MCP Comparison · 2026

AWS vs Grafana MCP Server

Comparing AWS and Grafana as MCP servers? AWS (inspect aws) is best when incident investigation. Grafana (query grafana dashboards) is best when incident investigation across metrics + logs. Both run as Model Context Protocol servers and can coexist in the same client. Updated 2026.

Side-by-side specs

Pulled from each MCP's verified fact sheet.

 AWSGrafana
Primary functionInspect AWSQuery Grafana dashboards
MaintainerAWS LabsGrafana Labs
PricingFreemiumFreemium
Setup complexityMedium · ~15 minMedium · ~5 min
Transportstdiostdio, SSE, Streamable HTTP
Auth modelAPI keyAPI key
LicenseApache-2.0Apache-2.0
LanguagePythonGo
Latest versionlatestlatest
Compatible clientsClaude, Cursor, VS Code, Windsurf, Any MCP-compatible client, AWS accountClaude, Cursor, VS Code, Any MCP-compatible client, Grafana 9.0+
Last verified2026-06-022026-07-16

Which one should you pick?

Decision rubric drawn from each MCP's documented strengths.

Choose AWS

  • Incident investigation
  • IAM and security audits
  • CloudWatch log search
See full AWS write-up →

Choose Grafana

  • Incident investigation across metrics + logs
  • Querying Prometheus and Loki via one MCP
  • Dashboard search and editing
See full Grafana write-up →

Pick something else if…

  • Provisioning new infrastructure
  • Grafana versions before 9.0

Feature breakdown

Key capabilities each server ships out of the box.

AWS

  • Read-only by design
  • Standard AWS credential chain (env, profile, IMDS, SSO)
  • CloudWatch logs + metrics
  • IAM + STS audit tools
  • Resource enumeration across EC2, S3, Lambda, RDS

Grafana

  • Dashboards + 12 datasource types (Prometheus, Loki, ClickHouse, CloudWatch…)
  • Alerting, Incident, OnCall, Sift tools
  • stdio, SSE, and streamable-http transports
  • Service-account token auth
  • Official Grafana Labs, Apache-2.0, Go

Install snippets

Open the detail page for ready-to-paste config for every major client.

FAQ

AWS vs Grafana: which MCP server should I use?

Pick AWS when incident investigation. Pick Grafana when incident investigation across metrics + logs. AWS is built for inspect aws, while Grafana focuses on query grafana dashboards.

Can I run both AWS and Grafana together?

Yes. MCP clients run each server as a separate process and surface every server's tools simultaneously, so you can install both and let your agent decide which to call. Be deliberate with auth scopes when stacking servers.

How fresh is this comparison?

Updated for 2026. AWS's last verification: 2026-06-02. Grafana's last verification: 2026-07-16. We refresh detail-page facts on every catalog rebuild.

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