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AIRAS
Automated AI research toolkit: hypothesis generation, experiments, and paper writing
v0.3.1
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GitLab MCP Server: Pipelines, MRs, and CI/CD for Claude
GitLab's official MCP server is still in beta and gated to Premium and Ultimate, which pushes many teams toward zereight/gitlab-mcp, a community server with more tools than GitLab ships itself. This guide covers both paths and which one fits a Free-tier or self-managed instance.
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How to Build an MCP Server in Go: A Step-by-Step Tutorial
Go accounts for a small slice of MCPFind's language-tagged servers today, but its concurrency model and single-binary deployment suit high-throughput tools well. This guide builds a working server with the official Go SDK and compares it against the community library most Go servers use today.
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Kubernetes MCP Server: Manage Clusters with Claude
The Kubernetes MCP server bridges AI coding agents and your k8s cluster. We cover the two main implementations, RBAC scoping for production safety, context pinning to prevent staging vs production mix-ups, and what Claude can actually do against a live cluster through MCP. MCPFind indexes 4,450 devtools MCP servers, and Kubernetes tooling is one of the fastest-growing segments.
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