Movatterモバイル変換

javascript search search-engine node typescript vector data-structures full-text search-algorithm typo-tolerance vector-search vector-database vector-search-engine algiorithm vector-database-embedding

Star9.6k

🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

UpdatedJul 12, 2025
TypeScript

Mintplex-Labs /vector-admin

ai embeddings database-management chroma document-retrieval ai-agents pinecone weaviate vector-search vectorspace vector-database qdrant llms langchain aitools vector-data-management langchain-js vector-database-embedding vectordatabase flowise

Star2k

The universal tool suite for vector database management. Manage Pinecone, Chroma, Qdrant, Weaviate and more vector databases with ease.

UpdatedApr 15, 2025
TypeScript

jina-ai /vectordb

Star626

A Python vector database you just need - no more, no less.

sentence-embeddings vector-search vector-database neural-search embedding-similarity vector-database-embedding

UpdatedMar 4, 2024
Python

agamm /semantic-split

Star97

A Python library to chunk/group your texts based on semantic similarity.

nlp embeddings semantic-similarity llm vector-database-embedding

UpdatedJul 11, 2024
Python

msoedov /vector_lake

Star46

S3 vector database for LLM Agents and RAG.

nearest-neighbor-search hnsw vector-database vector-search-engine llm vector-database-embedding vector-lake

UpdatedAug 15, 2023
Python

itsPreto /VECTR8

Star28

Embed anything.

embeddings vector-database llms vector-similarity-search vector-database-embedding

UpdatedMay 24, 2024
JavaScript

serp-ai /V3CTRON-vector-database-embedding-neural-search-retrieval-chatgpt-plugin

semantic-search-engine semantic-search vector-similarity vector-search neural-search vector-search-engine vector-similarity-database vector-embeddings neural-search-engine vector-similarity-search chatgpt-plugins vector-database-search chatgpt-retrieval v3ctron vector-database-embedding vector-embedding-database vector-similarity-search-engine

Star22

V3CTRON | Vector Embeddings Data Retrieval | ChatGPT Plugin

UpdatedOct 18, 2023
Python

dblock /vectordb-hello-world

redis clickhouse chroma vectors opensearch pinecone vespa-engine qdrant pgvector weviate vector-database-search vector-database-embedding

Star13

Examples of vector DB indexing and query with various vector databases.

UpdatedFeb 12, 2025
Python

MIRA is a little brain-in-a-box. It is able to recognize its own shortcomings and adapt over time to preempt them. It learns facts from conversation during a daily consolidation task and surfaces them nautrally in conversation. This repository includes supporting files that allow you to zero-shot new tools for MIRA. Works 100% well offline too.

python machine-learning self-hosted embeddings artificial-intelligence persistent-memory ai-framework onnx self-hosted-agent ai-agent large-language-models llm vector-database-embedding local-ai ollama conversational-ai-system

UpdatedJul 12, 2025
Python

ZeusDB /zeusdb

Star6

High-performance database management system

UpdatedJul 10, 2025
Python

jankovicsandras /ml

Star3

Machine Learning, LLM and other Jupyter Notebooks and resources

python nlp machine-learning natural-language-processing ai jupyter jupyter-notebook python3 embeddings nlp-machine-learning rag vector-database llm llms vector-database-embedding llm-inference retrieval-augmented-generation

UpdatedJun 24, 2025
Jupyter Notebook

arisrayelyan /embed-pg

machine-learning embeddings similarity-search vector-database vector-similarity-search pgvector vector-database-embedding

Scalable API extension for advanced vector database functions. Enhance machine learning, search, and analytics applications with an API that supports efficient embedding storage and similarity searches.

UpdatedAug 20, 2024
TypeScript

redis-performance /vector-embeddings

benchmarks huggingface-datasets vector-database-embedding

Complete pipeline for generating DBpedia text embeddings using OpenAI's embedding models and publishing them as Hugging Face datasets.

UpdatedJul 11, 2025
Python

harehimself /pinecone-lab

vector embeddings embedding-models semantic-search retrieve-data pinecone rag retrieval-systems vector-search embedding-vectors vector-database embeddings-similarity vectordb vector-database-embedding retrieval-augmented-generation pineconedb pinecone-db retrival-augmented-generation

Experimenting with Pinecone as vector data continues to take center stage in AI-native systems. The purpose of this project is to explore the core capabilities, benchmark performance across different embedding models, and better understand what is possible with vector search in production environments.

UpdatedJun 30, 2025
Python

johancodes /internal-gpt-proofofconcept-1

openai llm langchain-python vector-database-embedding

Create a ChatGPT-like experience with your data.

UpdatedJul 4, 2023
Jupyter Notebook

pH-7 /ToucanDB

database object-database vector-database non-relational-database vector-database-embedding unstructured-database toucandb ml-database ai-database

ToucanDB is a brand-new micro ML-first database engine 🦜

UpdatedJul 17, 2025
Python

rahatmoktadir03 /codebase-repo-sage

react python nlp ai nextjs jupyter-notebook rag streamlit vector-database-embedding language-learning-model codebase-chat

A web app that uses Retrieval-Augmented Generation (RAG) to create an AI expert over a codebase. The app allows users to interact with a codebase via chat, retrieving relevant code snippets from a Pinecone vector database and generating responses using LLMs.

UpdatedDec 7, 2024
Jupyter Notebook

SayamAlt /Langchain-for-Information-Retrieval-RAG

information-retrieval chatbot embeddings data-extraction vector-database openai-api langchain chromadb vector-database-embedding retrieval-augmented-generation content-engine

This repository contains source code which encompasses usage of the Langchain framework to extract information from distinct types of documents and subsequently perform Retrieval Augmented Generation(RAG) on these documents as well.

UpdatedNov 26, 2024
Jupyter Notebook

fosetorico /article_research_bot

python gpt streamlit openai-api llm generative-ai langchain large-language-model vector-database-embedding genai-chatbot faiss-vector-database research-bot

End-to-End Research Bot for Summarizing and Extracting Insights from Multiple URLs using advanced text processing, FAISS vector storage, and OpenAI services for accurate and concise responses.

UpdatedFeb 7, 2025
Jupyter Notebook

shing100 /embeddingStoreManager