Developer Tools & Devops · Grafana + Claude
Grafana MCP with Claude: Faster Incident Triage and Clearer Production Health Checks
The short answer
Claude works with Grafana through the Model Context Protocol (MCP), an open standard that acts as a secure adapter between the two. Once connected with an access token, Claude can query metrics, inspect dashboards, review alerts and analyse logs when a team asks in natural language. Every connection uses permissions the organisation sets, so people stay in control.
What is Grafana?
Grafana is an open, composable observability platform. It brings together metrics, logs, traces, dashboards and alerts so teams can see how their systems are running in one place. Typically used by site reliability engineers, DevOps teams, platform engineers and development teams, it helps spot problems early, investigate incidents and understand production health without switching between many tools.
How Claude connects to Grafana through MCP
The Model Context Protocol (MCP) is an open standard that lets Claude securely use other software. In plain terms, it is a universal adapter between Claude and a tool like Grafana. An organisation sets up the connection, decides what Claude may see, and Claude then works within those limits.
Once connected, Claude can read the information your team relies on. For example, it can query metrics for a service over a set period, open a dashboard and summarise what it shows, list active or recent alerts, and search logs for error patterns. Engineers can ask a question in everyday language, such as which services slowed down after last night's release, and receive a clear answer.
Permissions and approvals keep people in charge. Access is granted with an access token and can be limited to read-only use where that suits the organisation. Consequential actions can be routed to a named person for approval before anything changes, and every interaction can be logged for audit.
What you can automate
Overnight alert review
Each morning, Claude reviews alerts that fired overnight, groups related ones and summarises which services were affected and for how long. The on-call engineer starts the day with a short briefing instead of scrolling through dozens of notifications, and can open the relevant dashboards directly from the summary.
Incident troubleshooting
When a customer reports slow pages, an engineer asks Claude to compare latency, error rates and log messages for the affected service over the past hour. Claude highlights the points where patterns changed, helping the team reach a likely cause faster, while engineers make the final call.
Dashboard explanation for non-technical staff
Product and operations managers often receive dashboards they find hard to read. Claude can open a named dashboard and explain in plain English what each panel measures, what normal looks like, and which figures deserve attention, making shared reporting easier to understand.
Release health checks
After a deployment, a team lead asks Claude to compare key service metrics before and after the release. Claude summarises whether error rates, response times or resource use shifted, so the team can decide quickly whether to continue the rollout or roll back.
Capacity planning reports
A platform lead requests a monthly view of how resource use has grown across clusters. Claude pulls the relevant metrics, identifies trends and drafts a short report with the figures in context, which the team reviews before sharing with finance or leadership.
An end-to-end workflow: Post-release monitoring with ticket logging
TriggerA new production release is marked complete in the deployment pipeline.
Claude queries Grafana for error rates, latency and key service metrics for the hour before and after the release.
Claude reviews firing alerts and searches logs for new error messages that appeared after the deployment.
Claude prepares a short summary comparing the two periods, flagging any metric that moved beyond normal ranges.
The summary is posted to the release channel in Microsoft Teams for the engineering lead to review.
If the lead approves, Claude opens a ticket in the team's ticketing system with the findings and links to the relevant dashboards.
OutcomeEngineering leads get a consistent, evidence-based release check within minutes of deployment, with findings tracked in the ticketing system. Typically this reduces the time spent manually checking dashboards after each release and makes follow-up issues easier to trace.
How we set it up
Free automation audit
We review how your teams use Grafana, which alerts and incidents take the most time, and which workflows would benefit most from Claude. You receive a clear list of opportunities at no cost.
Secure connection
We connect Claude to Grafana using an access token, following your organisation's approved process for issuing and storing it. Access is set to the least permissions needed for the agreed workflows.
Workflow design
We design the end-to-end process across Grafana and your other systems, such as Microsoft 365, your ticketing tool or your CRM. Points that need human approval are agreed with your team in advance.
Testing with real cases
We test the workflow against past incidents and releases from your own environment to confirm the summaries and actions match what your engineers would expect, and we adjust before launch.
Launch and training
We launch with monitoring and audit logs turned on, then train your engineers, on-call staff and managers on how to use Claude with Grafana safely and effectively.
Who benefits
- Site reliability engineers
- Faster triage of alerts and incidents, with summaries that point to where to look first.
- DevOps and platform leads
- Consistent release checks and capacity reports without manual dashboard hunting.
- Engineering managers
- Clearer visibility of production health and fewer late-night escalations.
- Operations and product managers
- Plain-language explanations of dashboards, so they can follow system health without specialist training.
Security and control
- Access uses an access token with least-privilege permissions, typically read-only unless a specific action is agreed.
- People approve consequential actions, such as opening tickets or changing configuration, before they take effect.
- Interactions are logged so your team can review what Claude accessed and when.
- Tokens are stored and rotated according to your organisation's security policy.
- Claude is tested against your own past cases before launch, and outputs are reviewed by engineers rather than treated as final decisions.
For teams in the US, UK, India and the Middle East
Organisations in the United States and the United Kingdom can use Claude with Grafana under their existing data protection and security frameworks, with hosting chosen to suit their requirements. In India, the Digital Personal Data Protection Act, 2023 governs personal data, and we design access and logging with it in mind. Organisations in the UAE and Saudi Arabia operate under local data protection laws, so we select the hosting region for Claude to meet those requirements. The right region is agreed during the audit.
Learn more about Claude and MCP
Anthropic's AI model and assistant.
Secure links between Claude and business tools.
How engineers build and change software with Claude.
Hosted agents that run multi-step work.
The open standard Claude uses to connect to tools.
Frequently asked questions
What does the Grafana MCP server do?
The Grafana MCP server is the bridge that lets AI tools such as Claude reach Grafana in a controlled way. It makes it possible to query metrics, look at dashboards, review alerts and analyse logs through natural language requests. The server only exposes what the access token permits, so the organisation decides what is available.
Is connecting Claude to Grafana secure?
Security depends on how the connection is set up. We use an access token with the smallest permissions needed, store it according to your policy, and keep audit logs of activity. Consequential actions can require human approval. We also help you decide where Claude is hosted to meet your data requirements.
What can Claude actually do with Grafana?
Once connected, Claude can query metrics, inspect dashboards, review active and recent alerts, and analyse logs. It can summarise findings, compare time periods and explain panels in plain language. Whether it can make changes depends on the permissions you grant, and we typically start with read-only access.
How long does setup take?
Timelines vary with the number of workflows and the complexity of your environment. A focused setup for a few agreed workflows is often completed in a few weeks, including testing and training. We confirm a realistic schedule after the free automation audit.
Which plan or permissions do I need?
You need a Grafana access token with permissions that match the workflows you want Claude to support. The exact requirements depend on how your Grafana environment is configured, so we check this during the audit and recommend the least-privilege setup that still delivers the outcomes you need.