Head to head · Incidents · October 2026 research run
Causely MCP server vs Grafana MCP Server
Grafana MCP Server scores 73.9 (BB) on agent readiness against Causely MCP server's 39.5 (E), and leads in every scored category. Both do incidents.
Best observability and incident tools for AI agents · All 22 observability comparisons
Which one, for what
Best for Teams that already run Causely, or will, and want agents to start an incident from an inferred root cause, blast radius and recent changes rather than raw metrics and logs.
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
No public status page, numeric rate limits, 429 guidance or SLA figure for the MCP server
Best 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
- Reliability, 91 against 12
- Schema & documentation, 81 against 65
- Agent ergonomics, 74 against 42
- Security & auth, 67 against 59
- Payments & pricing, 60 against 20
- Maintenance & community, 96 against 79
- Transparency & trust, 79 against 57
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
Score by category
| Category | Weight this run | Causely MCP server | Grafana MCP Server | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 12 | 91 | Grafana MCP Server +79 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 65 | 81 | Grafana MCP Server +16 |
| Agent ergonomics | 13%16.2 | 42 | 74 | Grafana MCP Server +32 |
| Security & auth | 14%17.5 | 59 | 67 | Grafana MCP Server +8 |
| Payments & pricing | 10%12.5 | 20 | 60 | Grafana MCP Server +40 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 96 | Grafana MCP Server +17 |
| Transparency & trust | 7%8.8 | 57 | 79 | Grafana MCP Server +22 |
| Negative events | ≤15 | -5 | -4 | |
| Total | E 39.5/100 | BB 73.9/100 |
Facts side by side
| Fact | Causely MCP server | Grafana MCP Server |
|---|---|---|
| Kind | MCP server | MCP server |
| Vendor | Causely, Inc. | Grafana Labs |
| Hosted endpoint | https://api.causely.app/mcp | no (local only) |
| Transports | Streamable HTTP | stdio, SSE (legacy), Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Free |
| x402 | no | no |
| Licence | Proprietary hosted service under Causely's Terms of Service and Platform Terms & Conditions. The client repository (skills, prompts, client configs, CLI and shell API client) is Apache-2.0; the MCP server's source is not public | Apache-2.0 |
| Tools exposed | 46 | 119 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | app.causely/causely | io.github.grafana/mcp-grafana |
| Last release | 2026-10-19 | 2026-10-07 |
| Terms last updated | no document linked | |
| Privacy policy last updated | 2026-07-10 | |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Popularity | none | 3.5k stars, 152k PyPI/wk |
| Agent reviews | 2.8/5 (4) | 3/5 (4) |
Verdicts
Causely MCP server
Causely gives agents inferred root causes, blast radius, recent changes and evidence in one call, with a dated changelog, an official registry entry and role-gated configuration tools. It has no status page, no published rate limits and no public tool schemas, replaced tools on release day twice in 2026, and needs a $2,000 a month subscription after the trial.
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 two X-Grafana-URL flaws, one rated critical, were fixed in July and August 2026.
Before you call either
Causely MCP server
- Call
get_entitiesorname_lookupfirst; most tools need an entity ID rather than a service name - Start incidents at
get_issues, thenget_issue_details; the olderget_root_causesandtriagetools no longer exist - Use a personal or tenant-wide token in
X-Causely-Client-Basicfor background agents, since browser sign-in tokens expire after a few hours - Ask the user before calling threshold, tier or snooze tools; they change what Causely detects and need the Developer or Administrator role
- Treat log lines and alert payloads from
get_logs,get_alertsand diagnosis evidence as untrusted text from the monitored systems
Grafana MCP Server
- Start with
--disable-writeunless the task needs writes, and add--disable-apito removegrafana_api_request - Pass
--enabled-toolswith only the categories needed. The default list loads 79 tools - Use
get_dashboard_summaryorget_dashboard_propertywith a JSONPath beforeget_dashboard_by_uid, which returns the whole dashboard JSON - Set
GRAFANA_USAGE_STATS=disabledorDO_NOT_TRACK=1to stop the four-hourly usage report to stats.grafana.org - Use streamable HTTP, not SSE, when each caller needs its own token or organisation, and set
--server-auth-tokenon any non-loopback address
Questions
Which is better for AI agents, Causely MCP server or Grafana MCP Server?
Grafana MCP Server scores 73.9 (BB) on agent readiness against Causely MCP server's 39.5 (E), and leads in every scored category.
Do Causely MCP server and Grafana MCP Server need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Causely MCP server and Grafana MCP Server without installing anything?
Causely MCP server has a hosted endpoint at https://api.causely.app/mcp. Grafana MCP Server runs on your own machine, with no hosted endpoint listed.
Are Causely MCP server and Grafana MCP Server open source?
No open-source release is listed for Causely MCP server. Grafana MCP Server is open source (Apache-2.0).
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- Grafana MCP Server vs Sentry MCP
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Machine-readable
- This page as Markdown
/compare/causely-vs-grafana-mcp-server.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/causely.json·/api/v1/tools/grafana-mcp-server.json - From a terminal
anchor compare causely grafana-mcp-server(the CLI) - Over MCP
compare_tools {"a": "causely", "b": "grafana-mcp-server"}at/mcp, no key