Qdrant MCP Server
Official Qdrant MCP server that gives LLM agents a semantic memory layer: agents can store information with `qdrant-store` and retrieve semantically similar content with `qdrant-find`, backed by Qdrant vector database and FastEmbed embeddings.
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Elasticsearch MCP Server
Connects AI agents to Elasticsearch clusters via MCP, exposing tools to list indices, inspect mappings, execute Query DSL searches, run ES|QL queries, and inspect shard distributions. Note: officially deprecated in favor of Elastic Agent Builder's native MCP endpoint in Elastic 9.2+.
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