Mcp Gitlab
MCP server for using the GitLab API
Logging, alerting, metrics, and APM - MCP servers for observing and monitoring systems.
MCPpedia tracks 867 monitoring and observability MCP servers. 216 of them score at least 50 out of 100, and 119 clear 70 - about 14% of what has been published in this space. The remaining 651 are thinner: registry entries with no description, no published tool schema, or no commit in the last year. They are all still listed here, because knowing a server exists and is unmaintained is worth as much as knowing a good one exists.
MCP GitLab leads the list at 96/100. io.github.vmware-skills/vmware-aiops (93) and io.github.zenml-io/mcp-zenml (93) follow. Every score is the same five weighted inputs: security (CVE scanning, tool-poisoning detection, and whether the server authenticates at all), maintenance (commit recency, release cadence, and download trend), documentation, client compatibility, and token efficiency - how much of your context window the tool definitions consume before you have asked anything.
18 of these servers are published by the vendor behind the underlying API rather than by a third party, which is usually the difference between an integration that tracks upstream changes and one that quietly stops working. None currently carry an open CVE, though that is a snapshot - advisories are re-scanned daily.
Also see: Best DevOps servers, Developers, Data Engineering, Productivity
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MCP server for using the GitLab API
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