Embeddings Packages

Typescript bindings for langchain

SDK for interacting with RagFlow API

Shapeshift is a TypeScript library that maps arbitrarily structured JSON objects using vector embeddings. It uses semantic similarity to match keys between objects, allowing for flexible and intelligent object transformation, including support for nested

Typescript bindings for langchain

RAG (Retrieval-Augmented Generation) library for NestJS with vector database integration

Typescript bindings for langchain

A NodeJS RAG framework to easily work with LLMs and custom datasets

Neural Vector Database for efficient similarity search

基于 RAG 的文档搜索和管理的 MCP 服务器

MCP server for RAG-based document search and management

The core foundation of the Mastra framework, providing essential components and interfaces for building AI-powered applications.

The Retrieval-Augmented Generation (RAG) module contains document processing and embedding utilities.

Typescript bindings for langchain

Typescript bindings for langchain

A CLI tool to parse a PDF file, generate text chunks with embeddings, and save as JSON for Retrieval-Augmented Generation (RAG).