Did last night's Salesforce sync fail, and how many rows did it move?
Airbyte shows you your data pipelines on Airbyte Cloud or a self-managed install. Memtro reads workspaces, connections with their status, schedule and streams, and sync jobs with status, duration and rows moved. It also lists sources and destinations by connector type, never their settings. When asked and granted, it can run a sync now or cancel a running job. It can also pause, resume, rename, reschedule, create or delete a connection. Clearing a connection's data in its destination is also possible, and permanent. The application acts with your own Airbyte permissions, so a service user is the safer choice.
Ask in plain English from chat, your editor, a scheduled job or your own agent. The model picks the right Airbyte tool, reads what it needs, and answers with the source cited.
These tools change something in Airbyte. 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.
Once Airbyte 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.
Did the Salesforce sync fail last night?
How many rows did the HubSpot to Snowflake connection move this week?
Which connections are inactive, and why?
What streams and sync modes does the Postgres connection use?
Run a sync of the Stripe connection now.
Tom Reilly, data engineer at BigCo, asked whether last night's Salesforce sync had failed. Memtro listed the jobs for that connection with their status and duration. The latest one had failed, and the night before had succeeded.
Sarah Chen, analytics lead at Acme Ltd, asked Memtro to pause the Zendesk connection while its destination schema was rebuilt. With the action granted, Memtro set the connection to inactive and confirmed its new status. It started no scheduled syncs until she asked for it to be resumed.
The teams that lean on Airbyte most, a question each of them asks, and what they connect beside it.
A record in Airbyte 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.
Using something else for the same job, or both? Each connector has its own tools; connect as many as you like.
Grist
NocoDB
Typesense
Weaviate
Tinybird
Hightouch
Census
kintone
Monte Carlo
OpenMetadata
Secoda
Softr
Teable
VectaraIn Airbyte, open your name → User settings → Applications and create an application. It acts with your permissions in every workspace you can see, so a service user with only the workspaces Memtro needs is safer.
Open Connections → Airbyte in Memtro and paste the Client ID and Client secret. Leave Self-managed host blank for Airbyte Cloud.
An administrator grants actions such as run a sync or clear a connection by name to the teams that may use them. A self-managed server must be reachable from the internet over https.
Ask whether the Salesforce sync failed last night.
Chat in the dashboard, the OpenAI-compatible API, scheduled jobs, and any MCP client: Claude Code, OpenCode, Cursor, Claude Desktop. The Airbyte tools are the same everywhere.
Only when you ask, and only what it has been granted: run a sync of a connection now; clear a connection's data in its destination (permanent); cancel a running sync job; pause, resume, rename or reschedule a connection; create a connection between a source and a destination; delete a connection. 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.
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.
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.
Client ID and client secret. In Airbyte, open your name → User settings → Applications and create an application. It acts with your permissions in every workspace you can see, so a service user with only the workspaces Memtro needs is safer.
Seven-day free trial, then one monthly price per organisation. Connectors, jobs and memory are never metered.
Sign in, add a provider key, create an API key and point your tools at Memtro. It takes about five minutes.
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