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Snippy - Code Snippet Management Service

🧩 Demo: Build AI-powered MCP Tools for GitHub Copilot using Azure Functions, OpenAI, AI Agents & Cosmos DB. Manages code snippets w/ vector search.

Employeemcpserver

Spring ai, mcp server, aws bedrock, pg vectore store. mcp using sync SSE transport.

React Icons MCP Server

Hugeicons MCP Server

Mirror of

Hugeicons MCP Server

MCP server that provides tools and resources for integrating Hugeicons into various platforms. It implements a Model Context Protocol (MCP) server that helps AI assistants provide accurate guidance fo

Vector GraphQL MCP Server

VectorCode

A code repository indexing tool to supercharge your LLM experience.

LanceDB Node.js Vector Search

LanceDB MCP Server nodejs

mcp-turso

🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases for LLMs. This server implements a two-level authentication system to handle both organization-level and databas

Vectorize MCP Server

Official Vectorize MCP Server

mcp-docs-reader

A lightweight MCP server that loads PDF files, extracts and chunks their text, builds a semantic vector index, and returns relevant passages to Claude or other AI agents for document-based question an

HubSpot MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to interact with HubSpot CRM data, providing built-in vector storage and caching mechanisms help overcome HubSpot API limitations while

MCP-RAG

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector

mcp-md-vector-search

A lightweight MCP server implementation that leverages PGLite and pgvector to perform efficient similarity searches on local Markdown documents using the Model Context Protocol (MCP).

MCP Pinecone Vector Database Server

GraphRAG MCP Server

This is a MCP server I built to interact with my hybrid graph rag db.

Aleph-10: Vector Memory MCP Server

Vector Memory MCP Server - An MCP server with vector-based memory storage capabilities

YouTube MCP: AI-Powered Solution for Enhanced YouTube Experience 🚀

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic sear

YouTube MCP Server

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic sear

LanceDB

Qdrant Retrieve MCP Server

MCP server for semantic search with Qdrant vector database

MCP Memory Server

MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities

Vectorize

Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

Mcp Server Ragdocs

An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment their responses with relevant documentati