Query MongoDB in plain English. Aggregations and dashboards without writing pipelines.
Connect MongoDB or MongoDB Atlas with a read-only user and Agentlytics samples your collections to learn their fields. Ask a question in plain English and it builds a validated aggregation pipeline, runs it live, and turns the result into charts and dashboards you can share.
Orders per day by status for the last 14 days
What the MongoDB AI Analyzer does
Purpose-built AI agents and deterministic tools, so answers about your data are computed and cited - not guessed.
Safe aggregation pipelines
Write stages such as $out and $merge, and server-side JavaScript operators, are blocked, and every query has a row limit and timeout.
Learns your collections
Fields and types are inferred from sampled documents, including nested fields, so pipelines use the right paths.
Works with Atlas
Connect a self-hosted MongoDB or an Atlas cluster with a standard or SRV connection string.
Live dashboards
Dashboards store the pipeline, not your documents, and re-run it on open with relative time windows.
Encrypted credentials
Connection strings are encrypted, never shown in the browser and never logged.
Retries with context
If a pipeline fails, the error is fed back so the AI can correct the query before showing you a result.
How it works
- 01
Create a read-only user
Use the in-app guide to create a user with the read role on your database.
- 02
Connect your cluster
Paste the connection string, test it and review the detected collections.
- 03
Ask for answers or dashboards
Ask in plain English and get charts backed by live aggregation pipelines.
Questions you can ask
Type them exactly like this - no formulas, SQL or setup.
- How many new users signed up each week?
- Top 5 product categories by order count
- Average session length by device type
- Build a dashboard of orders, revenue and cancellations
- Which customers have more than 3 open tickets?
- Revenue by country for the last 30 days
Popular use cases
Teams use the MongoDB AI Analyzer for work like this.
App analytics
Analyze users, events and sessions stored as documents.
E-commerce
Track orders, carts, refunds and product performance live.
Support & ops
Monitor tickets, statuses and response times across collections.
IoT & events
Aggregate high-volume event documents into daily trends.
MongoDB AI Analyzer FAQ
Does it work with MongoDB Atlas?
Yes. Connect an Atlas cluster or a self-hosted MongoDB using a standard mongodb:// or mongodb+srv:// connection string.
Can the AI change or delete my MongoDB data?
It is designed not to. Connect with a read-only user, and pipelines that write data or run server-side JavaScript are rejected before they reach your database.
Are my documents stored by Agentlytics?
No. Only the pipeline and chart settings are saved. Results are fetched live when you open a dashboard.
Do I need to write aggregation pipelines?
No. Describe what you want to see and the pipeline is generated from your collection's fields, validated, and run for you.
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Learn moreTry the MongoDB AI Analyzer free
Create a workspace, add your data and ask your first question in under a minute.