GroundX RAG
Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to…
Directory
Search MCP Servers
mcp-apple-notes
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Fully local on macOS.
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
agenticMCP_rag
agenticMCPrag is a Model Context Protocol server that implements Retrieval-Augmented Generation (RAG), enabling AI agents to retrieve and generate context from…
Scaffold
Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living…
Local Flow
A minimal, local, GPU-accelerated RAG server for document ingestion and querying.
Libragen
Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.
glc PromptGuard
An eight-layer, source-aware security gate that checks user prompts, RAG chunks, and tool outputs before they reach the main model or agent tool loop.
Swiftzilla
The only RAG API built for Apple Development. Give your AI instant access to 100,000+ pages of official docs, recipes, and evolution proposals.
DevRag
Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer…
nexo-brain
Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.
Webz.io News Search
Search global news using natural language. Webz.io News Search API returns the most relevant articles and content, with filters for source, country, language…
DalexorMI
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…
Qdrant DevContainer for File Embeddings
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…
docs-mcp-server MCP Server
# docs-mcp-server MCP Server A MCP server for fetching and searching 3rd party package documentation. ## ✨ Key Features - 🌐 **Versatile Scraping:** Fetch…
GCP Terraform MCP Server
# GCP Terraform MCP Server MCP server for Terraform on GCP best practices, infrastructure as code patterns, and security compliance with Checkov. ## Features -…
Omni Dev
# omni-dev [](https://crates.io/crates/omni-dev)…
Azure Functions ⚡️❤️ MCP Servers
Azure Functions ⚡️❤️ MCP Servers is a sample repository that demonstrates how to create Model Context Protocol (MCP) servers using Azure Functions and the…
🧪 Foundry MCP Playground
# 🧪 Foundry MCP Playground Welcome to **Foundry MCP Playground**, your streamlined dev environment for rapidly prototyping with **MCP Server that can interact…
Mcp client example
This is a sample CLI chat application for an AI assistant using the Anthropic API in conjunction with an MCP client and MCP server.
Aspire.MCP.Sample
Aspire.MCP.Sample is a sample project demonstrating a Model Context Protocol (MCP) server and client setup using Aspire, written in C#. It shows how to…
spring-ai-mcp-client
mcp client application that utilizes spring ai. it integrates with mcp protocol-supported servers to enable ai-powered chat interactions.
Building an AI-Powered MCP Server with Spring AI: Querying Product Data without APIs
This MCP server is built with Spring AI and Spring Boot to expose a Product table (with fields like name, code, quantity, and price) to AI assistants using the…
Telegram MCP Server
Telegram MCP Server is a Model Context Protocol (MCP) server that enables AI assistants like Claude Desktop to send Telegram messages. It provides a secure way…