Data Sources

The MongoDB Knowledge Service uses retrieval augmented generation to answer user queries.

All the data sources are public on the web.

Sources

The Knowledge Service ingests the following data sources:

• MongoDB Technical Documentation (https://mongodb.com/docs)
• MongoDB Developer Center blog (https://mongodb.com/developer)
• MongoDB University transcripts and landing pages (https://learn.mongodb.com)
• Select marketing and sales pages from https://mongodb.com
• Select external data sources:
  • Mongoose.js docs (https://mongoosejs.com)
  • Prisma MongoDB connector docs (https://www.prisma.io/docs/orm/overview/databases/mongodb)
  • Terraform MongoDB Provider docs (https://registry.terraform.io/providers/mongodb/mongodbatlas/latest)
• WiredTiger docs (https://source.wiredtiger.com/)
• Practical MongoDB Aggregations book (https://www.practical-mongodb-aggregations.com/)

Source Code

You can see the source code for the data source ingestion here: https://github.com/mongodb/chatbot/tree/main/packages/ingest-mongodb-public