Grafana MCP Server (Official)

Official Grafana MCP server enabling AI agents to interact with Grafana — querying dashboards, exploring data sources, checking alerts, querying metrics/logs via Prometheus and Loki, and investigating incidents.

Evaluated Mar 06, 2026 (0d ago) vcurrent
Homepage ↗ Repo ↗ Other grafana monitoring dashboards mcp-server official alerting metrics observability
⚙ Agent Friendliness
80
/ 100
Can an agent use this?
🔒 Security
86
/ 100
Is it safe for agents?
⚡ Reliability
83
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
82
Documentation
85
Error Messages
80
Auth Simplicity
78
Rate Limits
68

🔒 Security

TLS Enforcement
100
Auth Strength
82
Scope Granularity
78
Dep. Hygiene
88
Secret Handling
85

Service account tokens with role-based access provide good security posture. HTTPS enforced on cloud. Self-hosted requires manual TLS. SOC 2 Type II for cloud.

⚡ Reliability

Uptime/SLA
85
Version Stability
85
Breaking Changes
82
Error Recovery
80
AF Security Reliability

Best When

An agent is performing incident investigation, on-call triage, or automated observability queries against a Grafana-backed monitoring stack.

Avoid When

You need to create or modify dashboards programmatically — Grafana's HTTP API directly is better for that.

Use Cases

  • • Querying Grafana dashboards for current metric state in agent workflows
  • • Checking active alerts and alert history from incident response agents
  • • Exploring Prometheus metrics and Loki logs via Grafana data sources
  • • Agent-driven incident investigation using Grafana observability stack
  • • Generating on-demand metric summaries for status reporting agents

Not For

  • • Teams not using Grafana for observability
  • • Direct Prometheus or Loki API access (use those APIs directly instead)
  • • Grafana dashboard creation and modification (read-heavy use case)

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes ↗
SDK
No
Webhooks
Yes
OpenAPI Spec ↗

Authentication

Methods: api_key service_account_token basic_auth
OAuth: No Scopes: Yes

Service Account tokens recommended for agent use — supports fine-grained roles (Viewer, Editor, Admin per organization). API keys legacy but still supported. Basic auth discouraged.

Pricing

Model: open-source
Free tier: Yes
Requires CC: No

Grafana OSS self-hosted is free. Grafana Cloud has a generous free tier. MCP server is open source.

Agent Metadata

Pagination
offset
Idempotent
Full
Retry Guidance
Not documented

Known Gotchas

  • ⚠ Data source query complexity varies — PromQL/LogQL required for metric/log queries
  • ⚠ Dashboard panel data requires parsing JSON model to extract meaningful queries
  • ⚠ Grafana organizations are separate tenants — service account is org-scoped
  • ⚠ Alert evaluation state vs notification policy are different concepts — agents must understand both
  • ⚠ Large metric queries can be slow — agents should use time range limits
  • ⚠ Self-hosted Grafana needs URL configuration — no default cloud endpoint

Alternatives

datadog-mcp newrelic-api prometheus-api

Full Evaluation Report

Detailed scoring breakdown, competitive positioning, security analysis, and improvement recommendations for Grafana MCP Server (Official).

$99
API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-03-06.

5182
Packages Evaluated
26151
Need Evaluation
173
Need Re-evaluation
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