AWS MCP Servers

PAL MCP Server is an open-source Model Context Protocol (MCP) server developed by BeehiveInnovations. It enables integration of multiple AI models (e.g., Gemini, OpenAI, Anthropic, Grok, Ollama) into a unified context, supporting tools like Claude Code, Gemini CLI, and Codex CLI for collaborative workflows. It enhances code analysis, problem-solving, and development by allowing multi-model conversations with seamless context continuity, bypassing single-model limitations.

MarkItDown is a lightweight Python utility for converting various files and office documents to Markdown, designed for use with large language models (LLMs) and text analysis pipelines. It preserves document structure like headings, lists, tables, and links, making it ideal for AI applications. Supports PDF, PowerPoint, Word, Excel, images (with OCR), audio (with transcription), HTML, text formats, ZIP, YouTube, and EPub.

LEANN is the world's smallest vector index, enabling RAG on everything from documents to chat histories with 97% storage savings, no accuracy loss, and 100% privacy on personal devices. It uses graph-based selective recomputation and high-degree preserving pruning for lightweight, scalable semantic search.