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VectorAdmin
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VectorAdmin is a universal vector database management system that serves as a frontend for vector databases, helping users manage, inspect, and work with vector data across different backends while reducing time spent wrangling vectors and associated embedding costs.

Cohere's re-ranker
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A re-ranking tool provided by Cohere, which can be integrated into LLM applications via frameworks like LangChain to improve the relevance and order of retrieved documents from search systems, including those utilizing vector databases.

Ollama
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A tool that allows users to run large language models locally, providing an easy way to set up and interact with various models, including integrations for generating and managing embeddings with vector databases.

HuggingFace Text Embedding Server
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A server that provides text embeddings, serving as a backend for embedding functions used with vector databases.

Elysia

Elysia is an open-source, decision-tree-based agentic system built on top of Weaviate that orchestrates tools and vector-search workflows, demonstrating how to build complex AI agents that leverage a vector database as a core component.

Verba

Verba is a community-driven, open-source Retrieval-Augmented Generation (RAG) application that provides an end-to-end, user-friendly interface for building RAG workflows on top of a vector database, showcasing practical semantic search and retrieval patterns with Weaviate.

RAGAS

A framework for performing Retrieval-Augmented Generation (RAG) evaluation, supporting multiple ways of validating results.

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