A Validated Data & Analytics Tool for Your AI

Vector database MCP. Semantic search, store and retrieve embeddings. AI long-term memory for large knowledge bases.

SETUP TIME

15 min

SKILL LEVEL

intermediate

COST TO RUN

Free to run the MCP itself. Qdrant server can be self-hosted free (open source) or used via Qdrant Cloud (free tier: 1GB storage, $25/mo for production).

SAFETY SCORE

89/100

A DAY WITH THIS

It is 3pm. You're asking Claude about a design decision from six months ago. Instead of scrolling through old emails, Claude searches your Qdrant vector database, finds semantically similar past conversations in seconds, and surfaces the exact context you needed. Your knowledge stays sharp without you having to remember where you stored it.

TRY THIS FIRST

Store and search a fact
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STACKS WELL WITH

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SUBSCRIBERS ONLY

The exact prompts, config and setup instructions are available to Followloop subscribers.

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FOR INTERMEDIATES

You need to either run Qdrant locally (Docker recommended) or provision a cloud instance, and understand what embeddings are and where they come from.

SAFETY STATUS

Safety score89/100

✓URL reputation checked

✓Prompt injection screened

✓Malicious code scan

✓Re-scanned every 6h

MORE IN DATA & ANALYTICS

Every tool in Followloop is screened like this one.

Claude will eat your time. Followloop gives it back, with interest.

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