Connectors · AI

Qdrant Cloud MCP server for AI agents.

actionlake is an MCP gateway: one remote MCP server that connects Claude and other MCP clients to Qdrant Cloud and the rest of your systems. It gives your agent 59 Qdrant Cloud actions (27 reads, 19 writes and 13 that wait for a confirmation) and holds the Qdrant Cloud credential itself, so the agent never does. It paces Qdrant Cloud's limits and records every call.

Connect Qdrant Cloud free See pricing

100,000 free calls a month. No card, no email, no password: press Start a free sandbox on the next screen and keep the key it shows you.

claude mcp add --transport http actionlake https://connect.actionlake.com/mcp

59actionsin one signed file
27readlook, never change
19writecreate and update
13wait for a yesdestructive, confirmed first

Set up

Connect Qdrant Cloud in three steps.

01
Add actionlake to Claude.
Run the command once in Claude Code; its consent page can create a free sandbox: 100,000 calls a month, no card. In the Claude app, add a custom connector with the URL below and paste your key on the consent page. Creating a new sandbox from the Claude app is not yet tested by us.
https://connect.actionlake.com/mcp
02
Connect Qdrant Cloud.
API key. No consent screen: your agent can connect it for you, but the key then passes through your chat. To keep it out of the model's context, paste it in the console instead. actionlake stores what you paste write-only, sealed under your tenant's key.
- api_keyQdrant API key for the cluster: in Qdrant Cloud open the cluster, then API Keys > Create (a database API key; a…
- hostWhere your Qdrant Cloud lives: your host
```
account { op: "connections.requirements", service: "qdrant_cloud" }
# free: exactly what to paste, and what is found for you
```

Make the first call. Check before a write.

Ask in plain words; Claude picks the action. Before anything changes, check validates the call and prices it, for free.

do    { action: "qdrant_cloud.collections.list" }# list collections · read · 1 upstream callcheck { action: "qdrant_cloud.shard_keys.create", input: { … } }# free: inputs, permissions, cost and confirmations, nothing sent

Qdrant Cloud at a glance

Sign-in: API key. No consent screen: your agent can connect it for you, but the key then passes through your chat. To keep it out of the model's context, paste it in the console instead.
You provide: api_key
Setup fields: host
Limits we pace to: 600 calls a minute, per connection
API covered: Qdrant REST API master, at your Qdrant Cloud instance's API base URL, which you enter when connecting
Built from: Qdrant Cloud's documentation, read 23 October 2026OpenAPI spec (GitHub)api.qdrant.tech
Service file: Version 1.0.0, signed (Ed25519)
Cached reads: 18 of 27 reads, for up to 1 minute; a write clears what it affects
Shared entities: 1, so ask can line Qdrant Cloud up with your other systems
Data: Processed and stored in Sydney, Australia. No US region yet

Capabilities

What an AI agent can do in Qdrant Cloud.

59 actions in 21 areas. Every one carries its effect, so a key can allow the reads and hold the rest.

27readlook, never change
19writecreate and update
13destructivewait for a confirmation

Points
13
10 read · 2 write · 1 destructive
Count points · Facet a payload key with a given filter · Query points · Query points in batch
Collections
6
3 read · 2 write · 1 destructive
List collections · Create collection · Check the existence of a collection · Collection info
Collection snapshots
4
1 read · 2 write · 1 destructive
Create collection snapshot · List collection snapshots · Recover from a snapshot · Delete collection snapshot
Point payload
4
0 read · 2 write · 2 destructive
Overwrite payload · Set payload · Clear payload · Delete payload
Shard snapshots
4
1 read · 2 write · 1 destructive
Create shard snapshot · List shards snapshots for a collection · Recover from a snapshot · Delete shard snapshot
Full snapshots
3
1 read · 1 write · 1 destructive
Create storage snapshot · List of storage snapshots · Delete storage snapshot
Shard keys
3
1 read · 1 write · 1 destructive
Create shard key · List shard keys · Delete shard key
Aliases
2
1 read · 1 write · 0 destructive
List collections aliases · Update aliases of the collections

13 more areas · 20 actions

Cluster 2
Collection cluster 2
Issues 2
Named vectors 2
Payload indexes 2
Point vectors 2
Quotas 2
Cluster peers 1
Cluster telemetry 1
Collection aliases 1
Optimizations 1
Server 1
Telemetry 1

Top actions

The Qdrant Cloud API, shaped for agents.

The ids your agent types, what each does, and the one name it shares with other systems. 2 of Qdrant Cloud's 2 action names are shared with at least one other connector, so an agent learns them once.

Action	What it does	Effect	Same name in
`qdrant_cloud.collections.list`List collections	List collections.	read	`content.table.list`21 connectors
`qdrant_cloud.server.get`Returns information about the running Qdrant instance	Returns information about the running Qdrant instance.	read	`platform.health.get`18 connectors
`qdrant_cloud.aliases.list`List collections aliases	List collections aliases.	read	this connector
`qdrant_cloud.points.count`Count points	Count points.	read	this connector
`qdrant_cloud.points.facet`Facet a payload key with a given filter	Facet a payload key with a given filter.	read	this connector
`qdrant_cloud.shard_keys.list`List shard keys	List shard keys.	read	this connector
`qdrant_cloud.shard_keys.create`Create shard key	Create shard key.	write	this connector
`qdrant_cloud.collections.create`Create collection	Create collection.	write	this connector
`qdrant_cloud.full_snapshots.list`List of storage snapshots	List of storage snapshots.	read	this connector
`qdrant_cloud.named_vectors.create`Create named vector	Create named vector.	write	this connector
`qdrant_cloud.full_snapshots.create`Create storage snapshot	Create storage snapshot.	write	this connector
`qdrant_cloud.issues.clear`Clear issues	Clear issues.	destructive	this connector

Try it

Prompts to paste into Claude.

Each one names the Qdrant Cloud actions it will call, so you know what it reads and what it changes before you send it.

Readread
List collections in Qdrant Cloud and tell me what stands out.
callsqdrant_cloud.collections.list
Writewrite
Create shard key in Qdrant Cloud. Show me exactly what you will send before you save it.
callsqdrant_cloud.shard_keys.create

Governance for Qdrant Cloud

Destructive actions wait for a yes.

13 Qdrant Cloud actions are destructive. These are all of them:

Clear issuesqdrant_cloud.issues.clear
Delete pointsqdrant_cloud.points.delete
Delete shard keyqdrant_cloud.shard_keys.delete
Delete collectionqdrant_cloud.collections.delete
Clear payloadqdrant_cloud.point_payload.clear
Remove peer from the clusterqdrant_cloud.cluster_peers.delete
Delete named vectorqdrant_cloud.named_vectors.delete
Delete payloadqdrant_cloud.point_payload.delete
Delete vectorsqdrant_cloud.point_vectors.delete
Delete storage snapshotqdrant_cloud.full_snapshots.delete
Delete index for field in collectionqdrant_cloud.payload_indexes.delete
Delete shard snapshotqdrant_cloud.shard_snapshots.delete
Delete collection snapshotqdrant_cloud.collection_snapshots.delete

A destructive action runs only with confirm: true. Under the human policy the agent cannot confirm for itself: the run stops until a named person approves, in the console or from a signed link in an email. The cap on a key is refused before the call is sent, never after.

doqdrant_cloud.points.deleteconfirm_policy: human

Delete points?

intent: the user asked me to delete points

run suspended · waiting for a named person · key qdrant-cloud-agent cannot confirm itself

In the console, or from an emailed signed link.

a key for this connector

account {  op: "keys.create", name: "qdrant-cloud-agent",  allowed_actions: ["qdrant_cloud.*"], cap_calls: 2000,  confirm_policy: "human_for_writes",  approval_rules: [    { match: "qdrant_cloud.issues.clear", approver: "[email protected]" },    { match: "qdrant_cloud.points.delete", approver: "[email protected]" },    { match: "qdrant_cloud.shard_keys.delete", approver: "[email protected]" }  ]}

Illustrative. Scoped to Qdrant Cloud only, capped at 2,000 upstream calls, every write confirmed, and the destructive ones approved by a named person.

Cost

What Qdrant Cloud costs on actionlake.

Every Qdrant Cloud action is one upstream call, the only thing actionlake bills. Searching, check, cost, account and any call Qdrant Cloud refused with 401, 403, 429 or a 5xx are free. Paid plans start at US$49 a month for 250,000 calls, with overage from US$0.30 down to US$0.18 per 1,000.

1upstream call per actionall 59 Qdrant Cloud actions
59actions pageeach page of a long list is one call
18reads can be cacheda cache hit costs nothing
100,000calls a month, freepaid plans from US$49 a month for 250,000

See pricing

Action index

Every Qdrant Cloud action.

59 actions by area: the id your agent calls, what it does, and its effect.

Points13

qdrant_cloud.points.batch_updateBatch update pointswrite
qdrant_cloud.points.countCount pointsread
qdrant_cloud.points.deleteDelete pointsdestructive
qdrant_cloud.points.facetFacet a payload key with a given filterread
qdrant_cloud.points.getGet pointread
qdrant_cloud.points.queryQuery pointsread
qdrant_cloud.points.query_batchQuery points in batchread
qdrant_cloud.points.query_groupsQuery points, grouped by a given payload fieldread
qdrant_cloud.points.retrieveGet pointsread
qdrant_cloud.points.scrollScroll pointsread
qdrant_cloud.points.search_matrix_offsetsSearch points matrix distance offsetsread
qdrant_cloud.points.search_matrix_pairsSearch points matrix distance pairsread
qdrant_cloud.points.upsertUpsert pointswrite

Collections6

qdrant_cloud.collections.createCreate collectionwrite
qdrant_cloud.collections.deleteDelete collectiondestructive
qdrant_cloud.collections.existsCheck the existence of a collectionread
qdrant_cloud.collections.getCollection inforead
qdrant_cloud.collections.listList collectionsread
qdrant_cloud.collections.updateUpdate collection parameterswrite

Collection snapshots4

qdrant_cloud.collection_snapshots.createCreate collection snapshotwrite
qdrant_cloud.collection_snapshots.deleteDelete collection snapshotdestructive
qdrant_cloud.collection_snapshots.listList collection snapshotsread
qdrant_cloud.collection_snapshots.recoverRecover from a snapshotwrite

Point payload4

qdrant_cloud.point_payload.clearClear payloaddestructive
qdrant_cloud.point_payload.deleteDelete payloaddestructive
qdrant_cloud.point_payload.overwriteOverwrite payloadwrite
qdrant_cloud.point_payload.setSet payloadwrite

Shard snapshots4

qdrant_cloud.shard_snapshots.createCreate shard snapshotwrite
qdrant_cloud.shard_snapshots.deleteDelete shard snapshotdestructive
qdrant_cloud.shard_snapshots.listList shards snapshots for a collectionread
qdrant_cloud.shard_snapshots.recoverRecover from a snapshotwrite

Full snapshots3

qdrant_cloud.full_snapshots.createCreate storage snapshotwrite
qdrant_cloud.full_snapshots.deleteDelete storage snapshotdestructive
qdrant_cloud.full_snapshots.listList of storage snapshotsread

Shard keys3

qdrant_cloud.shard_keys.createCreate shard keywrite
qdrant_cloud.shard_keys.deleteDelete shard keydestructive
qdrant_cloud.shard_keys.listList shard keysread

Aliases2

qdrant_cloud.aliases.listList collections aliasesread
qdrant_cloud.aliases.updateUpdate aliases of the collectionswrite

Cluster2

qdrant_cloud.cluster.getGet cluster status inforead
qdrant_cloud.cluster.recoverTries to recover current peer Raft statewrite

Collection cluster2

qdrant_cloud.collection_cluster.getCollection cluster inforead
qdrant_cloud.collection_cluster.updateUpdate collection cluster setupwrite

Issues2

qdrant_cloud.issues.clearClear issuesdestructive
qdrant_cloud.issues.getGet issuesread

Named vectors2

qdrant_cloud.named_vectors.createCreate named vectorwrite
qdrant_cloud.named_vectors.deleteDelete named vectordestructive

Payload indexes2

qdrant_cloud.payload_indexes.createCreate index for field in collectionwrite
qdrant_cloud.payload_indexes.deleteDelete index for field in collectiondestructive

Point vectors2

qdrant_cloud.point_vectors.deleteDelete vectorsdestructive
qdrant_cloud.point_vectors.updateUpdate vectorswrite

Quotas2

qdrant_cloud.quotas.getGet global quotasread
qdrant_cloud.quotas.updateSet global quotaswrite

Cluster peers1

qdrant_cloud.cluster_peers.deleteRemove peer from the clusterdestructive

Cluster telemetry1

qdrant_cloud.cluster_telemetry.getCollect cluster telemetry dataread

Collection aliases1

qdrant_cloud.collection_aliases.listList aliases for collectionread

Optimizations1

qdrant_cloud.optimizations.getGet optimization progressread

Server1

qdrant_cloud.server.getReturns information about the running Qdrant instanceread

Telemetry1

qdrant_cloud.telemetry.getCollect telemetry dataread

Questions

The Qdrant Cloud MCP server, answered.

Is there a Qdrant Cloud MCP server for Claude?

Yes. actionlake is an MCP gateway: a remote MCP server that gives Claude, or another MCP client, 59 Qdrant Cloud actions across points, collections, collection snapshots and point payload, through the same eight tools it uses for every other connector. actionlake is independent; it is not made or endorsed by Qdrant Cloud.

What do I need to connect Qdrant Cloud?

Qdrant API key for the cluster: in Qdrant Cloud open the cluster, then API Keys > Create (a database API key; a…. Plus your host. The free call account { op: "connections.requirements", service: "qdrant_cloud" } lists exactly what to paste.

Can an AI agent delete or change things in Qdrant Cloud?

Only if its key allows it, and only with an explicit confirmation. 13 Qdrant Cloud actions are destructive, including clear issues, delete points and delete shard key. Each runs only with confirm: true. Under the human confirm policy, or an approval rule on the key, the run waits until a named person approves it.

Will an AI agent use up my Qdrant Cloud API limit?

actionlake paces every call to the limits in the Qdrant Cloud service file: 600 calls a minute per connection. Repeated reads are answered from cache (18 Qdrant Cloud actions can be), which never reaches Qdrant Cloud.

What does a Qdrant Cloud action cost?

One upstream call, the only unit actionlake bills. A list that pages bills one call per page (59 Qdrant Cloud actions page). Cache hits, searches, dry runs and calls Qdrant Cloud refused with 401, 403, 429 or a 5xx are free. The Free plan includes 100,000 calls a month with no card. Paid plans start at US$49 a month for 250,000 calls, with overage from US$0.30 down to US$0.18 per 1,000.

Which Qdrant Cloud API does it cover?

The Qdrant REST API master at your Qdrant Cloud instance's API base URL, which you enter when connecting. It is built from Qdrant Cloud's documentation as read on 23 October 2026. 59 actions in 21 areas, each one in the signed service file (version 1.0.0).

Does actionlake keep my Qdrant Cloud data, and where?

actionlake processes and stores data in Sydney, Australia; there is no US region yet. Reads may be cached for up to 1 minute, and a write clears the reads it affects. Each run's request and response is kept, sealed, for your plan's trace window: 1 day on Free, 3 days on Starter, 7 days on Pro, 14 days on Team, 30 days on Business and 30 days on Enterprise. Your Qdrant Cloud credential is sealed under your tenant's key, never logged and never returned. Your traffic is not used to train models.

Which AI clients can use it?

Claude Code, tested by us end to end, and the Claude app as a custom connector, tested by us with an existing key. Other MCP clients that support remote servers over Streamable HTTP (MCP revisions 2025-06-18 and 2025-11-25) and OAuth dynamic client registration, or a bearer header, should connect the same way; we have not tested them. Or plain REST, under the same action names.

Give your agent Qdrant Cloud today.

Connect Qdrant Cloud free See pricing

Start free - 100,000 calls/month, no card. No signup. Hard caps on every key. Cached answers are free.

Qdrant Cloud MCP server for AI agents.

Connect Qdrant Cloud in three steps.

Add actionlake to Claude.

Connect Qdrant Cloud.

Make the first call. Check before a write.

What an AI agent can do in Qdrant Cloud.

Points

Collections

Collection snapshots

Point payload

Shard snapshots

Full snapshots

Shard keys

Aliases