Standard RAG breaks on tables and mixed layouts. This worked example builds a pipeline using an MCP server, a specialized parser, and an IDE client.

mcp-cli solves context-window bloat by letting agents discover MCP tools just in time instead of preloading every schema upfront.

Build a fully local, private MCP client. This walkthrough uses LlamaIndex, Ollama, and a local model to run an agentic workflow on your own hardware.

A configuration guide for giving local LLMs web access with MCP — wire up Brave Search, Tavily, and MCP Fetch for private, real-time browsing.

A reference for the GitHub MCP Registry — discovering, installing, and publishing MCP servers with the mcp-publisher CLI and GitHub Actions, plus enterprise allow-list governance.