MCP vs Manual vs A2A Nginx Installation
# MCP vs Manual vs A2A Nginx Installation ## Introduction This project simulates three different approaches to setting up a server (e.g., Nginx): 1. A…
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Mcp Agentbay
# Wuying AgentBay MCP Server English | [中文](README_zh.md) [](https://opensource.org/licenses…
Mesh Agent MCP Server
# Mesh Agent MCP Server  A Model Context Protocol (MCP) server that…
Loki MCP Server
# Loki MCP Server A [Model Context Protocol (MCP)](https://github.com/modelcontextprotocol/mcp) server for Grafana Loki that provides AI agents with access to…
Integrating AI with Flutter: Creating AI Services with LlmServer and mcp_server
# Integrating AI with Flutter: Creating AI Services with LlmServer and mcp_server 
MCP GraphQL
# MCP GraphQL [](https://smithery.ai/server/@setyolegowo/mcp-server-graphql) ##…
MCP Easy Installer
MCP easy installer is a robust mcp server with tools to search, install, configure, repair and uninstall MCP servers
Supavec MCP Server
# Supavec MCP Server A [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that enables AI assistants to fetch relevant embeddings and…
llm-mcp-server-template
llm-mcp-server-template is a template project for developing LLM-MCP (Model Context Protocol) servers. It demonstrates a simple number comparison server and…
MCP Server (mcp-tools)
# MCP Server (mcp-tools) This project contains a general MCP server designed to provide tools for AI agents, communicating via stdin/stdout using the Model…
🌐 Loominus MCP (Under Development)
# 🌐 Loominus MCP (Under Development) **Visual Node-Based Builder for Model Context Protocol (MCP) Servers & Agents.** ## 🔥 Why Loominus MCP? MCP tools and…
Crawl4ai Rag
<h1 align="center">Crawl4AI RAG MCP Server</h1> <p align="center"> <em>Web Crawling and RAG Capabilities for AI Agents and AI Coding Assistants</em> </p> A…
FastAPI MCP Server + LangChain Client Example
Example project demonstrating how to expose FastAPI endpoints as Model Context Protocol (MCP) tools using `fastapi-mcp`. Includes a basic LangChain agent…
Vertex AI MCP Server
[](https://mseep.ai/app/shariqriazz-vertex-ai-mcp-server)…
Contextual MCP Server
# Contextual MCP Server A Model Context Protocol (MCP) server that provides RAG (Retrieval-Augmented Generation) capabilities using Contextual AI. This server…
Demo MCP Server
Demo MCP Server is a demo blocklet that hosts an MCP (Model Context Protocol) server. It is a full-stack dapp application containing both server and client…
Sugra API MCP
Official MCP server for the Sugra API, giving AI agents source-attributed access to 1,500+ endpoints across 36 data domains from 160+ primary sources. Covers…
Google Agent Platform Docs
# mcp-google-agent-platform-docs MCP server providing Google AI platform documentation to AI agents. [
Jentic
# Jentic SDK & MCP Plugin [Beta] Jentic MCP empowers AI agent builders to discover and integrate external APIs and workflows rapidly—without writing or…
FastAPI-MCP
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…
Claude MCP Server
# 🧠 Meta-Optimized Hybrid Reasoning Framework **by Ryan Oates** **License: Dual — AGPLv3 + Peer Production License (PPL)** **Contact…
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
llm-mcp
llm-mcp is an LLM plugin that adds Model Context Protocol (MCP) support, enabling LLMs to use tools from any MCP server. It integrates with the LLM…