GitHub MCP Server Guide (2026): Setup, Toolsets & Security
Learn how to configure GitHub's official MCP Server with toolsets, read-only mode, OAuth, and lockdown controls for Copilot, Claude, and production coding agents.
Insights on AI agents, model routing, and building production-ready AI systems.
Learn how to configure GitHub's official MCP Server with toolsets, read-only mode, OAuth, and lockdown controls for Copilot, Claude, and production coding agents.
Compare OpenAI API alternatives for direct model access, OpenAI-compatible migration, self-hosting, routing, image and video APIs.
Compare OpenRouter alternatives for one LLM API, self-hosting, routing, observability, and multimodal tools: SandBase, LiteLLM, Portkey, and Cloudflare.
Unified AI API guide for developers: compare SandBase, fal, Replicate, and OpenRouter across LLM, image, video, tools, auth, billing, retries, and production trade-offs.
Agent harness performance guide: compare context, tools, memory, verification, retries, and permissions so coding-agent benchmarks reflect real workloads.
Agent Plugins 1.0 explained: GitHub Copilot plugin structure, portability across VS Code and CLI, MCP and Skills differences, and testing limits.
Anthropic made Computer Use, Browser Use, Skills API, and Files API generally available. Here is how the pieces fit and where production risk remains.
Claude and Codex both use Skills, but their storage, execution, versioning, and trust boundaries differ. A practical guide to choosing and sharing them.
Anthropic uses Claude Tag as a CI/CD first responder. Here is the architecture that separates useful diagnosis from unsafe autonomous remediation.