Best MCP servers for Operate (2026)
OpenMetadata is the best mcp server for the Operate phase - 14.6k GitHub stars. Strong alternatives: Mcp and Ha Mcp.
793 MCP servers for developers in Operate phase, 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 July 28, 2026.
The top 10 MCP servers for operate
| # | MCP Server | Stars |
|---|---|---|
| 1 | Official OpenMetadata MCP: governed context and business semantics for AI assistants and agents. | 14.6k |
| 2 |  Mcpcollectionkubeshark · kubeshark/kubesharkReal-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS. | 12k |
| 3 |  Ha Mcphomeassistant-ai · homeassistant-ai/ha-mcpComprehensive Model Context Protocol server for managing Home Assistant through AI assistants. | 4.1k |
| 4 |  Mcp Grafanagrafana · grafana/mcp-grafanaAn MCP server giving access to Grafana dashboards, data and more. | 3.3k |
| 5 | A Model Context Protocol (MCP) server for Kubernetes and OpenShift | 1.8k |
| 6 | MCP memory for AI trading agents. Store trades, recall similar setups, track strategy performance. | 1.4k |
| 7 |  MonitorBetterDB-inc · BetterDB-inc/monitorBetterDB MCP server - Valkey observability for Claude Code and other MCP clients | 1.2k |
| 8 |  Marmot Data Catalogcollectionmarmotdata · marmotdata/marmotOpen-source data catalog. Search assets, explore lineage, and find ownership. | 601 |
| 9 |  CoolifycollectionStuMason · StuMason/coolify-mcp38 optimized tools for managing Coolify infrastructure, diagnostics, and docs search | 524 |
| 10 |  Hex SSHcollectionlevnikolaevich · levnikolaevich/claude-code-skillsToken-efficient SSH MCP with hash-verified files and persistent tmux sessions. 14 tools. | 522 |
Why these MCP servers rank for operate
1. OpenMetadata
OpenMetadata ranks #1 of the 793 MCP servers for Operate by adoption, with 14.6k GitHub stars. It official OpenMetadata MCP: governed context and business semantics for AI assistants and agents.
2. Mcp
Mcp ranks #2 of the 793 MCP servers for Operate by adoption, with 12k 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 793 MCP servers for Operate by adoption, with 4.1k GitHub stars. It comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
4. Mcp Grafana
Mcp Grafana ranks #4 of the 793 MCP servers for Operate by adoption, with 3.3k 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 793 MCP servers for Operate by adoption, with 1.8k 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 14.6k 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 793 options are compared in the table above, ranked by real adoption.
How do I install OpenMetadata?
Run: claude mcp add OpenMetadata -- npx -y open-metadata/OpenMetadata
How are these MCP servers ranked?
By GitHub stars across the 793 MCP servers tagged to the Operate phase - none of these MCP servers report installs yet. Data from GitHub.
More in Operate phase
See every tool on the Operate phase hub, browse all MCP servers, or see every best-of shortlist.