JSPM

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

Universal Knowledge Protocol™ - World's first Triple Intelligence database unifying vector, graph, and document search in one API. 31 nouns × 40 verbs for infinite expressiveness.

🦛 CHONK your texts in TS with Chonkie!✨The no-nonsense lightweight and efficient chunking library.

Model Context Protocol (MCP) server for advanced GitHub repository analysis and code discovery. Provides AI assistants with powerful tools to search, analyze, and understand codebases across GitHub.

Advanced SQLite Memory Bank MCP v1.10.9 - HIGH PERFORMANCE AI AGENT MEMORY SYSTEM with 9 specialized tools + MCP Resources. REAL DATABASE ONLY - COMPLETELY SILENT NO JSON INTERFERENCE. Hierarchical ID system (T1.0.0, M1.1.0, P1.1.1), 7 status types, batch

SDK for API integration

Advanced codebase indexing and semantic search MCP server

Multi-agent LiteRAG MCP server for advanced code graph analysis

Give Claude perfect memory of all your conversations - Installation wizard for Python MCP server

Durandal MCP Server - Zero-config AI memory system for Claude Code. Persistent, searchable memory with automatic SQLite setup.

Dead simple RAG integration for React apps with OAuth authentication and custom scopes

MCP server proxy for Embark code search

AI-powered code search

LibSQL-based persistent memory tool for MCP

Postgres Memory+ node for n8n with schema support, thread management, and optimized semantic search

MCP server for code context with semantic search, AI analysis and summary

Advanced codebase indexing and semantic search MCP server

Semantic search and document parsing tools for the command line (Rust-backed, npm-distributed)

AINative ZeroDB MCP Server - 60 operations for vector search, quantum compression, NoSQL, files, events, RLHF, and persistent memory for AI agents with enterprise security. Production-ready MCP integration for Claude, Windsurf, and other AI assistants.

Semantic feature extraction and code integration using vector embeddings - language-agnostic CLI tool

Get relevant project context for AI agents to save 90% of tokens. Lightweight CLI tool for semantic search on project codebases.

SynVectorDB MCP server (stdio): query synthetic biology parts, semantic search, and stats from Cloudflare backend.

MCP server for searching Hex package documentation

Smart. Simple. Local. AI-powered semantic search in TypeScript using transformer embeddings. No cloud, no API keys — 100% offline.

n8n community nodes for Docutray OCR, document identification, and knowledge base search services

A complete Retrieval-Augmented Generation system using pgvector, LangChain, and LangGraph for Node.js applications with dynamic embedding and model providers - supports OpenAI, Anthropic, HuggingFace, Azure, Google AI, and more

MCP server providing AI agents with semantic search over React documentation

Production-ready MCP server for document ingestion and knowledge management with vector search. Supports PDF, DOCX, TXT, MD, CSV, JSON, HTML with ChromaDB and multiple embedding providers.

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

MCP server for ArXiv semantic search with paper discovery and category browsing

MCP server for web search and semantic page content retrieval with local caching

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

Ziri — AI code context CLI (per-repo stores, streaming embeddings, multi-repo registry)

Your code's cortex — intelligent AI assistant with multi-provider support, code analysis tools, and smart context. Think faster. Build smarter.

MCP server for semantic search using local Qdrant and Ollama (default) with support for OpenAI, Cohere, and Voyage AI

JavaScript/TypeScript SDK for Pixeltable API with embeddings and search

MemorAI Advanced MCP Server - CBD-Based High-Performance Vector Memory System with HTTP/SSE Support

Transform any GitHub repository into searchable vector embeddings. MCP server with smart indexing, voyage-context-3 embeddings, and semantic search for Claude/Cursor IDEs.

Autonomous AI agent for AWS CloudWatch log monitoring with semantic search, automated alerting, and beautiful TUI dashboard

MCP server for LLM Knowledge Graph - semantic memory for MCP clients with Graphistry visualization

Semantic code search MCP server with MongoDB Vector Search and Voyage AI embeddings. 8 powerful tools for AI assistants.

MCP Server para integração do sistema JSTEC RAG

Production-ready AI Assistant Server with vector search, conversation management, and real-time communication

JavaScript client for Hive Vectorizer - High-performance vector database

TypeScript client for Hive Vectorizer - High-performance vector database

RAG-based context injection SDK for OpenAI-compatible providers and Vercel AI SDK

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.

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

Semantic Web Memory for Intelligent Agents

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

Core vector search engine for code intelligence

MCP server for integrating Tavily search API with LLMs, providing web search, RAG context generation, and QnA capabilities

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

MCP tool for storing and searching memories with semantic search capabilities

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

RAG (Retrieval Augmented Generation) library for MongoDB Vector Search

Transform any GitHub repository into searchable vector embeddings. MCP server with smart indexing, voyage-context-3 embeddings, and semantic search for Claude/Cursor IDEs.

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

Dead simple RAG for Next.js with SQLite vector storage

🧠 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

Developer-friendly TypeScript client for the Catalyst RAG Server.

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

Local-first TypeScript retrieval engine for semantic search over static documents

Semantic vector search for Eddie documentation projects

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

MCP server for Vaadin documentation with document-based search and full document retrieval

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

React component library for AI-powered chat widgets with RAG knowledge base integration and real-time streaming

Private MCP Server for semantic knowledge graph with persistent memory

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.

Memory and task management MCP Server with Goal-Task-Memory architecture

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

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

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.

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

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

Production-ready TypeScript SDK for Vector Context DB - Multi-tenant vector database with AI pattern recognition

tool retriever for the ai-sdk lib

MCP server for enhanced Qdrant vector database functionality

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

N8N community node for Mem0 - intelligent memory layer for AI applications

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

MCP server for AI-powered knowledge management with semantic search, graph analysis, and automatic enrichment

Opichi Helios MCP Server - Comprehensive code analysis and semantic search for AI coding assistants

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

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

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

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.

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

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

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

n8n community node for Zilliz vector database with full RAG support

AIMem - Intelligent Memory Management MCP Server with Project-Aware Sessions, Performance Monitoring, and Advanced Context Storage

MCP server for LLMStore - Semantic document storage system with Supabase

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

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

JSON Source-of-Truth with hybrid retrieval (structured + vector + FTS) - Alpha Release

Central Nervous System MCP Server for Autonomous Multi-Agent Orchestration with free local embeddings

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

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

Upstash Search plugin for Strapi - Add AI-powered search to your Strapi content with zero configs

Opichi Helios MCP Server - Comprehensive code analysis and semantic search for AI coding assistants

> A lightweight, AI-powered npm package finder — directly from your terminal.

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

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

Enterprise-grade MCP Session Memory System - AI-powered conversation persistence with semantic search for Claude Desktop

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

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

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

MCP server for semantic codebase search using Transformers.js

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

CLI tool to process PDFs and create local vector databases using ChromaDB

🏠 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.

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

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

🚀 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

Model Context Protocol server with TypeScript for jailbreak detection tools

MCP server for PostgreSQL with pgvector semantic search capabilities

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

MCP server providing semantic search for free developer tools and services

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

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

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

AI Context Engineer: Intelligent MCP server that generates complete context packages for LLM coding tasks, with grep assistance and semantic understanding

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.

🔍 A local semantic caching library for Node.js.

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

Needle AI n8n nodes

MCP Rag search of the customer related informations

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

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

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

A Model Context Protocol (MCP) server that provides file search functionality using KDE's baloosearch tool. Allows AI assistants to search your files using natural language queries.

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

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

TypeScript wrapper for Cased Kit CLI

Lightweight In-Memory Vector Database for Fast Similarity Search

CLI tool for semantic code search and exploration

OpenSearch AI-enhanced Backend Plugin for Backstage

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.

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

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

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 codebase indexing with Voyage AI embeddings and Qdrant vector storage

JavaScript client for Memoria digital memory management

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.

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

EXA Search MCP server for semantic web search

Local sharded code search system with three-layer processing pipeline

AImemoCards MCP Server - Natural language-driven card organization workflow

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

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

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

MCP server for integrating Kagi search API with LLMs

智能文件知识图谱MCP服务器 - 通过AI驱动的语义搜索和关系发现，帮助您更好地理解和管理文件系统

LibSQL-based persistent memory tool for MCP

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

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

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

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

Code-aware knowledge management CLI with MCP server capabilities

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

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

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

MCP server proxy for Embark code search

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

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

Intelligent cross-platform memory system for AI assistants via MCP. Features smart chunking, deduplication, and semantic search across Claude, ChatGPT, and more.

Semantic code search for AI agents - Coming Soon

Integrate Azure AI Search into agentic workflows via MCP - semantic, hybrid, and text search capabilities

JavaScript/WASM MaxSim implementation for ColBERT and late-interaction retrieval - Browser and Node.js optimized with WASM+SIMD

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

TypeScript SDK for episodic and procedural memory for @lineAI assistant and agents

Collective Context - Semantic code search - Coming Soon

Collective Context JavaScript SDK - Coming Soon

SDK for API integration (Pure Cloud-First - Delta Chunking only)

Semantic search for static sites using libSQL/Turso with multi-provider embeddings

Model Context Protocol server for local vector search

Semantic code search - grep that understands what you're looking for. Find code by meaning, not just keywords. Powered by AI embeddings with tree-sitter AST parsing.

Collective Context core library - Coming Soon

High-performance vector database with sub-10ms similarity search

Collective Context CLI tool - Coming Soon

RAG (Retrieval-Augmented Generation) system for Moodle development with Claude Code CLI

Privacy-first AI chat and search library for websites. Add intelligent conversation and semantic search capabilities with local LLM processing.

SQLite vector search extension for Node.js - Cross-platform vector embeddings and similarity search