JSPM

Codai Better Database - High-Performance Vector Memory System with HPKV-inspired architecture and MCP server

A Model Context Protocol (MCP) server for intelligent memory management with vector search capabilities

MCP server for searching Hex package documentation

Brain MCP Server - Semantic knowledge base access for Claude Code via Model Context Protocol. Provides intelligent search and navigation of files from multiple locations through native MCP tools.

Complete GraphRAG integration with both AI Agent and Tool Node - N8N Tools proprietary GraphRAG implementation for document processing, knowledge graphs, and intelligent search with external database support (Pinecone, Neo4j, Weaviate, etc.)

TypeScript client library for AI Search API - search and retrieve intelligent responses with context awareness

MCP Server for Memory of Agents (MOA) API - Memory Management & Intelligent Memory endpoints only

A fast React Data Grid with AI search, sorting, pagination, and customization.

Semantic knowledge infrastructure for Claude Code agents - AI-powered messaging with vector search and intelligent ranking

MCP server for semantic code search powered by MongoDB Atlas Vector Search and Voyage AI embeddings

Core vector search engine for code intelligence

Semantic Web Memory for Intelligent Agents

TypeScript/JavaScript client for KotaDB - PostgreSQL-level ease of use for document database

A Model Context Protocol (MCP) server that provides access to ChainFETCH API for AI-powered Ethereum blockchain intelligence with advanced semantic search capabilities. Supports both stdio and HTTP transport modes.

MCP server proxy for Embark code search

Model Context Protocol server for AI Search API - Provides intelligent search capabilities with context awareness and semantic understanding

🚀 Next-Gen Content Intelligence - The most powerful, lightweight, and intelligent vector search package for modern applications. Zero dependencies, AI-powered search, real-time processing, content analysis, tone detection, style matching, DNA fingerprint

Seahorse Semantic Search MCP server wrapper (npx launcher for Python FastMCP server)

MCP server providing Cursor-like Search tools: read file, list dir, grep, search files, semantic code search, web search

Production-ready RAG (Retrieval-Augmented Generation) framework for Next.js applications with PostgreSQL + pgvector

Best-in-class MCP (Model Context Protocol) server for AI memory storage with MIRIX-Inspired Specialized Memory Types (Core, Episodic, Semantic, Procedural, Resource, Knowledge Vault), Progressive Disclosure, AI-Powered Summaries, Context Window Optimizati

MCP server providing semantic search for free developer tools and services

A Node.js TypeScript module for RAG functionality using nomic-embed-text-v1.5 and sqlite-vec

🧠 powerful JavaScript library that leverages advanced AI embeddings to perform zero-shot text classification. Whether you're dealing with unlabelled data or seeking to classify text against dynamic and user-defined labels, this library provides a seamles

n8n community node for Memara memory system - Store and retrieve memories with semantic search in your workflows

n8n node for AI Search API — semantic search, web search, summarization, and context-aware answers with balance monitoring.

MCP server for codebase indexing with Voyage AI embeddings and Qdrant vector storage

MCP server for enhanced Qdrant vector database functionality

Intelligent MCP server for optimal file context selection in LLM coding tasks

Simplified advanced memory engine - no tiers, just powerful semantic search with persistence

Official TypeScript/JavaScript SDK for Hashub Vector API - High-quality multilingual text embeddings with Turkish excellence

FrogiUI Model Context Protocol server for AI-powered component discovery with Claude

Model Context Protocol (MCP) server for seamless integration with Onyx AI knowledge bases

Official TypeScript/JavaScript SDK for EdgeVector - Edge-native multi-paradigm database with AI-first features

Official TypeScript/JavaScript SDK for EdgeVector - Edge-native multi-paradigm database with AI-first features

AI-powered code intelligence with semantic search and natural language querying

Find the best matching tools from UCL using intelligent semantic search. Get top 5 ranked tools with confidence scores and LLM-ready prompts for seamless AI agent integration.

AWS S3 Vectors integration for Mastra framework - the first cloud storage with native vector support at scale

AI Crystallization Engineering for Large Repositories - Transform massive repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization. Crystallization extracts meaningful context from any readable files.

OpenSearch AI-enhanced Backend Plugin for Backstage

智能代码分析工具 - 支持语义搜索、调用链分析和代码结构可视化，对大模型/AI agent 友好

AI-powered Mongoose plugin for intelligent document processing with auto-summarization, semantic search, MongoDB Vector Search, and function calling

A Model Context Protocol (MCP) server that provides semantic search capabilities across files. This server watches specified directories and creates vector embeddings of file contents, enabling semantic search across your documents.

A code context tool with vector search and real-time monitoring, with optional Git integration.

Integração n8n com deep-searcher para busca semântica e integração LLM

MCP adapter for connecting AI clients (Cursor, Claude Desktop) to PromptHub server with advanced semantic search and natural language understanding

RAG (Retrieval Augmented Generation) library for MongoDB Vector Search

Fast, type-safe utilities for vector embedding comparison and search.

A Model Context Protocol (MCP) server that provides semantic search capabilities across files. This server watches specified directories and creates vector embeddings of file contents, enabling semantic search across your documents.

Complete Azure AI Search MCP server with vector search, semantic search, and document management

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n8n community node for Zilliz vector database with full RAG support

🏠 Teach AI to understand natural language like a patient tutor. Advanced embedding-based function calling with semantic understanding, confidence scoring, and natural language parameter extraction.

MCP Rag search of the customer related informations

Private MCP Server for semantic knowledge graph with persistent memory

Code-aware knowledge management CLI with MCP server capabilities

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

Knowz CLI - Personal Knowledge Management System with AI-powered semantic search

Enhanced vector database with HNSW indexing, WAL, error recovery, and production-ready features. Based on Vectra by Steven Ickman.

Advanced Graph RAG MCP Server with sophisticated graph structures, operators, and agentic capabilities for AI agents

MCP server for Milvus vector database with semantic and full-text search capabilities

MCP Server for Personal Brain API - provides semantic search and archival capabilities for documents and chat sessions

Intelligent semantic search plugin for Strapi 5 powered by OpenAI embeddings. Automatically generates embeddings for your content and provides powerful semantic search capabilities.

High-performance Node.js client for Antarys vector database with HTTP/2, connection pooling, and intelligent caching

An MCP server that scrapes websites, indexes content into Qdrant, and provides a query tool.

A Model Context Protocol server that helps generate queries using semantic search over training examples

Needle AI n8n nodes

MemFlow MCP - A Model Context Protocol server for seamless memory management with intelligent search

Advanced Graph RAG MCP Server with file location identification, graph processing, and result summarization capabilities

A file management system for node.js application making managements of files easier, all in one code, you can delete, move, etc, files all in one code, making ability to manage a system eg a application requiring transfering of files in folders easier

AImemoCards MCP Server - Natural language-driven card organization workflow

Model Context Protocol (MCP) server for Knowz - AI-powered knowledge management

Advanced Graph RAG MCP Server with sophisticated graph structures, operators, and agentic capabilities for AI agents

Turn your AI assistant into a codebase expert. Intelligent code analysis, semantic search, and software engineering guidance through MCP integration.

MCP server for PostgreSQL with pgvector semantic search capabilities

Lightweight In-Memory Vector Database for Fast Similarity Search

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

TypeScript wrapper for Cased Kit CLI

EXA Search MCP server for semantic web search

🔍 A local semantic caching library for Node.js.

TypeScript SDK for integrating LiquidMetal's Raindrop API with popular frameworks and tools

MCP server proxy for Embark code search

React Hook for [`indexed-vector-store`](https://github.com/danielivanovz/indexed-vector-store) package. Used for [demo](https://github.com/danielivanovz/indexed-vector-store-demo) and deployed at my [website](https://app.danielivanov.me/vector-database/).

MCP server for integrating Kagi search API with LLMs

Model Context Protocol (MCP) server for seamless integration with Onyx AI knowledge bases

LibSQL-based persistent memory tool for MCP

Model Context Protocol server with TypeScript for jailbreak detection tools

An MCP server providing a persistent key-value memory store with semantic search for your agents

Official JavaScript client for VectorHook search-as-a-service platform

Model Context Protocol server for local vector search

Model Context Protocol (MCP) server for seamless integration with Onyx AI knowledge bases

Model Context Protocol (MCP) server for seamless integration with Onyx AI knowledge bases

MCP server for semantic codebase search using Transformers.js

Chatosaurus is an AI assistant plugin for Docusaurus that brings your docs to life with conversational search. Powered by retrieval-augmented generation, it lets users interact with your documentation like they're chatting with a brainy, violet-scaled dev

Ultra-lightweight semantic embeddings for event graphs. Browser-first with swappable providers.

A production-ready Model Context Protocol (MCP) server for semantic memory management

🍎 MCP server for semantic search through Apple developer documentation, WWDC transcripts, and code examples. 16K+ documents indexed for AI agents.

AI Memory Management MCP Server - Intelligent context storage with response size limiting and pagination

Easy-to-use semantic search plugin for Supabase with automatic embedding generation and vector similarity search

Find the best matching tools from UCL using semantic search. Get top 5 ranked tools with confidence scores and LLM-ready prompts for AI agent integration.

Modern JavaScript-first RAG framework with contextual embeddings, professional CLI, and one-command deployment

n8n community node for Cloudflare Vectorize vector database integration, featuring vector operations (insert/upsert/query), index management, metadata filtering, namespace support, and full AI Agent compatibility for semantic search and RAG implementation