Langchain mongodb agent. .

Langchain mongodb agent MongoDB is a NoSQL , document-oriented database that supports JSON-like documents with a dynamic schema. . MongoDB Atlas is a fully-managed cloud database available in AWS, Azure, and GCP. The Loader requires the following parameters: MongoDB connection string; MongoDB database name; MongoDB collection name Mar 3, 2025 · In this blog post, I will show you how to create a Non-SQL MongoDB agent using OpenAI and LangChain. It supports native Vector Search, full text search (BM25), and hybrid search on your MongoDB document data. For more on each development—plus new support for the LangChain Indexing API—please read on! May 15, 2025 · This document explains the MongoDB Agent Tools provided by the LangChain MongoDB integration. Aug 12, 2024 · This tutorial provides a step-by-step guide on building an AI research assistant agent that uses MongoDB as the memory provider, Fireworks AI for function calling, and LangChain for integrating and managing conversational components. This notebook covers how to MongoDB Atlas vector search in LangChain, using the langchain-mongodb package. Is it feasible to develop a MongoDB agent that establishes a connection with MongoDB, generates MongoDB queries based on given questions, and retrieves the corresponding data? Sep 12, 2024 · With recent releases, MongoDB has made it easier to develop agentic AI applications (with a LangGraph integration), perform hybrid search by combining Atlas Search and Atlas Vector Search, and ingest large-scale documents more effectively. Overview The MongoDB Document Loader returns a list of Langchain Documents from a MongoDB database. MongoDB. These tools enable LangChain agents to interact with MongoDB databases through a set of standardized interfaces, allowing them to query data, inspect schemas, and analyze information stored in MongoDB collections. I will use OpenAI’s GPT-4, which has powerful natural language processing capabilities, Jul 2, 2023 · I was skimming through the repository for the MongoDB Agent and I discovered that it does not exist. eyu ags oswg asb dpul jjfcgrh osnz cfqyy nbesjw yck