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mongodb-ai-playground
Advanced tools
MongoDB AI Playground is a set of interactive widgets to explore, test, and visualize MongoDB-powered AI capabilities, including Retrieval-Augmented Generation (RAG) and GraphRAG workflows, using modern LLM and vector search integrations.
The MongoDB AI Playground provides interactive widgets for experimenting with advanced AI capabilities on MongoDB, including:
Built as a set of AnyWidget Jupyter widgets, this playground is designed for rapid prototyping, learning, and demonstration of GenAI + MongoDB workflows.
embedding
.pip install mongodb-ai-playground
The mongodb-ai-playground depends on the following Python libraries: anywidget
, ipywidgets
, langchain
, langchain-mongodb
, and pymongo
.
Full examples
from mongodb_ai_playground import MongoDBRAGPlayground
# Example: Pass your own loader, embedding model, LLM, and MongoDB collection
widget = MongoDBRAGPlayground(
loader=..., # LangChain loader
embedding_model=..., # LangChain embedding model
llm=..., # LangChain Chat Model (LLM) for answering questions (OpenAI, Claude, DeepSeek, etc.)
mongo_collection=..., # PyMongo collection for storing vectors
index_name=... # Name of your Atlas Vector Search index, you need to create if you don't have one, with the correct dimension (field containing the embedding is 'embedding')
)
widget # Display the playground widget
mongodb_ai_playground/
βββ rag_widget.py # RAG playground widget (chunking, embedding, RAG)
βββ graphrag_widget.py # Graph RAG playground widget (graph ingest, QA)
βββ index.js # JS frontend for RAG widget
βββ graphrag.js # JS frontend for Graph RAG widget
βββ index.css # Shared widget styles
βββ __init__.py # Exports widgets
...
This project is licensed under the MIT License.
FAQs
A playground for building RAG applications with MongoDB and Langchain
We found that mongodb-ai-playground demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago.Β It has 1 open source maintainer collaborating on the project.
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