraped in Prometheus, then write a dashboard JSON with sensible panels, units, and legends. Try: “Create a dashboard for my nginx exporter with request rate, error rate, and active connections, one row per metric.” You review the result in the UI, ask for tweaks, and the agent rewrites the file.

2. Write and explain PromQL you can never remember

Rate over a range vector, histogram quantiles, offset comparisons — PromQL is powerful and easy to forget. The agent writes the query, pastes it into the panel, and tells you in words what it computes. That last part matters: you learn the query language without reading docs for an hour. Try: “Show me p95 response time of my API over the last 24 hours and explain each part of the query.” Once it works, save it as a panel instead of a one-off Explore query you’ll lose.

3. Silence alerts during maintenance without losing them

Deploys, backups, and reboots trip every alert you own. You could mute each one by hand in the Alerting UI, or ask the agent to create a single matching silence with the right labels and expiry. It knows your alert rule names because it can read the provisioning files or query the API. Try: “Silence all alerts on the node-exporter job for the next 30 minutes while I reboot the database server.” It sets the silence, shows you its ID, and can remove it early if the work finishes fast.

4. Onboard a new Prometheus scrape target

Adding an exporter means editing prometheus.yml, reloading Prometheus, and confirming the target shows up as healthy in the Targets page. The agent does the full loop: pick a scrape port that isn’t taken, add the job with sane labels and scrape interval, reload, and verify. Try: “Add a scrape job for the node exporter running on 10.0.0.12:9100 with a one-minute interval and an environment label set to staging.” It will tell you if the target is down after the reload instead of silently assuming success.

5. Find what’s eating disk on the metrics side

Grafana servers fill up, and the culprit is often metrics cardinality — thousands of unique label combinations you never query. The agent can check disk usage, list the biggest time series churn in Prometheus, and point at the label doing the damage. Try: “Metrics storage grew 20 GB this month — find the top 10 label combinations by series count and tell me which job they come from.” Expect a short list, not a lecture, plus a concrete suggestion such as dropping a high-cardinality label in the scrape config.

6. Triage an alert firing right now

An alert fired while you were away. Rather than clicking around, paste the alert name and let the agent pull the rule definition, the current query result, and the related logs or metrics, then summarize what changed and when. Try: “HighMemoryUsage is firing on db-2 — check the rule, show me memory over the last 6 hours, and tell me when it started climbing.” It reads the rule from the Grafana API, runs the query against Prometheus, and gives you a timeline. You make the call; it does the fetching.

7. Back up dashboards and restore one you broke

Every Grafana owner has fat-fingered a panel and lost an hour of work. Ask the agent to snapshot all dashboards to disk on a schedule and to restore any version on demand. Try: “Export every dashboard under the Production folder to JSON files in /root/backups, then set up a nightly cron job that keeps the last 14 days.” Later, when a panel is wrong, say which dashboard and the agent re-imports the last good version and tells you exactly what changed.

8. Wire Grafana to a new data source

Adding a data source through the UI is fine once. Doing it reproducibly — as provisioning YAML — is better, and that’s where the agent earns its keep. Give it credentials and it writes the provisioning file, sets permissions, and tests the connection. Try: “Add a MySQL data source pointing at my local database, store the credentials in the provisioning file with basic auth, and make it visible only to the Editors team.” Restart or reload handled, then a connection test so you know it actually works.

9. Explore your Loki logs for an error pattern

If your server ships with Loki, you have a log database that needs LogQL, which has its own learning curve. Describe the symptom in English and let the agent build the query, run it, and summarize what it finds. Try: “Search Loki for 5xx responses from the checkout service in the last 2 hours, group them by status code, and show me a few sample error lines.” It can also turn a query you like into a panel or an alert rule so the search isn’t throwaway work.

10. Audit who can see what

Dashboards often hold internal numbers — revenue proxies, user counts, infra costs. The agent can list every user, their role, and every dashboard’s permissions, then tighten things up based on what you say. Try: “List all Grafana users and their roles, find dashboards visible to Viewer that contain ‘revenue’ in the title, and restrict those to the Admin team.” You get a before-and-after list, and the changes go through the API so they’re auditable, not guesswork.

See it in action

Official walkthroughs from the Grafana team:

Worth a watch next:

• The Grafana Mobile App: Triage Alerts with Grafana Assistant from Your Phone — the official flow for triaging a firing alert, just like the alert triage job above.
• How to Display Grafana Alerts to Your Dashboards | Grafana — shows how to surface alert states on a dashboard, handy after the agent builds you one.

Start with one job that annoys you weekly — the alert triage or the dashboard backup are good first candidates because they’re hard to get wrong. Once you see the agent read your config and explain its steps, you’ll trust it with bigger work. Grafana on OpenSysLab