A vector search MCP for document retrieval using MongoDB Atlas Vector Search and Voyage AI Context embeddings.
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Aug 13, 2025 - Python
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atlas-vector-search
Here are 12 public repositories matching this topic...
Microservice 1: Back-End for the Search Components - Content Lab
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Jun 19, 2026 - Python
Source code for the Gilded Age Gourmet, a cooking chat app based on the Boston Cooking-School Cook Book
chatbot mongodb-atlas rag retrieval-augmented-generation mongodb-chatbot-framework atlas-vector-search
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Mar 27, 2024 - HTML
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Jul 26, 2024 - TypeScript
RAG assistant on MongoDB Atlas: hybrid vector + lexical search with RRF, VoyageAI re-ranking, and streaming answers from Claude. React + FastAPI proof of concept.
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Jun 13, 2026 - JavaScript
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Apr 17, 2026 - Python
An AI agent that organizes your Japan tech job search, drafts polite Japanese business emails, and keeps you on top of every interview — built for the Google Cloud Rapid Agent Hackathon.
nodejs nextjs google-cloud gemini job-search mongodb-atlas atlas-vector-search google-agent-development-kit
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Jun 12, 2026 - TypeScript
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Jul 22, 2024 - TypeScript
MongoDB for AI apps: RAG, Atlas Vector Search, Atlas Search, Voyage AI, hybrid retrieval, and agent memory.
ai mongodb ai-agents rag vector-search hybrid-search atlas-search atlas-vector-search voyage-ai agent-memory
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Jun 24, 2026
Conversational agent (Google ADK + Gemini 2.5 Flash on Vertex AI) for LinkedIn ambassador programs — integrates the MongoDB MCP Server over Atlas with Vector Search. Google Cloud Rapid Agent Hackathon · MongoDB track.
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Jun 4, 2026 - Python
Centralized testimonial management platform with unique company pages using TypeScript, MongoDB and optimized data retrieval using GraphQL API. Integrated Redis for efficient caching and provided customizable HTML embed codes for easy integration of testimonials.
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Aug 26, 2024 - TypeScript
Personalised movie recommender that remembers user preferences across sessions using MongoDB Atlas sample_mflix, Vercel AI SDK (Gemini), VoyageAI embeddings, and Atlas Vector Search memory. One-click Vercel deploy template.
typescript mongodb nextjs embeddings gemini recommendation-system ai-agents rag vercel-ai-sdk atlas-vector-search voyage-ai agent-memory
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Jun 15, 2026 - TypeScript
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