Qdrant MCP server

This is a small helper that gives your AI a memory it can keep. You can tell your AI to remember something, and later ask it about that thing, even in a brand new chat. It is handy for anyone who keeps repeating the same background information to their AI.

What this MCP server does

You ask your AI to remember something, like a project detail or a preference. The AI passes that text to this helper. The helper saves it in Qdrant, a database built for searching by meaning rather than exact words. Later, when you ask a question, the helper searches that stored text and hands the closest matches back to your AI, which then answers you using them.

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What you can do with it

• Save notes, facts, or preferences your AI should remember
• Search your saved notes using plain everyday language
• Keep separate collections for different topics or projects
• Attach extra details to a saved note, like a label or a link
• Limit how many search results come back at once
• Switch to read-only mode so nothing new can be saved

Try asking your AI

• “Remember that our team standup is every Monday at 9am.”
• “What did I tell you about the Johnson project deadline?”
• “Save this note under my recipes collection: the cake needs 20 more minutes.”
• “Search my notes for anything about the new office address.”

What it gives back to you

When you save something, you get a short confirmation that it was stored. When you search, you get back the matching pieces of text, usually as a short list of messages in the chat. Your AI then reads those and answers your question in its own words.

Before you start

Who it's for

Anyone who wants their AI to remember things between chats, like writers, researchers, support staff, or developers keeping notes on their projects.