Model Context Protocol Resources & Guides
Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.
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Production-ready MCP integrations for AI applications
Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale
MCP AI Infra Real Time Agent
This project demonstrates a decoupled real-time agent architecture that connects LangGraph agents to remote tools served by custom MCP (Modular Command…
🔍 🤖 🌐 Ollama Chat with MCP
This app demonstrates use of MCP server and client in a local model chat via Ollama that incorporates web search via Serper.
Okareo
Simulate and evaluate voice & text agents from your editor. Generate synthetic-user "Drivers" from your codebase, run multi-turn simulations against your…
turva.dev
The public read-only MCP server for turva.dev, live at mcp.turva.dev/mcp. Published in the official MCP registry as dev.turva/turva-mcp.
Framesail AI
Official remote MCP server for Framesail AI. Create long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references…
HelloGrowth CRM MCP
HelloGrowth CRM MCP is an AI-powered CRM integration platform that enables secure AI access to CRM data, lead and customer management, deal tracking, task…
Crawleo Mcp Server
Crawleo MCP - Web Search & Crawl for AI Enable AI assistants to access real-time web data through native tool integration. Two Powerful Tools: web.search -…
JADX-MCP-SERVER (Part of Zin's Reverse Engineering MCP Suite)
JADX-MCP-SERVER is a standalone Python server that uses the Model Context Protocol (MCP) to connect LLMs like Claude with a modified version of jadx-gui (via…
MCP Agent Server
An innovative Model Context Protocol hub that seamlessly connects your client with intelligent agents, enabling powerful cross-platform communication across…
Wazuh MCP Server
AI-powered security operations for Wazuh SIEM—use any MCP-compatible client to ask security questions in plain English. Faster threat detection, incident…
GDB MCP Server
Multi Debugger MCP server that enables LLMs to interact with GDB and LLDB for binary debugging and analysis.
MindBridge MCP Server ⚡ The AI Router for Big Brain Moves
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API…
🔌 Itential - MCP Server
An MCP server that connects LLMs to the Itential Platform, enabling AI assistants to manage network automations, orchestrate workflows, monitor platform…
Ask m' AI
A scriptable and powerful UI-Chat-Application for chatting with most Gen-AI LLMs
Hydra MCP
Just a test project for an intermediate server between endpoints and Claude's MCP
🦅 Saqr-MCP
Saqr-MCP is a powerful Python application that implements the Model Context Protocol (MCP) to enable advanced AI assistant capabilities. It supports both local…
d365-agent-mcpserver-dotnet\n\nC#/.NET implementation of the MCP Server for the Dynamics 365 AI Agent.
.NET Core D365 MCP Server exposing Dynamics 365 tools. Uses .NET OData client.
mcp_prompt_mapper
Generates optimal Claude/OpenAI-ready prompts to build each part of the MCP server (resources, tools, prompts) from the input generated by `mcp_input_analyzer`.
Meshy Bottube Mcp
MCP server: prompt -> Meshy.ai 3D model -> Blender turntable -> BoTTube video. The BoTTube 3D-to-video pipeline for AI agents.
filamental-mcp
# filamental-mcp A local [Model Context Protocol](https://modelcontextprotocol.io/) server that connects AI assistants (Claude Desktop, Claude Code, etc.)…
Smart Bulb Control via MCP Server With Claude
This project creates an MCP server using Node.js and TypeScript to autonomously control a smart bulb via UDP communication. It integrates with AI interfaces…
Azure Mcp Servers
This directory showcases various Model Context Protocol (MCP) servers. These servers enable Large Language Models (LLMs) to securely access tools and data…