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io.github.AdrianStauffer/copilot-studio-friction-index

Evidence-based register of known Copilot Studio errors and limits, with dated, human-verified fixes.

Developer Toolsv1.0.0

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GitLab MCP Server: Pipelines, MRs, and CI/CD for ClaudeGitLab'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.Read articleHow to Build an MCP Server in Go: A Step-by-Step TutorialGo 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.Read articleKubernetes MCP Server: Manage Clusters with ClaudeThe 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.Read article