"Elasticsearch" matching MCP servers:

Enables LLM agents to search and retrieve a hybrid knowledge base of manuals, videos, PDFs, DOCX files and images through tools for hybrid BM25-plus-vector search with facet and tag filters, full document retrieval, semantically similar document lookup, and timestamped video transcript segments. It ships with an in-memory backend for instant local use and an identical Elasticsearch backend for production deployment over stdio or authenticated HTTP.

Scrapes and indexes Strands Agents documentation into Elasticsearch, providing a searchable MCP server for Amazon Q and other AI assistants.

Enables AI agents to search and retrieve 1C:Enterprise 8.3 syntax documentation, including quick references, detailed syntax info, and object members, through MCP tools backed by an Elasticsearch index.