Qdrant
Qdrant MCP server
Qdrant MCP server
Qdrant MCP server
for Claude, ChatGPT, Cursor and your own agents
for Claude, ChatGPT, Cursor and your own agents
for Claude, ChatGPT, Cursor and your own agents
Qdrant MCP server
Qdrant MCP server
Qdrant MCP server
for Claude, ChatGPT, Cursor and your own agents
for Claude, ChatGPT, Cursor and your own agents
for Claude, ChatGPT, Cursor and your own agents
Expose Qdrant to Claude, ChatGPT, Cursor or your own agents as a governed MCP server, even if the vendor doesn’t ship one. Mindflow turns every API operation into an MCP tool and keeps the connector current when the API changes. The MCP Gateway sits between your AI clients and your data, with scoped access, human approval before sensitive writes and a record of every call.
Expose Qdrant to Claude, ChatGPT, Cursor or your own agents as a governed MCP server, even if the vendor doesn’t ship one. Mindflow turns every API operation into an MCP tool and keeps the connector current when the API changes. The MCP Gateway sits between your AI clients and your data, with scoped access, human approval before sensitive writes and a record of every call.
71
operation
s
available
Complete and up-to-date endpoint coverage by Mindflow.
71
operation
s
available
Complete and up-to-date endpoint coverage by Mindflow.
71
operation
s
available
Complete and up-to-date endpoint coverage by Mindflow.
Our customers scale automation with security built in.
Tools exposed by this MCP server
Every Qdrant operation, as an MCP tool
Every Qdrant operation, as an MCP tool
Each API operation becomes a tool your AI client can call. You decide which ones: allow reads, require approval before sensitive writes and block the rest. A few of the most used:
Qdrant
Qdrant
Check the existence of a collection
Check the existence of a collection
Qdrant
Qdrant
Collection info
Collection info
Qdrant
Qdrant
Count points
Count points
Qdrant
Qdrant
Create collection
Create collection
Qdrant
Qdrant
Create collection snapshot
Create collection snapshot
Qdrant
Qdrant
Delete collection
Delete collection
Qdrant
Qdrant
Delete points
Delete points
Qdrant
Qdrant
Get point
Get point
Qdrant
Qdrant
Get points
Get points
Qdrant
Qdrant
List collections
List collections
Qdrant
Qdrant
Query points
Query points
Qdrant
Qdrant
Scroll points
Scroll points
Qdrant
Qdrant
Search points
Search points
Qdrant
Qdrant
Update collection parameters
Update collection parameters
Qdrant
Qdrant
Upsert points
Upsert points
Qdrant
Check the existence of a collection
Qdrant
Collection info
Qdrant
Count points
Qdrant
Create collection
Qdrant
Create collection snapshot
Qdrant
Delete collection
Qdrant
Delete points
Qdrant
Get point
Qdrant
Get points
Qdrant
List collections
Qdrant
Query points
Qdrant
Scroll points
Qdrant
Search points
Qdrant
Update collection parameters
Qdrant
Upsert points
Qdrant
Qdrant
Upsert points
Upsert points
Qdrant
Qdrant
Update collection parameters
Update collection parameters
Qdrant
Qdrant
Search points
Search points
Qdrant
Qdrant
Scroll points
Scroll points
Qdrant
Qdrant
Query points
Query points
Qdrant
Qdrant
List collections
List collections
Qdrant
Qdrant
Get points
Get points
Qdrant
Qdrant
Get point
Get point
Qdrant
Qdrant
Delete points
Delete points
Qdrant
Qdrant
Delete collection
Delete collection
Qdrant
Qdrant
Create collection snapshot
Create collection snapshot
Qdrant
Qdrant
Create collection
Create collection
Qdrant
Qdrant
Count points
Count points
Qdrant
Qdrant
Collection info
Collection info
Qdrant
Qdrant
Check the existence of a collection
Check the existence of a collection
Qdrant
Upsert points
Qdrant
Update collection parameters
Qdrant
Search points
Qdrant
Scroll points
Qdrant
Query points
Qdrant
List collections
Qdrant
Get points
Qdrant
Get point
Qdrant
Delete points
Qdrant
Delete collection
Qdrant
Create collection snapshot
Qdrant
Create collection
Qdrant
Count points
Qdrant
Collection info
Qdrant
Check the existence of a collection
Connect Qdrant to your AI client in three steps.
01
Connect the service
Add Qdrant in Mindflow with its credentials. They stay in Mindflow and never reach the AI client.
02
Choose the tools
Pick the operations each AI client may call. Allow reads, require approval before sensitive writes and block the rest.
03
Connect your AI client
Point Claude, ChatGPT, Cursor or your own agent to your MCP Gateway endpoint, then check real calls in the audit log.
Use cases
Use cases
What your AI agents can do with Qdrant
What your AI agents can do with Qdrant
AI clients
Mindflow
Qdrant
→ Automate vector database management to eliminate manual updating and querying of data points, enabling real-time similarity search and payload updates through automated API calls. → Streamline snapshot lifecycle operations by automating the creation, recovery, and deletion of collection snapshots, ensuring consistent backup and disaster recovery readiness. → Enhance collection and alias management by automating the creation, updating, and clustering of collections to maintain accurate metadata and cluster health monitoring.
→ Automate vector database management to eliminate manual updating and querying of data points, enabling real-time similarity search and payload updates through automated API calls. → Streamline snapshot lifecycle operations by automating the creation, recovery, and deletion of collection snapshots, ensuring consistent backup and disaster recovery readiness. → Enhance collection and alias management by automating the creation, updating, and clustering of collections to maintain accurate metadata and cluster health monitoring.
Every call goes through one governed endpoint.
Every call goes through one governed endpoint.
Your AI clients get access. You keep control.
Your AI clients get access. You keep control.
Every call to Qdrant goes through the Mindflow MCP Gateway. The same policies apply to every AI client: role-based access by team and environment, scoped credentials that never reach the client, human approval before sensitive writes, and a log of every call you can export to your SIEM.
Every call to Qdrant goes through the Mindflow MCP Gateway. The same policies apply to every AI client: role-based access by team and environment, scoped credentials that never reach the client, human approval before sensitive writes, and a log of every call you can export to your SIEM.
Qdrant MCP server
Live
RBAC · SecOps
Scoped credentials
Audit log
Check the existence of a collection
Allowed
Collection info
Allowed
Count points
Needs approval
Create collection
Blocked
Every call logged · Export to SIEM
Questions about the Qdrant MCP server
Clear answers before you connect an AI client.
Questions about the Qdrant MCP server
Clear answers before you connect an AI client.
Explore more MCP servers in our catalog of 4,000+ services.
Put this MCP server to work.
Bring one AI client and the tools it needs. We’ll show you the setup in Mindflow, from scoped access to the audit log.
Put this MCP server to work.
Bring one AI client and the tools it needs. We’ll show you the setup in Mindflow, from scoped access to the audit log.
Less busywork. More possibility.
Let your agents handle the routine. Make room for what comes next.
Resources
Automation intelligence, delivered monthly.
Product releases, automation playbooks, and security research — straight to your inbox. No spam, unsubscribe anytime.
Less busywork. More possibility.
Let your agents handle the routine. Make room for what comes next.
Resources
Automation intelligence, delivered monthly.
Product releases, automation playbooks, and security research — straight to your inbox. No spam, unsubscribe anytime.
Less busywork. More possibility.
Let your agents handle the routine. Make room for what comes next.
Resources
Automation intelligence, delivered monthly.
Product releases, automation playbooks, and security research — straight to your inbox. No spam, unsubscribe anytime.