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AI Chat Application with RAG and MCP Servers

garrardkitchen

An .NET Aspire AI chat application that demonstrates how to chat with custom data (RAG - Event Driven) and context extensions (MCP Server) using an AI language model. .NET Aspire, RAG, Qdrant and MCP Server returning GitLab Groups based on search pattern

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ReyxGPT: Minecraft Server Management Agent

ChrisMethsillo

Minecraft server manager using the Model Context Protocol.

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MemGPT Sample

gm2552

A simple, abridged MemGPT agent written in Spring Boot. Includes a running as a REST API or MCP server. Also includes a simple ChatBot App to interact with the agent.

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Perplexity MCP Server

MCP-Mirror

Mirror of

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SM

Skill Mcp Server

ephemeraldew

Skill MCP Server is a standard [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server that bridges Claude Skills to any AI agent that supports MCP.

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🚀 Uptime Agent MCP Server

AVIMBU

Connect your Uptime Agent monitoring system directly to AI assistants like Claude through the Model Context Protocol (MCP).

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Social MCP: Multi-Agent Social Media Automation

kitadmin01

Socail MCP Server

AI & Agents
AD

Agent Dispatch

ginkida

Let Claude Code agents delegate tasks to agents in other project directories, with parallel dispatch, sessions and async jobs.

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Claude Desktop API Integration via MCP

ptitiwat2543

AI & Agents

MCP with Langchain Sample Setup

TaQuangTu

Sample MCP Server & Client setup, compatible with LangChain

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Time Conversion Assistant

shridharMe

mcp server with amazon bedrock agent

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Gemini Image Mcp Server

rocksun

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R

Reprise

tepesama

Reprise un-flattens a finished, flat AI design (ChatGPT/Midjourney/Claude) back into editable layers and rebuilds it bit-perfect — it returns a fidelity score (MAE 0.00 / 0 stray px) so you can verify, not just trust. Reproducing runs locally and free; remix one design into N on-

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Mcp Android Agent Python

nim444

This project provides an **MCP (Model Context Protocol)** server for automating Android devices using [uiautomator2](https://github.com/openatx/uiautomator2). It's designed to be easily plugged into AI agents like GitHub Copilot Chat, Claude, or Open Interpreter to control Androi

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Oi

carhaix

One shared AI setup for your team. Stop losing prompts in chats and docs. Save one shared setup, tailor it for your team, and use it across ChatGPT, Codex, Claude, Figma, and more.

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Onsense

hufirst

Turn your Android phone into a camera & sensor source for PC AI agents — a local MCP bridge for Claude, Codex & more. No cloud, no ADB.

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OC

Osha Compliance Assistant

contextkits

Check workplace safety compliance against OSHA General Industry standards (29 CFR 1910) with cited regulation sections and corrective actions.

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BL

Becomer: LLM-agnostic persistent memory API. Store and recall memories across GPT, Claude, Gemini, or any model — zero tokens per recall.

Becomer-net

BECOMER gives any LLM persistent memory across sessions — without spending a single token on retrieval.

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Careerproof

dontellu77

Career and workforce intelligence built on a deep HR ontology — skill taxonomies, role definitions and responsibilities, compensation and incentive structures, learning and development pathways, sourcing strategies, and role/skill evolution mapping. This structured foundation, co

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llm-experimentations

mborne

[DOC] Some experimentations with ChatGPT and IGNF APIs (french)

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mock-assistant-mcp-server

ogulcanarbc

mcp server assistant for mock data

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DM

DataDoe MCP

Deltologic

Hosted Amazon Seller and Vendor MCP server. Live SP-API and Amazon Ads API data for AI agents — orders, sales, ads, inventory, listings, brand analytics. Works with Claude, ChatGPT, Cursor, Codex, Gemini, GitHub Copilot and any HTTP Streamable MCP client.

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SwarmUI_MCP_Agent

MathewTomberlin

A simple prototype SwarmUI MCP server with accompanying local LangChain Ollama agent

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SpatialGrid MCP Chat Interface

imabhi123

AI & Agents

ResolveMesh Compatibility Intelligence

mo-sharif

Hosted ResolveMesh compatibility MCP server - read-only, source-backed compatibility lookups for AI agents

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Taisly Agent

taisly

Taisly Agent is an MCP server, CLI, SDK, and agent skill for publishing short-form videos to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. It helps AI agents and automation workflows validate connected social accounts, create video posts, and check publ

AI & Agents
CA

Conclave Ai Agent Arena

lddj1980

Competitive arena for AI agents via MCP. Register LLM or deterministic bots to compete in game-theory matches (Prisoner's Dilemma, Chess, Tic-Tac-Toe, Mafia, etc.) with ELO rankings, replays, and public leaderboards.

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LLM Wrapper MCP Server

matdev83

Allow any MCP-capable LLM agent to communicate with or delegate tasks to any other LLM available through the OpenRouter.ai API.

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flatten-mcp

shayaShav

An MCP server that flattens Claude Code sessions — keeping every prompt and event verbatim while reclaiming context tokens, so you resume the exact same raw conversation at a lower token count instead of compacting it into a lossy summary. It moves bulky tool output (large file r

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claudestat — Claude Code & OpenCode usage tracker with MCP

DeibyGS

Local daemon that tracks Claude Code and OpenCode sessions in real-time. Exposes an MCP server so Claude can query its own usage mid-session: quota status, session cost, top tools, weekly insights, burn rate, and model breakdown. No cloud, no accounts — everythin stays on disk.

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Pydantic MCP Agent with Chainlit

RyanNg1403

This repo makes use of MCP servers to seamlessly integrate multiple tools for the agent.

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Claude Code Development Environment Setup

hemant-zangoh

Complete development environment setup for Claude Code with MCP servers, dev containers, and long-running job capabilities

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CalendarMCP

Full-Vibe

Hosted Google Calendar MCP server. Connect any AI agent to Google Calendar in about two minutes. No self-hosting, no Docker, no credentials.json. 10 tools including batch update, multi-account-one-key, and Google Advanced Protection support. Works with Claude Desktop, Claude Code

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L

Linewhiz

Kinzen-dev

AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, push messages, check analytics, manage rich menus — all through natural language via Claude, ChatGPT, or Cursor.

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P

Proximo

john-broadway

The Proxmox MCP you can hand the keys — VE + Backup Server + Mail Gateway on one audited trust core (plan, prove, undo, diagnose). 325 tools, MCP + A2A.

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mcp-agent-tool-adapter

serkanyasr

Transforms MCP tools into collaborative, reasoning agents using modern agent frameworks.

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MCP-Mem0: Your Gateway to Long-Term Agent Memory 🚀

yellnuts

MCP server for long term agent memory with Mem0. Also useful as a template to get you started building your own MCP server with Python!

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Claude 拡張機能設定ツール

MCP-Mirror

Mirror of

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Custom MCP (Model Context Protocol) with ChatGPT AI Template

Wriath18

A Model Context Protocol (MCP Server) created from scratch

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SM

Skillsindex Mcp

thomasblc

Search, score, and submit 11,000+ AI agent tools from the SkillsIndex directory. Access MCP servers, Claude skills, GPT actions with security scoring (0–5), GitHub freshness, and honest picks.

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systemprompt-agent-server

Ejb503

The core MCP extension for Systemprompt MCP multimodal client

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Flex MCP Agent

MahithChigurupati

Flex MCP Agent is an AI-powered agent designed to interface with MCP servers to process and resolve user queries. Simply configure it with MCP servers, and watch it scale effortlessly—no limits, no bottlenecks.

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妙问

zhayujie

AI & Agents

ChatGPT Memory MCP Server

NamanSharma5

Since ChatGPT has memory it becomes a valuable data source for other models; facilitating a shared memory outside of a single model provider

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LocalMind

timosur

LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP Servers out there.

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hello-claude-mcp-server-nodejs

giehlman

Follows asap

AI & Agents
VS

Vublox Sports

Vublox

Live football scores, match summaries, and fan clip links — no API key required

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🧠 Agente de Reportes — ComaPOS | n8n + MCP Server/Client

aleosorio22

Este repositorio contiene un agente inteligente construido en n8n que utiliza la arquitectura MCP Server y MCP Client para generar, automatizar y entregar reportes del sistema de punto de venta ComaPOS.

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🤖 Claude-Compatible MCP Server Setup

bhupender-kaushal

A demo using MCP servers.

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Google Workspace MCP Server

KaranThink41

This is G_chat Mcp server written in Ts contain various tools fetch to post.

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FeedNest

feednest-app

ChatGPT searches the internet. Perplexity crawls billions of pages. When you ask about your industry, your interests, your world, they give you everything except what matters.

AI & Agents
AB

Agent Broker

basilalshukaili

13 MCP tools to find, message, and book appointments at small businesses worldwide.

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OpenAI Complete MCP Server

aiamblichus

MCP server for OpenAI text completion

AI & Agents
FF

Flaim - Fantasy Sports AI Connector

jdguggs10

Connect ESPN & Yahoo fantasy leagues to AI assistants via MCP. Read-only tools for rosters, standings, matchups, free agents, and league info across football and baseball. Works with Claude, ChatGPT, and Gemini.

AI & Agents

MCP Server For Garak LLM Vulnerability Scanner

EdenYavin

MCP Server for using Garak LLM vulnerability scanner

AI & Agents

Web-Scraping-Agent-with-N8N-and-MCP-Server

NarviAdil

Web Scraping Agent with N8N and MCP Server

AI & Agents
AE

Agent Exchange

gtdfg6wgg8-ui

Pay-per-call x402 data APIs for AI agents, exposed over MCP. Multi-source web search (Hacker News + GitHub + Stack Overflow + Wikipedia in one call), multi-chain on-chain reads (balance, gas, tx across Base/Ethereum/Optimism/Arbitrum/Polygon), token rug-check, live DEX data, and

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Autoyield

kaditang

Non-custodial RWA + yield service for AI agents on Solana. Compare yields,

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Objective: create an MCP server which allows an agent to swap on SaucerSwap

jaycoolh

AI & Agents
AS

Ai Skill Store

garasegae

Agent-first skill marketplace MCP server. AI agents discover, install, and share reusable skills across 7 platforms (Claude, Cursor, Windsurf, Cline, VSCode, Copilot, OpenAI) via MCP protocol. 15 tools including skill search, download, upload, and agent discovery.

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Frequently asked questions

Common questions about MCP servers, tools, and integrations

1

What is an MCP server?

An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.

2

How do I install an MCP server?

Every server's detail page includes ready-to-paste config snippets for Claude Desktop, Cursor, VS Code, and other common clients — most installs take just a couple of minutes.

3

Are MCP servers free to use?

Most servers listed here are free and open source. Some wrap third-party APIs (cloud services, paid data providers, etc.) that require your own API key or subscription.

4

What is the difference between local and remote MCP servers?

A local MCP server runs on your device and usually connects over stdio, giving you more direct control over data but requiring a runtime and installation. A remote MCP server is hosted by a provider and connects over HTTP, making setup easier while adding network and provider availability dependencies.

5

Which AI clients can connect to MCP servers?

Claude Desktop, Claude Code, Cursor, VS Code, Codex, and other AI clients that support the Model Context Protocol can connect to MCP servers. Configuration formats and supported transports vary by client.

6

How can I evaluate whether an MCP server is safe and reliable?

Review the source repository, maintenance activity, dependencies, requested permissions, and data-handling documentation before installation, and prefer official or trusted maintainers. Use least-privilege credentials for sensitive access such as files, databases, shells, and production systems.