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Advanced Documentation Monitoring & RAG Server for AI Agents

Restate lets you easily build reliable applications that work consistently in production. Restate's capabilities and programming model work very well for implementing agentic workflows. Move beyond fragile demos by giving your agents innate resiliencepersistent memory, fault-tolerant tool/LLM calls, and robust handling of long-running tasks. Focus on your agent's intelligence, not the infrastructure complexity tax.

GreeumMCP is a Model Context Protocol (MCP) server implementation for the Greeum Memory Engine. It enables seamless integration of Greeum's powerful memory capabilities with Large Language Models (LLMs) that support the MCP standard, such as Claude.

The Ultimate Bridge Between Your Codebase, LLMs, and Implementation

A Model Context Protocol (MCP) server providing structured access to YouTube data for AI assistants and applications. It lets AI systems interact with YouTube content through a standardized interface. The server offers tools for searching videos, retrieving channel information, accessing transcripts, and analyzing comments.

An MCP (Model-Context-Protocol) server for transcribing MP3 audio files using the AssemblyAI API. This server provides command-line and Docker-based tools to transcribe audio. this application can be use by Podcasters, Content Creator, Educators and Business Teams making thier task more easier.

Welcome to the Registry repository! This project aims to provide a robust, community-driven registry service tailored for Model Context Protocol (MCP) servers. Here, you can find everything you need to get started with MCP, contribute to the project, or simply explore the possibilities.

Demucs Web MCP (Model Context Protocol) WebJSON-RPC 2.0MCPClaude DesktopCursorMCP

MCP-CodeAPIAIAPI

This repository contains a collection of MCP servers that are useful for AI Coding Assistants.

Create AI generated memes using MCP Meme Sticky. Can converted generated memes into stickers for Telegram or WhatsApp (WA coming soon). no APIs required .

DocuMentor is an open-source AI Agent that answers questions from PDFs and JPGs using Retrieval-Augmented Generation (RAG). It supports real-time, document-grounded responses by coordinating modular tools through a unified interface, including OCR, vector search, and large language models (LLMs). Built with MCP (Model Context Protocol) compatibility, it is designed for seamless LLM integration and scalable deployment.

A ghostly macOS utility that haunts your screen, capturing spectral snapshots and peering into windows with supernatural AI vision.

A Kotlin implementation of the Model Context Protocol (MCP) server for task management, providing AI assistants with a structured way to interact with task management data.

This repository provides an auto-generated MCP server for the Open Bus Stride API, exposing all endpoints as MCP tools for use with LLMs and agent-based workflows.

STUDY for MCP server, A2A, Generative AI

This project demonstrates an end-to-end Model Context Protocol (MCP) sentiment analysis tool using Gradio and TextBlob, deployable to Hugging Face Spaces.

Bu proje, eitli Trk hukuk kaynaklarna (Yargtay, Dantay, Emsal Kararlar, Uyumazlk Mahkemesi ve Anayasa Mahkemesi - Norm Denetimi ile Bireysel Bavuru Kararlar) eriimi kolaylatran bir FastMCP sunucusu oluturur. Bu sayede, bu kaynaklardan veri arama ve belge getirme ilemleri, Model Context Protocol (MCP) destekleyen LLM (Byk Dil Modeli) uygulamalar (rnein Claude Desktop) ve dier istemciler tarafndan ara (tool) olarak kullanlabilir hale gelir.

A universal MCP memory server with local AI processing for sharing memories across Claude Desktop, Windsurf, and other MCP clients

An MCP server for searching, discovering, and purchasing products through AI assistants like Claude or Cursor.

A Model Context Protocol (MCP) server implementation for Voispark, enabling advanced AI-powered voice and language capabilities. This server allows interaction with Voispark services for tasks such as speech analysis, speech synthesis, and more.

This extension provides a Model Context Server for Firecrawl, for use with the Zed AI Agent.

AntBot-MCP-Server Model Context Protocol (MCP) TypeScript , AI RPA AntBot . MCP MCP , .

This is a Model Context Protocol (MCP) server that allows dispatching of tasks to sub-agent (like Claude Code, Q or Aider)

Welcome to the Node Code Sandbox MCP! This repository provides a secure Node.js execution environment tailored for AI applications. It allows coding agents and large language models (LLMs) to run JavaScript dynamically, install NPM packages, and retrieve results. This functionality facilitates code generation, testing, and interactive assistance, all while adhering to the Model Control Protocol (MCP).

An AI-powered trading assistant platform for OpenAlgo, leveraging Machine Conversation Protocol (MCP) and Large Language Models to provide intelligent trading capabilities through a modern web interface.

A curated list of remote Model Context Protocol (MCP) Servers accessible via a simple URL endpoint.

The repo is based on Ultralytics and Model Context procotol of Python SDK Related Links:

Welcome to MCP Space, a no-code platform designed to help you build and deploy AI tools effortlessly using the Model Context Protocol (MCP). With MCP Space, you can create powerful AI agents through an intuitive chat interface, all without writing a single line of code. Once you have your AI agent ready, deploy it with just one click to Cloudflare Workers. This repository combines a Next.js frontend with a Google ADK backend to provide a seamless AI development experience.

Welcome to the Browserai Model Context Protocol (MCP) server, designed to enable LLMs, AI agents, and applications to access, discover, and extract web data in real-time. This server empowers MCP clientssuch as Claude Desktop, VS Code, Cursor, and WindSurfto seamlessly search the web, navigate websites, perform actions, and retrieve data efficiently, even from sites with anti-scraping measures.

A Model Context Protocol (MCP) server for Midaz that provides educational content, model information, and read-only API interactions for developer clients through their LLMs. The server runs locally on developer machines and connects to local Midaz backend services.

AI API MCP (Model Context Protocol)

KiCAD MCP is a Model Context Protocol (MCP) implementation that enables Large Language Models (LLMs) like Claude to directly interact with KiCAD for printed circuit board design. It creates a standardized communication bridge between AI assistants and the KiCAD PCB design software, allowing for natural language control of advanced PCB design operations.

Using Agentic AI and MCP server to give commands

Seamlessly integrate Wolfram Alpha into your chat applications.

A simple Model Control Protocol (MCP) server that allows LLMs to fetch weather data for US zipcodes using the Open-Meteo API.

A curated list of awesome Model Context Protocol (MCP) resources, tools, and server implementations.

This project is an MCP (Multi-Agent Conversation Protocol) Server for the given OpenAPI URL - https://api.apis.guru/v2/specs/amazonaws.com/sagemaker-edge/2020-09-23/openapi.json, auto-generated using AG2's MCP builder.

This project is an MCP (Multi-Agent Conversation Protocol) Server for the given OpenAPI URL - https://api.apis.guru/v2/specs/amazonaws.com/runtime.sagemaker/2017-05-13/openapi.json, auto-generated using AG2's MCP builder.

Building Agents with LLM structured generation (BAML), MCP Tools, and 12-Factor Agents principles

AI SpringAI Langchain4j Deepseek RAG MCP

Personal assistant integreting LLMRAG and MCP techniques.

O MCP E-commerce Load Server uma soluo integrada para descoberta, validao e cadastro de lojas de afiliados e seus produtos em um sistema de e-commerce. O sistema utiliza inteligncia artificial atravs do framework CrewAI para automatizar processos de pesquisa, validao e priorizao de dados.

This sample code demonstrates how to implement Model Context Protocol (MCP) clients and servers with Spring AI.

A powerful Model Context Protocol (MCP) server and CLI for generating well-researched blog articles using Perplexity for research and Claude 3.7 for writing.

A Model Context Protocol (MCP) server that allows AI agents to interact with the available features in Steve. The server implements a hybrid approach, using direct MongoDB queries for read operations and API calls for write operations.

Live2D Assistant Live2D AI Web/Electron Live2D AI LLMTTS MCP AI

A Model Context Protocol (MCP) server for document ingestion, chunking, semantic search, and note management.

Runtime access control layer for AI agents

A Model Context Protocol (MCP) server for Appsignal that allows AI assistants to fetch and analyze incident data.

Restate lets you easily build reliable applications that work consistently in production. Restate's capabilities and programming model work very well for implementing agentic workflows. Move beyond fragile demos by giving your agents innate resiliencepersistent memory, fault-tolerant tool/LLM calls, and robust handling of long-running tasks. Focus on your agent's intelligence, not the infrastructure complexity tax.

Advanced Documentation Monitoring & RAG Server for AI Agents

This is a Python implementation of a Model Context Protocol (MCP) server that integrates with Metabase API, allowing Large Language Models (LLMs) to interact with Metabase data and functionality.

This MCP server allows supported LLMs like Anthropic Claude, OpenAI GPT-4o, and more to use the BuildBear API via tool calls. The documented Sandbox API and Explorer API are implemented.

A simple MCP server for local documentation with RAG capabilities. This package provides a simple command to install and use the MCP server for Cursor and Claude that can take a list of folders as sources.