Checking an import
The platform lead asks whether last night's import into the docs collection finished. Memtro counts 48,200 points, 1,900 of them with source set to the new wiki, and shows the indexed payload keys.
Qdrant + Memtro
Ask how many points a Qdrant collection holds, and what their payloads say.
Connect Qdrant with your cluster's host and an API key and Memtro reads collections with their size, vector settings and payload schema, and points' payloads by id, scrolled or counted under a filter. It works with Qdrant Cloud or your own server. Vectors are never fetched. When you ask, and once an administrator has granted them by name, it can upsert points, change or clear payloads, delete points, create collections, take snapshots and index payload fields. Deleting points, a collection or a snapshot is permanent, and overwrites cannot be undone from Memtro. A read-only key keeps these out of reach.
In Memtro
What you can do with Qdrant in Memtro
Ask in plain English from chat, your editor, a scheduled job or your own agent. The model picks the right Qdrant tool, reads what it needs, and answers with the source cited.
What it does
- 01Collections by name, with status, point count, vector size and distance, and indexed payload keys
- 02Points with their payloads, scrolled in id order or under a filter on payload keys, never vectors
- 03Exact counts of the points that match a payload filter, or of a whole collection
- 04One point by id with its payload, and a collection's snapshots
- 05When asked and granted, upserts points, sets, replaces, removes or clears payload keys, and indexes or un-indexes payload fields, none of it undoable from Memtro
- 06When asked and granted, creates collections and snapshots, using memory and disk on the cluster, and permanently deletes points, a whole collection or a snapshot
Acts when asked
When you ask it to
These tools change something in Qdrant. The model is told to use them only when you ask for exactly that, and an administrator grants each one by name to the teams that may use it; a personal connection acts only after its owner allows it.
- 01Upsert points by id (replaces any point that already has the id)
- 02Set payload keys on points by id (overwrites those keys)
- 03Delete points by id
- 04Create a collection
- 05Delete a collection and all its points (permanent)
- 06Remove payload keys from points by id
- 07Replace the whole payload of points by id
- 08Clear the payload of points by id
- 09Take a snapshot of a collection
- 10Delete a collection snapshot (permanent)
- 11Index a payload field
- 12Remove a payload field index
In practice
Ask it like you would a colleague
Once Qdrant is connected, these are the kinds of things people ask. Plain questions, no syntax. If the answer lives partly in another system you have connected, Memtro looks there too.
Qdrant + Memtro
How many points are in the support-articles collection?
Which payload keys are indexed in the products collection?
How many points have source set to confluence?
What is the payload of point 4812?
Take a snapshot of the docs collection, then delete points 101 and 102
Removing stale entries
Dan Fletcher asks Memtro to delete two points that still describe a retired Northwind product. Memtro reads both payloads first, takes a snapshot of the collection as he asked, then deletes the two points by id, saying only that snapshot can bring them back.
Teams
Where it fits
The teams that lean on Qdrant most, a question each of them asks, and what they connect beside it.
- Data and analyticsQuestions answered from the warehouse, with the SQL shownAnalyst, Data engineer, Anybody with a question, Head of data“Revenue by segment for Q3 from the warehouse, with the SQL you used”Used alongside Postgres, Stripe, Slack, Google Drive, Snowflake and 3 more.
- EngineeringKeep decisions from evaporatingEngineer, Tech lead, On call, New joiner“Who owns the billing migration, and what did we decide about retries?”Used alongside GitHub, Linear, Jira, Confluence, Slack and 5 more.
- FinanceAsk the ledger questions in plain EnglishFinance lead, Credit control, Management accountant, Founder or CFO“Which invoices over £5k are more than 30 days overdue?”Used alongside Xero, Stripe, Postgres, HubSpot, QuickBooks Online and 10 more.
Better together
Works with
A record in Qdrant is rarely the whole story. Connect the systems that hold the rest and Memtro checks them together, then remembers what it learned so the next question starts further along.
- AnalyticsQdrant with Google Analytics 4Ask your traffic questions in plain English and get the numbers back.
- AnalyticsQdrant with Plausible AnalyticsAsk about your website traffic in plain English.
- AnalyticsQdrant with UmamiAsk about your website traffic in plain English, without sending anybody to a dashboard.
- Finance and commerceQdrant with XeroInvoices, bills, contacts and reports, answered in plain English with figures cited to Xero.
- Finance and commerceQdrant with StripeCustomers, charges, invoices and subscriptions through a restricted key.
- Finance and commerceQdrant with FellohBookings, payments, refunds, chargebacks, supplier payments and payouts from the travel payments platform.
- Work managementQdrant with JiraJQL search, issue details and projects from Jira Cloud.
- Work managementQdrant with Clio ManageAsk the matter: its client, its fee earner, the time on it and what is still unbilled.
- Work managementQdrant with LinearIssues, projects and teams, synced hourly into memory.
Also in Databases and warehouses
Using something else for the same job, or both? Each connector has its own tools; connect as many as you like.
- Postgres
- MySQL and MariaDB
- SQL Server
- BigQuery
- Snowflake
- AWS Athena
- MongoDB
- ClickHouse
- Amazon Redshift
- Databricks
- Elasticsearch
- dbt Cloud
- Fivetran
- Neon
- Appwrite
Grist- Hasura
- Meilisearch
NocoDB
Typesense
Weaviate
Tinybird
Hightouch
Census- Airbyte
- Budibase
- CockroachDB Cloud
- Cube Cloud
- DataHub
kintone
Monte Carlo
OpenMetadata- Pinecone
- PlanetScale
- Quickbase
Secoda
Softr
Teable- Turso
- Upstash
Vectara- Xata
- Zilliz Cloud
Setup
How to connect
Connect withHost and API key
- 1
On Qdrant Cloud copy a key from the cluster's API Keys tab. Self-hosted, use the read_only_api_key or the api_key from the service config. A read-only key is safer and enough for everything but the writes
- 2
Type the cluster's name in Host only, with no https://, path or port: a public DNS name serving https with a publicly trusted certificate. IP addresses, private names and plain http are refused
- 3
Paste the API key into Connections → Qdrant in Memtro with the Host, setting the port if it is not 6333
- 4
Ask how many points each collection holds
Also works from
Chat in the dashboard, the OpenAI-compatible API, scheduled jobs, and any MCP client: Claude Code, OpenCode, Cursor, Claude Desktop. The Qdrant tools are the same everywhere.
FAQ
Questions
Can Memtro change anything in Qdrant?+
Only when you ask, and only what it has been granted: upsert points by id (replaces any point that already has the id); set payload keys on points by id (overwrites those keys); delete points by id; create a collection; delete a collection and all its points (permanent); remove payload keys from points by id; replace the whole payload of points by id; clear the payload of points by id; take a snapshot of a collection; delete a collection snapshot (permanent); index a payload field; remove a payload field index. Every other tool reads, searches or lists. The Connections page labels the tools that act, an administrator grants each one by name to the teams that may use it, and a personal connection acts only after its owner allows it.
Who can use a Qdrant connection?+
A personal connection serves only your own requests. A shared connection serves the organisation: everyone, or only the teams an admin chooses. Admins can always add shared connections; other members need the permission.
Does Memtro store my Qdrant data?+
Credentials are encrypted at rest. Tool results are cached briefly so agent loops do not repeat identical calls, and the facts the model extracts are saved to your organisation's memory with provenance (system, record and link) so they can be checked and superseded.
How do I connect Qdrant?+
Host and API key. On Qdrant Cloud copy a key from the cluster's API Keys tab. Self-hosted, use the read_only_api_key or the api_key from the service config. A read-only key is safer and enough for everything but the writes.
Connect Qdrant in a few minutes
Seven-day free trial, then one monthly price per organisation. Connectors, jobs and memory are never metered.