Head to head · Observability metrics · October 2026 research run
Grafana MCP Server vs Honeycomb MCP
Grafana MCP Server scores 74.5 (BB) on agent readiness against Honeycomb MCP's 58.3 (C), and leads in 6 of 7 scored categories. Honeycomb MCP leads on security & auth. Both do observability metrics.
Which one, for what
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
- Reliability, 91 against 65
- Schema & documentation, 81 against 57
- Agent ergonomics, 74 against 53
- Payments & pricing, 60 against 30
- Maintenance & community, 95 against 61
- Transparency & trust, 79 against 68
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 about 107 KB of definitions, and 119 tools with every category on
Good for Agents that investigate latency and error spikes in a team already sending traces and events to Honeycomb, and that record findings as Boards, Triggers or SLOs.
Ahead on
- Security & auth, 71 against 65
Also in its favour
- A hosted endpoint, with nothing to install
- No incidents deducted, where Grafana MCP Server loses 3 points for them
Watch for
Tool input schemas and annotations are visible only through tools/list after sign-in. The public reference gives descriptions, not parameters
Score by category
| Category | Weight this run | Grafana MCP Server | Honeycomb MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 91 | 65 | Grafana MCP Server +26 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 57 | Grafana MCP Server +24 |
| Agent ergonomics | 13%16.2 | 74 | 53 | Grafana MCP Server +21 |
| Security & auth | 14%17.5 | 65 | 71 | Honeycomb MCP +6 |
| Payments & pricing | 10%12.5 | 60 | 30 | Grafana MCP Server +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 95 | 61 | Grafana MCP Server +34 |
| Transparency & trust | 7%8.8 | 79 | 68 | Grafana MCP Server +11 |
| Negative events | ≤15 | -3 | 0 | |
| Total | 74.5 · BB | 58.3 · C |
Facts side by side
| Fact | Grafana MCP Server | Honeycomb MCP |
|---|---|---|
| Kind | MCP server | MCP server |
| Vendor | Grafana Labs | Honeycomb |
| Hosted endpoint | no (local only) | https://mcp.honeycomb.io/mcp |
| Transports | stdio, SSE (legacy), Streamable HTTP | Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Free | Your plan |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary hosted service under Honeycomb's Terms of Service and Honeycomb Intelligence Supplemental Terms. The companion plugin in honeycombio/agent-skill is MIT |
| Tools exposed | 119 | 34 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | io.github.grafana/mcp-grafana | io.honeycomb/mcp |
| Last release | 2026-10-07 | 2026-09-29 |
| Terms last updated | no document linked | 2025-05-22 |
| Privacy policy last updated | 2026-07-10 | no date given |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 3.5k stars, 152k PyPI/wk | 27 stars |
Verdicts
Grafana MCP Server
Every tool carries typed inputs and read-only, destructive and idempotent annotations, and --disable-write cuts the default 79 tools to 62. Writes and a general grafana_api_request tool are on by default, the default tool list is about 107 KB, and usage statistics have been sent to Grafana Labs by default since 2.0.0.
Honeycomb MCP
OAuth with mcp:read and mcp:write scopes keeps the 34 tools read-only until write access is granted, and per-tool rate limits are published. Tool input schemas are visible only after sign-in, and no injection guidance was found for telemetry content. The product changelogs disallow unnamed crawlers, so release history went unread.
Before you call either
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
Honeycomb MCP
- Use https://mcp.honeycomb.io/mcp for US teams and https://mcp.eu1.honeycomb.io/mcp for EU teams. A team's data lives in one region only
- If no tools appear after sign-in, ask a Team Owner to enable Honeycomb Intelligence in team settings
- Send
X-MCP-Toolset: queryorcanvasto load a subset of the 34 tools. An empty or unknown value makes every request fail - Call
get_workspace_contextfirst, thenfind_columns, beforerun_query. Pass absolute time ranges as epoch timestamps - For unattended runs send
Authorization: Bearer <KEY_ID>:<SECRET_KEY>from a Management key with only Model Context Protocol and Environments scopes
Questions
Which is better for AI agents, Grafana MCP Server or Honeycomb MCP?
Grafana MCP Server scores 74.5 (BB) on agent readiness against Honeycomb MCP's 58.3 (C), and leads in 6 of 7 scored categories. Honeycomb MCP leads on security & auth.
Do Grafana MCP Server and Honeycomb MCP need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Grafana MCP Server and Honeycomb MCP without installing anything?
Grafana MCP Server runs on your own machine, with no hosted endpoint listed. Honeycomb MCP has a hosted endpoint at https://mcp.honeycomb.io/mcp.
Are Grafana MCP Server and Honeycomb MCP open source?
Grafana MCP Server is open source (Apache-2.0). No open-source release is listed for Honeycomb MCP.
Other comparisons with Grafana MCP Server or Honeycomb MCP
Machine-readable
- This page as Markdown
/compare/grafana-mcp-server-vs-honeycomb-mcp.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/grafana-mcp-server.json·/api/v1/tools/honeycomb-mcp.json - From a terminal
anchor compare grafana-mcp-server honeycomb-mcp(the CLI) - Over MCP
compare_tools {"a": "grafana-mcp-server", "b": "honeycomb-mcp"}at/mcp, no key