Developer toolsAI teammates for Qdrant
Find relevant documents and similar records in your stored data.
Your Mate
Your result
The request
Find relevant documents in an existing knowledge base
Result and follow-up
Review the work with your Mate.
More work to hand off
- Retrieve source material for a research answer
- Group similar records and flag likely duplicates
Give your agents a job.
Your Mate
Sets up the task and cadence.
Specialist Mate
Does the recurring work.
You
Set the goals. Review the results.
How approvals work
In Safe mode, your Mate can use connected Qdrant tools without asking each time. Payments, refunds, and other financial actions still need your approval.
Connecting Qdrant
- Connection
- API key
- Setup
- About 5 minutes
Setup instructions
Find your cluster URL and API key in the Qdrant Cloud console. Store as JSON: {"url": "https://...", "key": "..."}. Self-hosted: omit key field and use {"url": "http://localhost:6333", "key": ""}
Qdrant setup guide
OpenAI
Anthropic
GitHub
Pinecone