Best MCP servers for Operate (2026)
OpenMetadata is the best mcp server for the Operate phase - 15.1k GitHub stars. Strong alternatives: Mcp and Ha Mcp.
869 MCP servers for developers in MCP servers, ranked by GitHub stars. Every pick links to install commands and trust signals.
Ranked by Skillselion · adoption from the skills.sh registry & GitHub · data refreshed October 25, 2026.
The top 10 MCP servers for operate
| # | MCP Server | Stars |
|---|---|---|
| 1 | OpenMetadataopen-metadata · open-metadata/OpenMetadataTop pick Official OpenMetadata MCP: governed context and business semantics for AI assistants and agents. | 15.1k |
| 2 | Mcpcollectionkubeshark · kubeshark/kubeshark Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS. | 12.1k |
| 3 | Ha Mcphomeassistant-ai · homeassistant-ai/ha-mcp Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants. | 4.6k |
| 4 | Mcp Grafanagrafana · grafana/mcp-grafana An MCP server giving access to Grafana dashboards, data and more. | 3.4k |
| 5 | A Model Context Protocol (MCP) server for Kubernetes and OpenShift | 2.1k |
| 6 | MCP memory for AI trading agents. Store trades, recall similar setups, track strategy performance. | 1.4k |
| 7 | MonitorBetterDB-inc · BetterDB-inc/monitor BetterDB MCP server - Valkey observability for Claude Code and other MCP clients | 1.3k |
| 8 | MCP-NixOSutensils · utensils/mcp-nixos Model Context Protocol server for NixOS resources, so an agent can look up real package and option names instead of hallucinating them. Queries the public APIs, so no Nix or NixOS install is required. | 825 |
| 9 | Marmot Data Catalogcollectionmarmotdata · marmotdata/marmot Open-source data catalog. Search assets, explore lineage, and find ownership. | 609 |
| 10 | CoolifycollectionStuMason · StuMason/coolify-mcp 38 optimized tools for managing Coolify infrastructure, diagnostics, and docs search | 582 |
Why these MCP servers rank for operate
1. OpenMetadata
OpenMetadata ranks #1 of the 869 MCP servers for Operate by adoption, with 15.1k GitHub stars. It official OpenMetadata MCP: governed context and business semantics for AI assistants and agents.
2. Mcp
Mcp ranks #2 of the 869 MCP servers for Operate by adoption, with 12.1k GitHub stars. It real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS.
3. Ha Mcp
Ha Mcp ranks #3 of the 869 MCP servers for Operate by adoption, with 4.6k GitHub stars. It comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
4. Mcp Grafana
Mcp Grafana ranks #4 of the 869 MCP servers for Operate by adoption, with 3.4k GitHub stars. It an MCP server giving access to Grafana dashboards, data and more.
5. Kubernetes Mcp Server
Kubernetes Mcp Server ranks #5 of the 869 MCP servers for Operate by adoption, with 2.1k GitHub stars. It a Model Context Protocol (MCP) server for Kubernetes and OpenShift.
Common questions
What is the best mcp server for the Operate phase?
OpenMetadata is the top-ranked mcp server for Operate, with 15.1k GitHub stars - Official OpenMetadata MCP: governed context and business semantics for AI assistants and agents..
What are the best alternatives to OpenMetadata for operate?
Strong alternatives ranked just behind OpenMetadata are Mcp and Ha Mcp. All 869 options are compared in the table above, ranked by real adoption.
How are these MCP servers ranked?
By GitHub stars across the 869 MCP servers tagged to the Operate phase - none of these MCP servers report installs yet. Data from GitHub.
More in MCP servers
Browse all MCP servers in the catalog, or see every best-of shortlist.