Head to head · Incidents · October 2026 research run

Grafana MCP Server vs incident.io API

Grafana MCP Server scores 74.5 (BB) on agent readiness against incident.io API's 68.9 (B), and leads in 5 of 7 scored categories. incident.io API leads on schema & documentation. Both do incidents.

Best observability and incident tools for AI agents · All 15 observability comparisons

Which one, for what

Grafana MCP Server BB

Good for Teams on Grafana, self-managed or Cloud, that want an agent to read dashboards and query Prometheus, Loki, Tempo and Pyroscope, and to work with alert rules, incidents and OnCall.

Ahead on

  • Payments & pricing, 60 against 10
  • Maintenance & community, 95 against 83

Also in its favour

  • Agent-ready, a grade of BB or better
  • Runs on your own machine
  • Open source

Watch for

The default set is 79 tools, and 119 with every category on, counted from the registration code in source

incident.io API B

Good for Agents that declare and update incidents, page people, read on-call schedules and post status page incidents in an organisation that already pays for incident.io.

Ahead on

  • Schema & documentation, 88 against 81

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

The pricing page marks API, webhooks and MCP as not included in the free Basic plan. Team starts at $19 per user a month

Score by category

CategoryWeight this runGrafana MCP Serverincident.io APIEdge
Reliability16%209190Grafana MCP Server +1
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28188incident.io API +7
Agent ergonomics13%16.27475incident.io API +1
Security & auth14%17.56564Grafana MCP Server +1
Payments & pricing10%12.56010Grafana MCP Server +50
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89583Grafana MCP Server +12
Transparency & trust7%8.87976Grafana MCP Server +3
Negative events≤15-3-2
Total74.5 · BB68.9 · B

Facts side by side

FactGrafana MCP Serverincident.io API
KindMCP serverHTTP API
VendorGrafana LabsPineapple Technology Ltd. (incident.io)
Hosted endpointno (local only)https://mcp.incident.io/mcp
Transportsstdio, SSE (legacy), Streamable HTTPHTTP
AuthOAuth or keyOAuth or key
PricingFreePaid
Price for incidentsfree$19 per seat per month
x402nono
LicenceApache-2.0Proprietary service under incident.io's Terms and Conditions. The SDKs, the inc CLI and the skills plugin on GitHub are MIT
Tools exposed119none
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.grafana/mcp-grafananot listed
Last release2026-10-072026-10-08
Terms last updatedno document linked2026-08-01
Privacy policy last updated2026-07-102024-02-15
Customer content may train modelsyes
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity3.5k stars, 152k PyPI/wk1.3k npm/wk

Verdicts

Grafana MCP Server

Every default tool declares typed inputs and read-only and destructive annotations in source, and --disable-write cuts the default 79 tools to 62. Writes and a general grafana_api_request tool are on by default, the default list is long at 79 tools, and usage statistics have been sent to Grafana Labs by default since 2.0.0.

incident.io API

The REST API has a public OpenAPI description with 284 operations, numeric rate limits, Retry-After on 429 and required idempotency keys on seven create calls. API and MCP access need the Team plan or higher, so the free Basic plan cannot be used by an agent, and audit logs are Enterprise only.

Before you call either

Grafana MCP Server

  1. Start with --disable-write unless the task needs writes, and add --disable-api to remove grafana_api_request
  2. Pass --enabled-tools with only the categories needed. The default list loads 79 tools
  3. Use get_dashboard_summary or get_dashboard_property with a JSONPath before get_dashboard_by_uid, which returns the whole dashboard JSON
  4. Set GRAFANA_USAGE_STATS=disabled or DO_NOT_TRACK=1 to stop the four-hourly usage report to stats.grafana.org
  5. Use streamable HTTP, not SSE, when each caller needs its own token or organisation, and set --server-auth-token on any non-loopback address

incident.io API

  1. Send Authorization: Bearer <key> to https://api.incident.io and call GET /v1/identity first to read the key's roles
  2. Send a fresh idempotency_key with every create call for incidents, incident updates, timeline items, escalations and status page incidents. A repeated key returns the first result
  3. Page with page_size and after until no cursor comes back. Do not stop at a short or empty page
  4. Keep GET /v2/incidents under 60 requests a minute and wait the seconds in Retry-After on 429
  5. Incident creation is limited to 10 an hour per key when a Slack or Teams channel is created, 300 an hour otherwise

Questions

Which is better for AI agents, Grafana MCP Server or incident.io API?

Grafana MCP Server scores 74.5 (BB) on agent readiness against incident.io API's 68.9 (B), and leads in 5 of 7 scored categories. incident.io API leads on schema & documentation.

Which is cheaper for incidents, Grafana MCP Server or incident.io API?

Grafana MCP Server, at free against $19 per seat per month for incident.io API. These are the vendors' published prices for the job.

Do Grafana MCP Server and incident.io API need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Grafana MCP Server and incident.io API without installing anything?

Grafana MCP Server runs on your own machine, with no hosted endpoint listed. incident.io API has a hosted endpoint at https://mcp.incident.io/mcp.

Are Grafana MCP Server and incident.io API open source?

Grafana MCP Server is open source (Apache-2.0). No open-source release is listed for incident.io API.

Other comparisons with Grafana MCP Server or incident.io API

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