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Spring AI MCP Weather Server Sample with WebMVC Starter
# Spring AI MCP Weather Server Sample with WebMVC Starter This sample project demonstrates how to create an MCP server using the Spring AI MCP Server Boot…
Spring Application Advisor
Integrates with Spring Application Advisor to provide insights and recommendations for optimizing Spring applications in Cloud Foundry environments.
MCP Server NestJS Module Library
# MCP Server NestJS Module Library <!-- omit in toc --> [](https://www.npmjs.com/package/@nestjs-…
AI Sticky Notes
# AI Sticky Notes AI Sticky Notes is a lightweight, AI-powered note-taking application built using the MCP framework. It allows you to add, read, and summarize…
Context Portal MCP (ConPort)
A server for managing structured project context using SQLite, with support for vector embeddings for semantic search and Retrieval Augmented Generation (RAG).
Minima
Search and retrieve context from local files for RAG.
LlamaIndex Documentation
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
CodeCompass
CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates…
HR Policy Chatbot
Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF…
Spoken
Podcast transcript API — turn any published podcast into clean Markdown with real speaker names. Built for AI agents.
Engram
Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native…
GroundX RAG
Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to…
BerryRAG
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
MCP-RAGNAR
A local MCP server implementing Retrieval-Augmented Generation (RAG) with sentence window retrieval and support for multiple file types.
Ethora MCP CLI
Chat & messaging SDK and cloud platform for your apps. Supports AI agents and RAG bots.
DHTMLX MCP Server
The DHTMLX MCP server provides real-time access to official docs and a smart RAG.
Universal Poison Armor
An open-source MCP security firewall that intercepts prompt injections, sybil attacks, and adversarial RAG data poisoning before it reaches the LLM.
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…
S3 Documentation MCP Server
A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored…
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
Fast.io
AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
PinRAG
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…