Rating
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0
score
Downloads
3.4K
total
Price
Free
API key required
Works With
About
Add semantic search and vector memory to your AI agents with Qdrant's MCP server. Store embeddings, perform similarity search, and build retrieval-augmented generation workflows.
Provides a persistent semantic memory layer that agents can use to store and retrieve information based on meaning rather than exact matches.
Requires a Qdrant instance (cloud or self-hosted).
Don't lose this
Three weeks from now, you'll want Qdrant MCP again. Will you remember where to find it?
Save it to your library and the next time you need Qdrant MCP, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
This plugs directly into your AI and gives it new abilities it didn't have before. Semantic memory layer on Qdrant vector search engine. Once connected, just ask your AI to use it. It's backed by an active open-source community and verified by the creator. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
Heads up: this needs an API key to work. You'll get one from the service's website (usually free). The setup guide tells you exactly where.
Your data stays between you and your AI — nothing is shared with us or anyone else.
What's New
Initial release
Ratings & Reviews
4.2
out of 5
17 ratings
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