Mcp Gitlab
MCP server for using the GitLab API
Logging, alerting, metrics, and APM - MCP servers for observing and monitoring systems.
MCPpedia tracks 1,309 monitoring and observability MCP servers. 296 of them score at least 50 out of 100, and 160 clear 70 - about 12% of what has been published in this space. The remaining 1,013 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.zenml-io/mcp-zenml (93) and io.github.dynatrace-oss/dynatrace-managed-mcp (92) 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. 1 currently carry an open CVE; those are flagged on the server's own page with the advisory and its severity.
Also see: Best DevOps servers, Developers, Data Engineering, Productivity
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MCP server for using the GitLab API
MCP server for discovering, reading, and changing ZenML resources with compact generic tools
MCP server for Dynatrace Managed to access logs, events, and metrics.
An MCP server for Azure DevOps
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Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
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MCP Server for kubernetes management commands
A Model Context Protocol (MCP) server for Kubernetes. Install: npx kubectl-mcp-server or pip install kubectl-mcp-server
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Double-entry books an agent keeps as the user: invoices, VAT returns, 174 country packs.
Deploy durable AI agents with Omnara, an open-source managed-agent platform.
Create, build and deploy projects, roll back with checkpoints, connect custom domains, and search…
Deploy static websites, landing pages, and prototypes instantly. Free, no account needed.
Search Ptitchef recipes, read one, and rescale it to any servings. No API key.
Run your Helipod cloud: deploy apps, read logs, manage VPS, Postgres, domains, email and AI Gateway.
Deploy and manage apps on your own AppCrane instance, the self-hosted PaaS for AI-built apps.
CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and query Event Gateway resources (sources, connections, destinations, events), run the MCP server for AI agents. Free for dev.