Categories

Current Category: llm

angular20-mcp

by maks-stupak

MCP server, resources & helpers for modern Angular 20 style-guide driven code

#angular#copilot+4

brightdata-mcp

by brightdata

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

#ai-agents#ai-integrations+16

mcp-use-ts

by mcp-use

🚀 mcp-use is a TypeScript library that makes it easy to connect LangChain.js-compatible LLMs with MCP servers. Build powerful, flexible AI agents with dynamic tool access and multi-server support.

#agent#langchain+7

llm_to_mcp_integration_engine

by Million19

The llm_to_mcp_integration_engine is a communication layer designed to enhance the reliability of interactions between LLMs and tools (like MCP servers or functions).

#agent#agent-memory+17

spotify-mcp-server

by mfteloglu

Spotify MCP server to connect to LLM agent

#claude#llm+4

mcp-tfl-journey

by alisonborba

🚇 MCP server for Transport for London journey data. AI-powered route planning with real-time alerts, disruptions & stop points. Built with Model Context Protocol for seamless AI integration.

#ai#artificial-intelligence+12

fastapi-mcp-template

by joonheeu

FastAPI + MCP 프로덕션 템플릿 - 현대적인 API 서버와 LLM 통합을 위한 완전한 개발 템플릿

#ai#api+12

mcp-prompt-optimizer

by Bubobot-Team

Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies

#ai#claude-desktop+7

agentic-mcp-example-ui

by ReinoutWW

A complete Model Context Protocol (MCP) demonstration featuring a Python FastMCP server with an add() tool, a FastAPI agent backend with OpenAI integration, and a beautiful React frontend with elegant glass morphism design.

#agentic-mcp#ai+7

runjs

by CharlieDigital

An MCP server that lets LLMs generate and execute JavaScript safely in an embedded .NET runtime sandbox using the Jint library.

#ai#llm+5

mcpdoc-daemon

by abn

Auto-reloading deamon for MCPDoc Server

#automation#container+9

modulex

by ModuleXAI

Ultimate MCP Server Management Platform with OAuth authentication, tool integrations, and enterprise-ready monitoring

#agents#ai+11

polymarket-mcp

by CarlosIbCu

Model Context Protocol server for Polymarket CLOB – FastAPI, Docker-ready, LLM-tool compatible

#ai#api+19

local-RAG-backend

by suwa-sh

This is the backend for a RAG system that runs on Docker Compose. It registers documents in a wide range of file formats, which can be searched using the MCP server.

#ai#changes-over-time+19

ollama-mcp-bridge

by jonigl

Bridge API service connecting Ollama with Model Context Protocol (MCP) servers

#ai#api+13

yamcpscanner

by deagle9055

# YAMCP: Yet Another MCP Security Scanner**YAMCP** is an open-source Python tool for scanning **Model Context Protocol (MCP)** servers for vulnerabilities. This tool combines passive and active checks to help secure your systems against emerging threats. 🛡️💻

#agentic#agentic-ai+11

deep-code-reasoning-mcp

by navabbx23

Deep Code Reasoning MCP Server combines Claude Code and Google's Gemini AI for advanced code analysis. This powerful tool enhances your coding workflow with seamless integration and efficient debugging. 🛠️💻

#ai#ai-tools+18

heimdall-mcp-server

by lcbcFoo

Your AI Coding Assistant's Long-Term Memory

#assistant-chat-bots#claude+7

ollama-mcp-bridge

by Reti0

Ollama MCP Bridge connects multiple Model Context Protocol servers with Ollama, allowing seamless access to various AI tools. This API service features a modular design and a FastAPI backend for efficient interactions. 🐙🌉

#ai#api+19

cocoa-py

by codellm-devkit

The official Python Implementation of the Code Context Agent and toolbox MCP Server

#codellm-devkit#mcp-server+4

mcp-server-webcrawl

by pragmar

MCP server tailored to connecting web crawler data and archives

#knowledgebase#llm+7

gpt2099.nu

by cablehead

a Nushell cross.stream extension to interact with LLMs and MCP servers

#anthropic#code-generation+8

adyen-mcp

by Adyen

Typescript library for integrating Adyen APIs via an MCP server

#adyen#lllm+6

MCP-Development-with-Rust

by RustSandbox

This comprehensive learning resource provides two complete tutorials for mastering Model Context Protocol (MCP) development with Rust. From beginner-friendly introductions to production-ready enterprise applications, these tutorials guide you through every aspect of building robust MCP servers.

#llm#llms+8

awsome_kali_MCPServers

by VERMAXVR

awsome kali MCPServers is a set of MCP servers tailored for Kali Linux, designed to empower AI Agents in reverse engineering and security testing. It offers flexible network analysis, target sniffing, traffic analysis, binary understanding, and automation, enhancing AI-driven workflows.

#agent#kali-linux+5

buttplug-mcp

by ConAcademy

Buttplug.io Model Context Protocol (MCP) Server

#buttplug#llm+4

pdf-reader-mcp

by hfrewreeft

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

#ai-agent#llm-tool+11

dbt-mcp

by dbt-labs

A MCP (Model Context Protocol) server for interacting with dbt.

#data-analytics#data-engineering+6

azure-community-mcp-servers

by manekinekko

This directory showcases various Model Context Protocol (MCP) servers. These servers enable Large Language Models (LLMs) to securely access tools and data sources from Microsoft Azure.

#ai#azure+6

generator

by context-hub

CTX: The missing link between your codebase and your LLM. Context as Code (CaC) tool with MCP server inside.

#context#instructions+8

nebulagraph-mcp-server

by nebula-contrib

Model Context Protocol Server for NebulaGraph 3.x

#agent#genai+5

mcp-todo-server

by mutker

Model Context Protocol (MCP) server for managing TODO.md and CHANGELOG.md files.

#changelog#llm+7

open-streetmap-mcp

by jagan-shanmugam

An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data.

#anthropic-claude#llm+5

MCP-Nest

by rekog-labs

A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.

#llm#llms+6

multi-llm-chat-app-vue-python

by yo-ban

This application provides a chat interface for interacting with multiple LLMs. It supports models from OpenAI, Anthropic, Google, xAI, and custom models via OpenRouter. Key features include text and image input processing, file text extraction, and integration with MCP servers for tool usage.

#chat-application#generative-ai+4

linear-mcp

by cosmix

A Model Context Protocol server for Linear.

#anthropic#linear+4

mcp

by ggoodman

MCP is a command-line tool and local UI for discovering, installing and managing Model Context Protocol servers.

#ai#llm+3

rag-mcp-pipeline-research

by dzikrisyairozi

A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

#llms#mcp-server+4

monkdb-mcp

by monkdbofficial

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+13

mcp-wikipedia

by danbunnell

A simple MCP Server in Python for working with Wikipedia topic content in a GenAI context

#generative-ai#llm+6

langgraph-mcp

by galaxyxyz5

LangGraph Agent that integrates with MCP servers

#agents#langgraph+4

espresso-mcp

by vs4vijay

A MCP Server for the Espresso Android Test Framework, designed to enhance testing capabilities and streamline development workflows.

#android#automation+8

monkdb-mcp

by manohar9694

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+12

symfony-mcp-server

by klapaudius

Add to your Symfony project a MCP Server and share ressources with you favorite LLMs

#ai#llms+8

Rini-API-client

by mori-mmmm

Client for Rini API Server

#chatbot#claude+7

skywalking-mcp

by apache

Apache SkyWalking MCP Server

#ai#apm+5

websearch-openapi-mcp

by Oaklight

Web Search OpenAPI/MCP server for Open-WebUI, Cherry-Studio etc, via Google and SearXNG

#docker#function-calling+10

deep-research-mcp

by pinkpixel-dev

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

#ai-tools#data-aggregation+19

Rini-API-server

by mori-mmmm

FastAPI로 구축된 다중 LLM(Gemini, OpenAI, Anthropic) 통합 API 게이트웨이: 키 관리, 세션, 메모리, 사용량 추적 지원.

#claude#gemini+6

dev-kit-mcp-server

by DanielAvdar

Agent development tool-kit

#llm-agents#mc+3

azure-fhir-mcp-server

by erikhoward

Azure AHDS FHIR MCP Server

#ai#azure+6

AARF-Agentic-AI-Request-Forgery

by efij

Agentic AI Request Forgery (AARF) – New vulnerability class exploiting planner ➝ memory ➝ plugin chaining in MCP Server, MAS, LangChain, and A2A agents. Red Team playbooks, threat models, OWASP Top 10 proposal.

#aarf#agent-to-agent+17

fred-mcp-server

by stefanoamorelli

Open-source Federal Reserve Economic Data MCP Server

#finance#genai+5

signallama

by fbarresi

lightweight and modern chat interface designed to work seamlessly with your own custom MCP servers

#llms#mcp+5

chatter

by sakalys

A hosted, model-agnostic (llm-agnostic) chat client (hosted on https://moopoint.io). Users can select their preferred LLM provider and models and use their own API keys. The platform also supports MCP (Model Context Protocol).

#llm#llm-agnostic+7

azure-container-apps-ai-mcp

by Azure-Samples

This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

#agents#azure+5

awesome-mcp-best-practices

by lirantal

Build Awesome MCPs with Awesome Best Practices for MCP Servers and MCP Clients

#awesome#awesome-list+8

openapi-mcp-generator

by abutbul

A Python tool that automatically converts OpenAPI(Swagger, ETAPI) compatible specifications into fully functional Model Context Protocol (MCP) servers. Generates Docker-ready implementations with support for SSE/IO communication protocols, authentication, and comprehensive error handling.

#etapi#llm+6

mcp-claude-hackernews-tj

by djhaos302

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

cookiecutter

by pyfunc

Cookiecutter Modular Project Template

#client#cookiecutter+14

vibeSafe-mcp

by vibeSafe

Security MCP server for agentic development. Powers real-time analysis, package scanning, and custom workflows.

#agentic-ai#agents+8

osmmcp

by estebamod

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

#anthropic-claude#ev-charging+11

mcp-server

by lambda-capture

🌐 MCP Server for Semantic Search of Macro Data for Quant Research AI Agents

#ai-agents#api+8

osmmcp

by NERVsystems

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

#anthropic-claude#ev-charging+12

calfire-gis-mcp-server

by devin2712

A Model Context Protocol (MCP) server that provides fire damage assessment context to AI models for property addresses in the Los Angeles region that were affected by the Eaton and Palisades fires in January 2025.

#anthropic#claude+10

mcp-claude-hackernews-9r

by ashishjaat60

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

mcp-server-vector-search

by miosomos

MCP Server to improve LLM context through vector search.

#knowledge-graph#llm+5

mcp-streamable-http

by invariantlabs-ai

A working example for Streamable HTTP transport based MCP server and client

#llm#mcp+6

confluence-mcp-server

by ennbou

MCP server designed for seamless integration with the Confluence

#ai#copilot+7

mcp-news-server

by rajeshdh

🧠 A clean MCP wrapper around the Hacker News API with OpenAPI support and LLM-ready contracts using Zod + TypeScript.

#ai-tools#api-wrapper+10

jenkins-mcp-server

by maskmotor7

Jenkins MCP Server is a powerful tool for managing Jenkins pipelines in a modular way. Join our community on GitHub to collaborate and enhance your CI/CD experience! 🚀🌟

#ai-agents#api-integration+19

bibble

by pinkpixel-dev

A CLI chatbot application and MCP (Model Context Protocol) Client. Supports MCP server configuration. Bibble provides a terminal-based interface for interacting with AI language models, featuring real-time streaming, chat history, and tool integration.

#ai#assistant+20

attio-mcp-server

by Arkel-ai

✨ Attio MCP Server

#ai#attio+5

aws-mcp-server

by WantedAlchemist

AWS MCP Server is a robust solution for managing cloud resources efficiently. 🌐 Join our community on GitHub to contribute and collaborate! 🚀

#application-security#aws+19

mcp-servers

by assagman

A collection of MCP servers and a CLI tool

#ai-llm-mcp#server+2

azure-mcp-server

by merxazsnde

Azure MCP Server is a robust platform designed for managing Azure resources efficiently. 🌐 Join our community and contribute to the project on GitHub! 🚀

#adls#agents+18

inception-core-server

by nbursa

Model–Context–Protocol (MCP) Server A modular, extensible Rust-based server providing short-term, long-term, and latent memory services, a chat endpoint backed by a BaseAgent + Sentience DSL, and seamless integration with ChromaDB and LLM services.

#agent-framework#ai-agents+15

node-code-sandbox-mcp

by mozicim

# 🐢🚀 Node.js Sandbox MCP ServerThis repository hosts a Node.js server that implements the Model Context Protocol (MCP) for running JavaScript in isolated Docker containers. It allows for on-the-fly npm dependency installation, making it easy to execute code safely and efficiently.

#ai-agent#code-execution+12

mcp-project

by coop-columb

Complete Model Context Protocol (MCP) implementation in Python with server, client, and CLI tools

#ai#anthropic+10

openapi-mcp

by jedisct1

Turn any API spec into AI-accessible tools instantly.

#ai-agent#api+10

notes-mcp

by PanseBossuSmecheru

# Notes MCPAn MCP server that connects with your Apple Notes on macOS. 📓 This tool allows you to manage your notes efficiently with simple commands. 🛠️

#ai#ai-notes+18

optuna-mcp

by optuna

The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.

#hyperparameter-optimization#llm+7

MCPGex

by PatzEdi

MCP server for finding, testing and refining regex patterns

#llm#mcp+5

deep-code-reasoning-mcp

by haasonsaas

A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI

#ai#ai-tools+21

mcp-star

by 7382019917

MCP Star is a curated collection of top-notch Model Context Protocol servers, showcasing the best implementations in the community. Join us on GitHub to explore, contribute, and enhance your MCP experience! 🌟💻

#agent#ai+18

Mcp-Android

by mahdizareeii

In this tutorial, you’ll learn how to build a LLM-powered chatbot client that connects to MCP servers.

#ai#llm+3

mcp-star

by yzfly

⭐ Curated collection of high-quality Model Context Protocol (MCP) servers

#ai#community+10

localMCP

by chtnnh

Local MCP Host - Use any LLM with any MCP Server

#llm#mcp+4

mcp-shell

by sonirico

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

#ai#bash+10

context-engine

by welf

MCP server that connects LLMs and AI agents with static code analysis tools (LSP and Tree-sitter)

#ai#ai-agents+11

AI_Agent_with_MCP

by vanthe9812

# AI_Agent_with_MCPThis project sets up a Model Context Protocol (MCP) server using Google's Agent Development Kit (ADK) to create intelligent agents that work together. 🤖 Explore the various agents designed for tasks like data analysis, web searches, and code generation. 🛠️

#a2a#agentic-framework+18

context7-http

by lrstanley

Context7 MCP Server (with HTTP SSE and Streamable)

#llm#mcp+6

openapi-mcp

by chugo-guano

openapi-mcp quickly converts your OpenAPI 3.x specifications into a robust MCP tool server. 🚀 With just a few commands, you can validate your API and start serving it efficiently. 🛠️

#api#api-specification+18

mcp-collection

by lumalisan

Custom Model Context Protocol (MCP) server implementations bridging LLMs to tools & APIs (Weather, Pokémon, etc.). Practical examples w/ Typescript.

#llms#mcp+4

AI_Agent_with_MCP

by zayedrais

MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture

#agent#agentic-ai+20

better-finder-mcp

by GitHamza0206

Replace Finder with an MCP server to search for your documents

#agent#ai+8

browserai-mcp

by brightdata-com

A powerful Model Context Protocol (MCP) server that provides an access to serverless browser for AI agents and apps

#ai-agent#ai-agents+7

ARIES

by Chieko-Seren

顺便一提，我们支持 RWKV | 「Intel 2025 人工智能创新大赛」🚀AutoOPS: Provide the chaos brought by language models to the operation and maintenance industry! 🏆使用 LLM 提供的动力实现全自动运维，支持 Windows Server/Linux/macOS/Cisco IOS，可进行全网自动管理，让我们颠覆运维行业！【RJ-45/SSH/Telnet/串口通信/自定义KG/服务器编排】

#agent#ai+11

penpot-mcp

by montevive

Penpot MCP server

#ai#api-integration+14

proteus-ai

by alishangtian

一个强大的、可扩展的多智能体工作流引擎，支持Multi-Agent系统、auto-workflow、MCP-SERVER接入等功能，支持多种工具和资源，提供智能代理和自动化服务执行。

#agent#llm+5

gnome-shell-extension-ai-assistant

by 2nv2u

Artificial intelligence LLM chat integration and MCP server exposing the shell environment

#ai#chatgpt+13

notification-mcp

by pinkpixel-dev

A Model Context Protocol server that allows AI agents to play a notification sound via a tool when a task is completed.

#agent#ai+12

llm-wrapper-mcp-server

by matdev83

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

#llm#llmops+10

f1analisys-mcp

by Maxbleu

MCP server for F1 Analysis API with error handling

#api#llm+3

glyph

by benmyles

🔮 glyph – mcp server to map your codebase with symbol outlines

#ai#ast+9

mcp-claude-hackernews-qeo

by margetjamesbond240

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

llm-tools-mcp

by VirtusLab

Connect to MCP servers right from your shell. Plugin for simonw/llm.

#ai#claude+10

mockloop-mcp

by MockLoop

Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized for AI development workflows with comprehensive testing insights and automated analysis.

#ai#api+15

mcp_docker_python_interpreter

by beatwad

MCP server for interaction with python interpreter and file system inside Docker container.

#ai#llm+5

mcp-server-for-db

by devsenweb

A lightweight, extensible MCP server for translating natural language into safe, schema-aware SQL queries using local or remote LLMs. Built on FastMCP and compatible with any SQLAlchemy-supported database.

#database#llm+5

py-mcp-server-explorer-notebook

by messeb

🧪 Explore and test MCP servers with fastmcp and FastAgent. List tools, invoke APIs, and augment LLMs with real-time capabilities using OpenAI, Claude, and Brave Search.

#ai-workbench#brave-search+11

mermaider

by vtomilin

MCP server to efficiently check all Mermaid diagram types for syntax errors

#ai#llm-mcp+4

mcp-chatbot

by manaswini1869

A composable, LLM-powered chatbot built using the Model Context Protocol (MCP) to integrate tools, resources, and prompt templates from multiple servers. Designed for experimentation, interoperability, and modular AI agent development.

#ai-agent#artificial-intelligence+10

MCP-Ollama-Client

by Nagharjun17

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

#ai-agents#chat-interface+9

aws-geocode-mcp

by Kanahiro

MCP Server for Geocoding using Amazon Location Service

#amazon-location-service#aws+5

mcp-claude-hackernews

by virtuallord0fn

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

modulex

by suysoftware

Ultimate MCP Server Management Platform with OAuth authentication, tool integrations, and enterprise-ready monitoring

#agents#ai+11

twitter-mcp-server

by gkydev

A Unofficial Twitter MCP Server with cookie auth.

#ai#bot+6

mcp_servers

by carrickcheah

A curated collection of machine learning learning materials, including personal notes, code examples, and references from various sources. This repository serves as a comprehensive knowledge base covering ML concepts, implementations, and best practices gathered during my learning journey.

#llm#mcp+1

mockloop-mcp

by Asaduzzamanhimel

MockLoop MCP is a powerful tool that helps developers create mock API servers effortlessly. 🚀 With just a few commands, you can set up a testing environment that mimics your production API. 💻

#ai#api+15

mcp-sandbox

by danstarns

Turn any JavaScript module into a sandboxed MCP (Model Context Protocol) server with automatic reflection and type inference.

#ai-integration#ai-tools+13

ez-mcp

by intellectronica

The easiest path to getting an MCP server going

#ai#deno+9

gitlab-mcp-server

by retart123

GitLab MCP Server provides a streamlined way to manage your GitLab projects efficiently. 🚀 Join the community and contribute to enhancing collaboration on GitHub! 🌟

#ai#ai-agents+19

gemini-mcp-server

by bigmasterinternational

Gemini MCP Server enhances your development process by connecting Claude with Google's Gemini models for efficient code analysis and problem-solving. Collaborate seamlessly as Claude orchestrates tasks while leveraging Gemini's insights for improved outcomes. 🛠️💻

#ai-agents#ai-research+20

mcp-f1analisys

by Maxbleu

MCP server for F1 Analysis API

#ai#f1+6

penpot-mcp

by cale0b

Penpot MCP connects design workflows with AI, enhancing creativity and efficiency. This server leverages Model Context Protocol to integrate Claude AI and other LLMs into your Penpot projects. 🐙💻

#ai#api-integration+13

a2a4j

by a2ap

A2A4J is a comprehensive Java implementation of the Agent2Agent Protocol, including server, client, examples, and starters.

#a2a#a2a-protocol+5

pipelex-mcp

by Pipelex

MCP server to run Pipelex pipelines

#genai#llm+5

client

by mcpverse

A fully-typed Typescript abstraction for MCPVerse.org - An open playground where autonomous agents meet, trade ideas, and compete for attention

#agent#ai+9

livekit-mcp-client

by Redtius

A Package That Gives Your Livekit agents the ability To use Model Context Protocol Tools

#agents#ai+8

simplelocalize-mcp-server

by simplelocalize

Interact with the SimpleLocalize API using AI assistants like Github Copilot, Claude, or in AI-powered IDEs like Cursor AI.

#cursor-ai#i18n+7

mcp-claude-hackernews

by shield-collins

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

notification-mcp

by harunnn7774

<div align="center"> <img src="https://res.cloudinary.com/di7ctlowx/image/upload/v1748659972/notification-mcp-logo_ymwx1p.jpg" alt="Notification MCP Logo" width="200" height="200"/> # ✨ Notifications MCP Server ✨ This project provides a simple way to manage notifications in your applications. Connect and customize your notifications easily

#agent#ai-smartphone+19

mcp-servers

by LokiMCPUniverse

24 Enterprise MCP Servers for GenAI: AWS, Salesforce, HubSpot, Jenkins, Power BI + more. Production-ready AI agent integrations.

#ai-agents#api-integration+14

llms-mcp

by druellan

An MCP (Model Context Protocol) server that exposes the `llms.txt` file from your project root as a resource for AI context enhancement.

#claude-desktop#cline+6

facebook-ads-library-mcp

by Suman02154

# Facebook Ads Library MCP ServerThis server allows you to search Facebook's public ads library for any company or brand, analyze their ads, and gain insights into their strategies. Explore ad images, text, and video links to understand what works in their campaigns. 🛠️📊

#ai#analytics+13

recent-go-mcp

by tenkoh

MCP Server providing Go's updated features to support coding agents update their knowledge.

#go#golang+4

mcp-claude-hackernews

by ronda-10066

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

llmdotfiles-mcp

by druellan

An MCP (Model Context Protocol) server for scanning AI-related dotfiles and configuration files, and expose them to the agent tool.

#ai#ai-instructions+6

mcportfolio

by ebrandler

McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.

#algorithmic-trading#asset-allocation+22

Analysis-Alpaca-Researcher

by DeepKariaX

🦙 Production-ready MCP server for comprehensive research and analysis with web + academic search, content extraction, and optional React web interface

#academic-search#ai+18

awesome-mcp-servers

by geogeo182

# awesome-mcp-servers A curated list of excellent Model Context Protocol (MCP) servers. This repository showcases various servers that highlight MCP features and integrate with the TypeScript and Python MCP SDKs. 🛠️🌟

#aiagents#curated-list+18

cYBERsECmcp

by canstralian

This project implements a penetration testing and purple team AI-agent-driven server built with MCP and a Gradio UI frontend, designed to run as a Hugging Face Space.

#ai#cyber-security+8

facebook-ads-library-mcp

by trypeggy

MCP Server for Facebook ADs Library - Get instant answers from FB's ad library

#ai#analytics+15

tuui

by AI-QL

A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.

#agent#agentic-ai+11

brosh

by twardoch

MCP server and CLI tool for browser screenshots (using Playwright and Python)

#browser#browser-screenshot+10

mcp-ai-agent

by luuisotorres

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

#adk-python#ai-agent+16

open-web-agent-rs

by seemueller-io

mcp-server with embedded inference and genaiscript

#agent#axum+7

neurolink

by juspay

Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.

#ai#ai-development+11

mcp-foodguidecanada

by Aryan-Jhaveri

A MCP Server for Canada's Food Guide - To allow LLM's with preset webscraping tools to fetch recipes.

#llm#mcp+3

browserai-mcp

by brightdata

A powerful Model Context Protocol (MCP) server that provides an access to serverless browser for AI agents and apps

#ai-agent#ai-agents+7

lemonade

by lemonade-sdk

Local LLM Server with NPU Acceleration

#amd#llama+13

summon-app

by TrySummon

Postman for MCP servers

#agent#agents+4

mcp-server

by strands-agents

This MCP server provides documentation about Strands Agents to your GenAI tools, so you can use your favorite AI coding assistant to vibe-code Strands Agents.

#agentic#agentic-ai+18

turbular

by raeudigerRaeffi

A MCP server allowing LLM agents to easily connect and retrieve data from any database

#agents#api+11

cuendillar

by stdthoth

Cuendillar is an MCP server that builds upon Meteora's DLMM (Dynamic Liquid Market Maker) to provide a dynamic and sustainable liquidity layer for deFi on Solana.

#crypto#llm+3

scmcp

by scmcphub

An MCP server for scRNA-Seq analysis with natural language!

#agent#ai+6

mcp-context-forge

by IBM

A Model Context Protocol (MCP) Gateway. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE).

#agents#ai+24

mcp-server-file-search-tool

by RJTPP

A Model Context Protocol (MCP) server for searching file content with regex across various file types

#llm#mcp+4

pubnub-mcp-server

by pubnub

PubNub MCP Model Context Protocol Server for use in Cursor, Windsurf, Claude Desktop, Claude Code and OpenAI Codex and more!

#claude-code#curosr+8

google_workspace_mcp

by taylorwilsdon

Comprehensive, highly performant Google Workspace MCP Server with complete coverage for Calendar, Gmail, Docs, Sheets, Slides, Chat, Forms & Drive!

#ai#gmail+16

gemma-mcp

by monatis

MCP Client for Gemma-3

#function-calling#gemma+5

mcp-agent

by CeerDecy

MCP Agent is a framework that integrates MCP tools with LLM clients. It provides a structured way to build MCP tools using large language models, handling tool integration and client management while letting developers focus on business logic.

#llm#mcp+5

MCP_implementation

by joemathew2004

A practical implementation of the Model Context Protocol (MCP) with multiple specialized servers (key-value, calculator, weather) and LLM integration via Groq. Demonstrates how AI assistants can use external tools through a standardized protocol. Includes clients, documentation, and examples for learning and extending MCP capabilities.

#groq-cloud#llm+5

zettelkasten-mcp

by entanglr

A Zettelkasten Model Context Protocol (MCP) Server

#claude#knowledge-graph+8

rust-docs-mcp-server

by Govcraft

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

#ai#ai-safety+20

mcp-hub

by reddy-sh

MCP Hub is a comprehensive framework for building, managing, and deploying Model Context Protocol (MCP) clients and servers. It provides tools and configurations to enable seamless integration and execution of end-to-end MCP workflows.

#llm#llmapps+7

docs-mcp-server

by RohitKrish46

This is a lightweight, plug-and-play MCP server that empowers LLMs like Claude or GPT to dynamically search and retrieve up-to-date documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

#documentation-tool#llms+5

mcp

by Techiral

🚀 OpenClient- The CLI-Based Universal AI Application Connector! An open-source Model Context Protocol (MCP) implementation that turbocharges LLMs by context provisioning standardization. Quickly connect a server of your choice with our client to boost your AI capabilities. Ideal for developers creating next-generation AI applications!

#agent#ai+21

awesome-mcp-servers

by sanjay200630

A comprehensive collection of Model Context Protocol (MCP) servers

#aiagents#anthropic-claude+14

awsome_kali_MCPServers

by ccq1

#agent#kali-linux+7

mobile-mcp

by runablehq

A Model Context Protocol (MCP) server that provides mobile automation capabilities. This server enables LLMs to interact with mobile devices using structured UI dumps without needing to rely on screenshots or other visual inputs.

#adb#ai+10

mcp-scaffold

by tmcarmichael

*Under Development* Scaffold for testing and developing with MCP Client and Server

#llm#mcp+4

CereBro

by rob1997

A model-agnostic MCP Client-Server for .Net

#agent#ai+8

mcp-desktop

by http4k

http4k MCP Desktop Client

#llm#modelcontextprotocol+4

litemcp

by yanmxa

A minimal, lightweight client designed to simplify SDK adoption into MCP

#ai-agents#langchian+8

desktop4mistral

by hathibelagal-dev

A desktop client with MCP support for Mistral LLMs

#agentic-ai#artificial-intelligence+11

mcp-client

by spirita1204

implementation for interacting between an MCP server and an Ollama model

#llm#mcp+4

openai-mcp-example

by manekinekko

This project showcases how to use the MCP protocol with OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

#agents#llm+3

moling

by gojue

Moling is a computer-used MCP Server that implements system interaction through operating system APIs. It is a dependency-free local office automation assistant.

#agent#ai+6

rod-mcp

by go-rod

Model Context Protocol Server of Rod

#browser-automation#go-rod+10

grumpydev-mcp

by sinedied

Let the grumpy senior dev review your code with this MCP server

#genaiscript#generative-ai+6

nano-currency-mcp-server

by kilkelly

Send Nano currency from AI agents/LLMs

#agent#agents+16

mcp-typescribe

by yWorks

An MCP server implementation enabling LLMs to work with new APIs and frameworks

#api#llm+6

amazon-mcp

by Fewsats

Amazon MCP server to search & buy products using the L402

#ai-agents#aiagents+6

clickup-mcp-server

by taazkareem

ClickUp MCP Server - Integrate ClickUp task management with AI through Model Context Protocol

#ai#artificial-intelligence+15

qweather-mcp-server

by la3rence

An example MCP Server for QWeather; 和风天气 MCP Server

#llm#mcp+3

MCP-SqlServer

by RodrigoPAml

A MCP Server implementation in C# for LLM integration with SQL Server tested with Claude Desktop

#llm#mcp-server+4

perplexity-mcp-server

by cyanheads

A Perplexity API Model Context Protocol (MCP) server that unlocks Perplexity's search-augmented AI capabilities for LLM agents. Features robust error handling, secure input validation, and transparent reasoning with the showThinking parameter. Built with type safety, modular architecture, and production-ready utilities.

#llm-agent#mcp+7

mcp-web-101

by opestro

An interactive web tutorial for learning how to build MCP (Model Context Protocol) servers. This educational website provides step-by-step guidance for implementing and understanding MCP servers.

#ai#ia+5

anthropic-prompt-mcp

by mystique920

MCP-Server to query the experimental Anthropic Prompt Tools API

#ai#antropic+7

MatlabMCP

by jigarbhoye04

MATLAB MCP server to run MATLAB code from LLM via the MATLAB Engine API.

#claude#llm+5

mcp-telegram

by dryeab

MCP Server for Telegram

#claude#llm+3

pdf-reader-mcp

by sylphlab

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

#ai-agent#llm-tool+10

mcp-server-graphql

by setyolegowo

#ai#graphql+4

MCP-ChatBot

by muralianand12345

Simple MCP Client-Server example

#chatbot#fastmcp+7

cursor-rust-tools

by terhechte

A MCP server to allow the LLM in Cursor to access Rust Analyzer, Crate Docs and Cargo Commands.

#cursor#developer-tools+7

reddit-mcp

by andi-ellison-sec

An MCP server that lets you interact with Reddit discussions without the need for an API key from an external service.

#agentic-ai#agents+7

mindbridge-mcp

by pinkpixel-dev

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. Route queries, compare models, get second opinions, and build smarter multi-LLM workflows.

#agent#agents+14

mcp-llm-sandbox

by tmcarmichael

Complete sandbox for augmenting LLM inference (local or cloud) with MCP Client-Server. Low friction testbed for MCP Server validation and agentic evaluation.

#llm#mcp+4

OmniMind

by Techiral

OmniMind: An open-source Python library for effortless MCP (Model Context Protocol) integration, AI Agents, AI workflows, and AI Automations. Plug & Play AI Tools for MCP Servers and Clients, powered by Google Gemini.

#ai#ai-agents+21

apple-books-mcp

by vgnshiyer

Apple Books MCP Server

#ai#apple+7

brew-mcp

by nagypeterjob

Homebrew MCP server

#brew#homebrew+4

slack-mcp-server

by korotovsky

The most powerful MCP Slack Server with Stdio and SSE transports, Proxy support and no permission requirements on Slack Workspace!

#assistants#llm+8

arxiv-latex-mcp

by takashiishida

MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpretation of mathematical expressions in scientific papers.

#arxiv#claude-desktop+7

iot-realm-mcp-server

by PerikiyoXD

🌐🔌 An MCP server that exposes real-time sensor data from IoT Realm devices—such as ESP32-based DHT11 clients—to LLMs via the Model Context Protocol. This enables AI agents to access, analyze, and act upon live environmental data.

#ai-agent#contextual-ai+10

azd-mcp-ts

by powergentic

An AZD template to deploy a Model Context Protocol (MCP) server written in TypeScript to Azure Container Apps using SSE Transport.

#azd-templates#azure-container-apps+6

mcp_autogen_sse_stdio

by SaM-92

This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool (RAG Web Browser Actor) via SSE for tasks like arithmetic and web browsing.

#ai#autogen+9

klavis

by Klavis-AI

Klavis AI (YC X25): Open Source MCP client on Slack/Discord and various MCP servers.

#ai#discord+8

mcp_mediator

by makbn

A Java-based implementation of the Model Context Protocol (MCP) mediator, providing seamless integration between MCP clients and servers.

#java#llm+9

AIaW

by NitroRCr

AI as Workspace - A better AI (LLM) client. Full-featured, lightweight. Support multiple workspaces, plugin system, cross-platform, local first + real-time cloud sync, Artifacts, MCP | 更好的 AI 客户端

#ai#chatgpt+15

mcp-redis

by redis

The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently

#database#genai+6

brightdata-mcp

by luminati-io

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

#llm#mcp+5

typst-mcp

by johannesbrandenburger

Typst MCP Server is an MCP (Model Context Protocol) implementation that helps AI models interact with Typst, a markup-based typesetting system. The server provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.

#llm#mcp+4

python-interpreter-mcp

by bimalpaudels

A Model Context Server providing simple features to automate python script execution via LLMs.

#automation#llm+5

mcp_weather_scraper

by EXPESRaza

A lightweight prototype demonstrating how to integrate an LLM (via OpenAI) with a Model Context Protocol (MCP) server to extract real-time weather data by scraping and processing open web content using HTML parsing and caching.

#llm-mcp-openai-fastapi-pydantic-selectolax#server+2

laravel-mcp-server

by opgginc

A Laravel package for implementing secure Model Context Protocol servers using Server-Sent Events (SSE) transport, providing real-time communication and a scalable tool system for enterprise environments.

#ai#laravel+7

memory-mcp-server

by hpkv-io

A MCP (Model Context Protocol) server providing long-term memory for LLMs

#claude#cursor+10

wikipedia-mcp

by timjuenemann

Wikipedia MCP Server written in TypeScript

#agent#llm+5

mcp-sse

by br-silvano

MCP Server com SSE e Autenticação Bearer

#bearer#llm+10

google-play-mcp

by gojoel

MCP server for managing apps on Google Play,

#android#api+7

mcp-mem0

by 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!

#agent#assistant+15

MCP-Stack-for-UI-UX-Designers

by panktishah62

An end-to-end Model Context Protocol (MCP) solution that streamlines the entire UI/UX design workflow - from gathering inspiration to development handoff. This suite integrates multiple specialized MCP servers to automate and enhance the design process through AI assistance.

#ai#design+8

mcp-with-semantic-kernel

by LiteObject

Integrate Model Context Protocol (MCP) tools with Microsoft Semantic Kernel to build AI-driven workflows. This C# project connects MCP servers to Semantic Kernel, enabling LLMs to call external tools seamlessly. Features example code for developers exploring AI orchestration with .NET.

#ai#csharp+9

coding-assistant

by Bessouat40

AI Coding Assistant powered by MCP server : it reads your code locally to provide truly context-aware help, explanations, and suggestions directly related to your files. Code smarter, locally or using external API..

#agentic-ai#ai-agent+8

mcp-use

by zandko

🚀 mcp-use is a TypeScript library that makes it easy to connect LangChain.js-compatible LLMs with MCP servers. Build powerful, flexible AI agents with dynamic tool access and multi-server support.

#agent#langchain+7

jailbreak-mcp

by kranners

Break free of your MCP Client constraints 🦹

#ai#cursor+6

SwiftMCP

by G1Joshi

Model Context Protocol (MCP) Swift

#client#llm+7

StatusNowMCP

by statusnowdev

MCP Server for StatusNow website and server monitoring solution. Allows any MCP Client to interact with your StatusNow account to list alerts, list monitors and more.

#llm#mcp+3

daan

by pluveto

✨Lightweight LLM Client with MCP 🔌 & Characters 👤

#chatgpt#client+5

NeoCoder-neo4j-ai-workflow

by angrysky56

An MCP server implementation that enables AI assistants like Claude to use a Neo4j knowledge graph as their primary, dynamic instruction manual and project memory for standardized coding workflows.

#claude#coder+7

mcp-claude-hackernews

by imprvhub

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#ai#anthropic+15

task-manager-mcp

by MrYanMYN

A simple UI and MCP server for task + project plan management

#agent#cli+6

custom-mcp-servers

by AryanK1511

A collection of custom MCP servers I’ve built 🧠⚡️.

#llm#mcp-server+3

agents-mcp-usage

by andrewginns

Repo for demonstrating simple Model Context Protocol (MCP) server with several Agent Frameworks

#adk-python#agents+10

MCP-Server-for-Hashing

by kanad13

A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.

#agentic-ai#claude+8

aws-security-mcp

by groovyBugify

A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.

#aws#cloud-security+6

memory-mcp-server

by Sinhan88

A MCP (Model Context Protocol) server providing long-term memory for LLMs

#ai-memory#claude+14

MCP-Server-Cybersecurity-News

by enggpt-it

Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.

#claude#claude-desktop+7

aio_mcp_exe

by shadowcz007

This is a collection of MCP servers that anyone can use

#exe#llm+3

firecrawl-simple-mcp

by Sacode

MCP server for Firecrawl Simple — a web scraping and site mapping tool enabling LLMs to access and process web content

#ai#firecrawl+8

asgardeo-mcp-server

by asgardeo

MCP server to interact with your Asgardeo organization through LLM tools

#agents#ai+3

tome

by runebookai

A magical tool for using local LLMs with MCP servers.

#llm#llms+7

DartMCP

by G1Joshi

Model Context Protocol (MCP) Dart

#client#dart+8

bitbucket-mcp

by MatanYemini

Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs

#ai-tools#antrophic+8

mcp-server-springboot

by ranjeet-floyd

LLM MCP service using Springboot Java

#java#llm+5

zed-mcp-server-basic-memory

by ossfellow

Basic Memory MCP server integration, for Zed Editor's Assistant.

#basic-memory#context-server+6

WeatherMCP

by shujink0

A Model Context Protocol (MCP) server for Weather API implemented in Go, leveraging mcp-go. Based on the tutorial https://modelcontextprotocol.io/quickstart/server

#claude#golang+6

limesurvey-mcp

by edgarrmondragon

A MCP (Model Context Protocol) server for interacting with LimeSurvey.

#limesurvey#llm+6

mcp-server-chart

by antvis

🤖 A Model Context Protocol server for generating charts using @antvis.

#antv#llm+4

mcp-servers

by gunbun33

Production-ready Model Context Protocol (MCP) servers in Python, Go, and Rust for VS Code integration. Enables AI systems to interact with tools via standardized interfaces.

#ai-agent-tools#ai-agents+15

agents-mcp-usage

by kikzi

Repo for demonstrating simple Model Context Protocol (MCP) server with several Agent Frameworks

#adk-python#gemini+14

mcp-claude-hackernews

by mpress001

An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).

#anthropic#api+13

zin-mcp-client

by zinja-coder

MCP Client which serves as bridge between mcp servers and local LLMs running on Ollama, Created for MCP Servers Developed by Me, However other MCP Servers may run as well

#ai#cli-app+13

mcp-server-client-demo

by julienlucas

Basic demo for a MCP client & server

#llm#mcp+4

mcp-server-with-spring-ai

by kuldeepsingh99

Build your own mcp server with spring ai

#ai#llm+8

mcp-ssh-frr

by aweher

MCP server to play with IA and containerlab instances

#containerlab#docker+6

mutation-clinical-trial-matching-mcp

by pickleton89

MCP server to query clinicaltrial.gov to identify mutation specific trials

#agentic-coding#ai-assistant+10

mcp_llm_inferencer

by Sumedh1599

Uses Claude or OpenAI API to convert prompt-mapped input into concrete MCP server components such as tools, resource templates, and prompt handlers.

#ai#library+10

nodit-mcp-server

by noditlabs

A Model Context Protocol (MCP) server for AI agents to interact with blockchain data via Nodit’s Web3 Data and Node APIs. Enables LLMs to access structured, multi-chain blockchain context with zero blockchain-specific logic.

#ai#blockchain+11

chatlab

by ricardoborges

LLM chat app for integration tests using llama-stack-client, llama, Ollama, MCP, Tools

#chat-application#gradio+8

awesome-devops-mcp-servers

by rohitg00

A curated list of awesome MCP servers focused on DevOps tools and capabilities.

#ai#cloudnative+8

server

by mcpfinder

MCP Finder is a service that enables LLMs, running through client applications that support the MCP protocol, to dynamically discover and access new tools, features, and capabilities. When a user requests functionality the AI doesn’t have, it can simply ask MCP Finder to locate relevant MCP servers, expanding its toolset in real time.

#ai#llm+5

mcp-servers

by cmiles74

Docker Container with Useful MCP Servers

#developer-tools#docker+5

spring-mcp-demo

by ranjeet-floyd

MCP server using Spring-AI

#llm#mcp-server+5

custom-github-mcp-server

by Sami-07

A Simple custom-built MCP server that provides GitHub integration features through various tools and resources.

#claude#github+5

ms-sentinel-mcp-server

by dstreefkerk

MCP server for Microsoft Sentinel. Enables access to Sentinel logs, incidents, analytics, and Entra ID data via a modular, queryable interface. Strictly non-production. Designed for use with Claude and other LLMs.

#azure#llm-integration+8

llm-mcp-personal-assistant

by mikefey

A personal assistant chat app that uses an MCP server

#ai#anthropic-claude+9

mcp-link

by 10210wkkw

Let AI agents like ChatGPT & Claude use real-world local/remote tools you approve via browser extension + optional MCP server

#ai#context+15

image-reader-mcp

by moiri-gamboni

An MCP (Model Context Protocol) server (using FastMCP) to provide tools for listing local image files and reading their content. Designed for LLM agent integration.

#cursor#fastmcp+5

github_graphql_api_mcp

by wanzunz

A Model Control Protocol (MCP) server for exploring the GitHub GraphQL schema and executing optimized queries. Provides AI assistants with efficient GitHub data retrieval capabilities through GraphQL.

#github#github-api+7

awesome-remote-mcp-servers

by sylviangth

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

#ai#awesome+10

filesystem-mcp-server

by cyanheads

A Model Context Protocol (MCP) server for platform-agnostic file capabilities, including advanced search/replace and directory tree traversal

#ai#filesystem+7

mcp-server-pacman

by oborchers

A Model Context Protocol server that provides package index querying capabilities.

#ai#llm+7

pdf-reader-mcp

by sylphxltd

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

#ai-agent#llm-tool+10

mcp_calculator

by KeerthiNingegowda

A simple calculator app with MCP compliant server and client

#anthropic-api#llms+5

mcp-server-docy

by oborchers

A Model Context Protocol server that provides documentation access capabilities. This server enables LLMs to search and retrieve content from documentation websites by scraping them with crawl4ai. Built with FastMCP v2.

#ai#docs+6

vscode-context-mcp

by vilasone455

MCP Server to Connect with VS Code IDE

#ai#claude+8

Whatsapp_Agent

by aasherkamal216

A WhatsApp agent that uses WhatsApp MCP server to send messages and perform other actions.

#agent#chainlit+7

dank-mcp

by AgentDank

Model Context Procotol (MCP) server with tools for Cannabis Datasets.

#cannabis#dank+4

mcp-canvas-lms

by MisterCommand

MCP server for accessing the Canvas LMS for students

#ai#canvas-lms+6

fr-mcp-server

by FirstResonance

First Resonance's official MCP Server

#ai#llm+4

DeepCo

by succlz123

A Chat Client for LLMs, written in Compose Multiplatform.

#ai#anthropic+19

mcpm.sh

by pathintegral-institute

CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features.

#ai#claude-desktop+18

azure-container-apps-ai-mcp

by manekinekko

This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server and client.

#agents#azure+5

relay

by prism-php

An MCP client tool for Prism

#ai#laravel+6

MCP-Server-Cybersecurity-News

by forgeai-it

Implementazione di un server MCP integrabile con Claude Desktop che consente di accedere alle ultime notizie sulla cybersecurity da vari siti web.

#claude#claude-desktop+8

solon-ai

by opensolon

Java AI (agent) full scenario application development framework (LLM, Function Call, RAG, Embedding, Reranking, Flow, MCP Server, Mcp Client). Compatible with java8 ~ java24.

#ai#chat+16

finance-mcp-server

by Otman404

Finance mcp server- Get up-to-date prices and news about stocks and cryptocurrencies

#llms#mcp+4

linkedin_mcp

by Rayyan9477

A powerful Model Context Protocol server for LinkedIn interactions that enables AI assistants to search for jobs, generate resumes and cover letters, and manage job applications programmatically.

#artificial-intelligence#linkedin+7

adk-mcp-rag

by khoi03

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector database via MCP server.

#adk-python#agentic-ai+6

binoculo-mcp

by girorme

Banner grabbing with LLM (MCP Server)

#bugbounty#claude-ai+7

nasdaq-data-link-mcp

by stefanoamorelli

A Nasdaq Data Link MCP (Model Context Protocol) Server

#ai#data+7

asset-price-mcp

by mk965

Asset Price MCP Server

#ai#llm+3

git-mcp

by idosal

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

#agentic-ai#agents+10

openrouter-deep-research-mcp

by wheattoast11

MCP Server that orchestrates research with Claude and Perplexity/GPT/Gemini automatically

#artificial-intelligence#claude-3-7-sonnet+8

spicedb-mcp-server

by samkim

Model Context Protocol (MCP) server for SpiceDB. Connects LLMs to SpiceDB to explore and interact with permissions systems with natural language. Generated (mostly) by Claude 3.7 Sonnet.

#authorization#llm+6

openapi-to-mcp-converter

by zxypro1

A tool for automatically converting OpenAPI specifications into Model Context Protocol (MCP) Server instance

#javascript#llm+13

mcp-golang

by Rethunk-Tech

A Model Context Protocol (MCP) server that provides Go language tools for LLMs to analyze, test, and format Go code.

#ai#code-tools+8

mcp-graphql-tools

by saewoohan

GraphQL MCP server for AI assistants

#ai#assitant+7

mcp-server-elasticsearch

by setyolegowo

#ai#llm+3

context7

by upstash

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

#llm#mcp+4

paddle-mcp-server

by PaddleHQ

Interact with the Paddle API using AI assistants like Claude, or in AI-powered IDEs like Cursor. Manage product catalog, billing and subscriptions, and reports.

#llm#mcp+3

aliyun-mcp-server

by nailuoGG

This MCP server provides tools for interacting with Aliyun (Alibaba Cloud) services.

#aliyun-sdk#llm+3

mcp_servers

by assagman

A collection of MCP servers and a CLI tool

#ai-llm-mcp#server+2

mcp_server_webcrawl

by pragmar

MCP server tailored to connecting web crawler data and archives

#knowledgebase#llm+7

mcp-template-node

by Rethunk-Tech

A template repository for creating Model Context Protocol (MCP) servers in Node.js/TypeScript. This template demonstrates how to build a simple notes management system using the MCP protocol, which can be used with LLM-powered applications.

#llm#llm-tools+7

ultimate_mcp_server

by Dicklesworthstone

The Ultimate Model Context Protocol (MCP) Server, providing unified access to a wide variety of useful and powerful tools.

#agent#llm+8

text2sim-MCP-server

by IamCatoBot

Text2Sim MCP Server is a simulation engine that supports multiple modeling paradigms, including Discrete-Event Simulation (DES) and System Dynamics (SD). It integrates with LLMs using the Model Context Protocol (MCP), enabling powerful simulation capabilities within natural language environments like Claude Desktop.

#llm-agent#llm-tools+7

WebSearch-MCP

by mnhlt

[Self-hosted] A Model Context Protocol (MCP) server implementation that provides a web search capability over stdio transport. This server integrates with a WebSearch Crawler API to retrieve search results.

#internet-access-llm#websearch+3

dremio-mcp

by dremio

Dremio MCP server

#agentic-ai#ai+6

serena

by oraios

a powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & Agno integration)

#agent#ai+11

confluence-mcp

by cosmix

A Model Context Protocol server for Confluence.

#anthropic#atlassian+5

mcp-router

by mcp-router

MCP Router enables easily manage your MCP (Model Context Protocol) servers with enhanced security

#ai#claude+12

mcp-nixos

by utensils

MCP-NixOS - Model Context Protocol Server for NixOS resources

#ai-assistant#ai-integration+20

Filesys

by OmniS0FT

This is a File system mcp server that could allow an LLM to read and list files from a specified safe directory on your local machine.

#ai-agents#claude-ai+15

mcp-server-langfuse

by langfuse

Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.

#llmops#mod+7

mcpx-py

by dylibso

Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps

#python#client+7

obsidian-mcp-server

by cyanheads

Model Context Protocol (MCP) server designed for LLMs to interact with Obsidian vaults. Provides secure, token-aware tools for seamless knowledge base management through a standardized interface.

#mod#llm+9

MCP CLI client

by adhikasp

A simple CLI to run LLM prompt and implement MCP client.

#mcp llm#mcp llm

Dive-APP

by cablate

Dive-APP is a Flutter-based mobile application that brings your own powerful AI agents to your pocket via connect your own MCP-Client.

#ai-agents#llm-ui+8

nostr-mcp

by AbdelStark

A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.

#llm#nostr+3

airflow-mcp-server

by abhishekbhakat

MCP Server for Apache Airflow

#llm#api+5

mcp-linkedin

by adhikasp

A Model Context Protocol (MCP) server that provides tools to interact with LinkedIn's Feeds and Job API.

#mod#llm+4

mcp-reddit

by adhikasp

A Model Context Protocol (MCP) server that provides tools for fetching and analyzing Reddit content.

#reddit#mod+4

MCP-Twikit

by adhikasp

A Model Context Protocol (MCP) server for interacting with Twitter.

#mcp llm#mcp llm

academic-search-mcp-server

by afrise

Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude to access data from Semantic Scholar and Crossref.

#ai#llm+6

mcp-logic

by angrysky56

Fully functional AI Logic Calculator utilizing Prover9/Mace4 via Python based Model Context Protocol (MCP-Server)- tool for Windows Claude App etc

#ai#mod+7

task-portal

by angrysky56

MCP-Server tool use project concept for Claude and compatible AI.

#mcp-servers#ai-agents+3

mcp-registry

by ARadRareness

A central registry and HTTP interface for coordinating Model Context Protocol (MCP) servers.

#mod#llm+4

system_information_mcp

by carterlasalle

DevEnvInfoServer - Cursor MCP Server for Development Environment Information

#ai#mod+9

mcp-server-codegraph

by CartographAI

MCP server for graph representation of a codebase

#llm#modelcontextprotocol+3

jira-mcp

by cosmix

A Model Context Protocol server for Jira.

#mod#llm+4

atlas-mcp-server

by cyanheads

A Model Context Protocol server built in TypeScript that leverages Neo4j’s graph database, delivers intelligent project and task management while empowering LLM agents with seamless collaboration and guidance.

#ai#mod+10

git-mcp-server

by cyanheads

A Model Context Protocol (MCP) server to provide git tools for LLM Agents

#ai#git+5

mentor-mcp-server

by cyanheads

A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.

#mod#ai-mentor+6

toolkit-mcp-server

by cyanheads

A Model Context Protocol server providing LLM Agents with system utilities and tools, including IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.

#system-utilities#mod+10

DevDocs

by cyberagiinc

Completely free, private, UI based Tech Documentation MCP server. Designed for coders and software developers in mind. Easily integrate into Cursor, Windsurf, Cline, Roo Code, Claude Desktop App

#cline#playwright+11

markdown-downloader

by dazeb

A MCP Server that will download any webpage as markdown in an instant. Download docs straight to your IDE for AI context.

#ai#claude-3-5-sonnet+6

mcp-guardian

by eqtylab

Manage / Proxy / Secure your MCP Servers

#llm-tools#claude-desktop+5

graphlit-mcp-server

by graphlit

Model Context Protocol (MCP) Server for Graphlit Platform

#data-collection#content-ingestion+12

imessage-query-fastmcp-mcp-server

by hannesrudolph

An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling.

#mod#llm+3

sqlite-explorer-fastmcp-mcp-server

by hannesrudolph

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

#llm-tools#mod+6

advanced-homeassistant-mcp

by jango-blockchained

An advanced MCP server for Home Assistant. 🔋 Batteries included.

#llm#home-assistant+5

example-mcp-server

by kirill-markin

A ready-to-use MCP (Model Context Protocol) server template for extending Cursor IDE with custom tools. Deploy your own server to Heroku with one click, create custom commands, and enhance your Cursor IDE experience. Perfect for developers who want to add their own tools and commands to Cursor IDE without complex setup.

#fetch#mod+6

mcp-go-tools

by ksysoev

A Go-focused Model Context Protocol (MCP) server that provides idiomatic Go code generation, style guidelines, and best practices. This tool helps Language Models understand and generate high-quality Go code following established patterns and conventions.

#mod#llm+3

mcp-web-ui

by MegaGrindStone

MCP Web UI is a web-based user interface that serves as a Host within the Model Context Protocol (MCP) architecture. It provides a powerful and user-friendly interface for interacting with Large Language Models (LLMs) while managing context aggregation and coordination between clients and servers.

#ai#mod+6

mcp-myip

by nikolaypavlov

A Model Context Protocol (MCP) server for providing your public IP to LLMs

#mod#llm+3

mcp-server-unitycatalog

by ognis1205

Unity Catalog AI Model Context Protocol Server

#mod#llm+4

mcp-ical

by Omar-V2

A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.

#icalendar#mod+5

LLMling

by phil65

Easy MCP (Model Context Protocol) servers and AI agents, defined as YAML.

#mpc#mod+6

primitive-go-mcp-server

by prasanthmj

A Go implementation of an MCP (Model Context Protocol) server tools

#mod#llm+3

mcp-framework

by QuantGeekDev

A framework for writing modelcontextprotocol (MCP) servers in Typescript

#mod#llm+7

aws-mcp

by RafalWilinski

Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. Better Amazon Q alternative.

#ai#mod+6

mcp-hub

by ravitemer

A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring

#ai#mcp-servers+12

txtai-assistant-mcp

by rmtech1

Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI Also

#cline#mod+7

mcp-data-extractor

by sammcj

A model context protocol server to migrate data out of code (ts/js) into config (json)

#json#data+9

mcp-package-docs

by sammcj

An MCP server that provides LLMs with efficient access to package documentation across multiple programming languages

#ai#javascript+10

mcp-package-version

by sammcj

An MCP server that provides LLMs with the latest stable package versions when coding

#ai#javascript+11

mcp-image-gen

by sarthakkimtani

MCP server enabling Image Generation for LLMs with Flux.1 Schnell, built in Python and integrated with Together AI.

#ai#claude-ai+4

mcp-otzaria-server

by Sivan22

makes the jewish library accessible to LLMs through the MCP protocol

#ai#llm+2

mcp-svelte-docs

by spences10

🔍 MCP server that lets you search and access Svelte documentation with built-in caching

#llm#svelte+7

localmind

by 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.

#mod#rag+4

ai-agents-mcp-pg

by vignesh-codes

This repo is an extension of PostgreSQL MCP Server providing functionalities to create tables, insert entries, update entries, delete entries, and drop tables.

#llm-postgres#server+2

semantic-scholar-fastmcp-mcp-server

by YUZongmin

A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.

#semantic-scholar#llm+5

sqlite-literature-management-fastmcp-mcp-server

by YUZongmin

A flexible system for managing various types of sources (papers, books, webpages, etc.) and integrating them with knowledge graphs.

#llm#sqlite+5

HyperChat

by BigSweetPotatoStudio

HyperChat is a Chat client that strives for openness, utilizing APIs from various LLMs to achieve the best Chat experience, as well as implementing productivity tools through the MCP protocol.

#chat-application#llm+5

genaiscript

by microsoft

Automatable GenAI Scripting

#agent#agents+17

firecrawl-mcp-server

by mendableai

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

#batch-processing#claude+14

mcp-sse

by sidharthrajaram

A working pattern for SSE-based MCP clients and servers

#agents#llm+4

mcp-server-siri-shortcuts

by dvcrn

MCP for calling Siri Shorcuts from LLMs

#llm#mcp+4

5ire

by nanbingxyz

5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .

#knowledge-base#llms+5

oterm

by ggozad

a text-based terminal client for Ollama

#llm#llms+7

continue

by continuedev

⏩ Create, share, and use custom AI code assistants with our open-source IDE extensions and hub of models, rules, prompts, docs, and other building blocks

#ai#chatgpt+13

mcphub.nvim

by ravitemer

A powerful Neovim plugin for managing MCP (Model Context Protocol) servers

#avante#chatgpt+17

cherry-studio

by CherryHQ

🍒 Cherry Studio is a desktop client that supports for multiple LLM providers.

#agent#anthropic+12

hackmd-mcp

by yuna0x0

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

#ai#api+6

agentql-mcp

by tinyfish-io

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

#agent#agentql+18

mcp-server-atlassian-bitbucket

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Bitbucket integration. Provides tools for accessing and managing repositories, pull requests, and workspace data to connect Claude/Anthropic AI systems to Bitbucket.

#ai#ai-connector+19

OpenAPI-MCP

by gujord

The OpenAPI to Model Context Protocol (MCP) proxy server bridges the gap between AI agents and external APIs by dynamically translating OpenAPI specifications into standardized MCP tools. This simplifies the integration process, significantly reducing development time and complexity associated with custom API wrappers.

#agents#ai+12

mcp-memos

by huhu415

A memo tool based on MCP protocol that helps developers quickly save and retrieve text information without interrupting their workflow.

#llm#mcp-server+6

repomix

by yamadashy

📦 Repomix (formerly Repopack) is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like Claude, ChatGPT, DeepSeek, Perplexity, Gemini, Gemma, Llama, Grok, and more.

#ai#anthropic+21

mcp-k8s-server

by hariohmprasath

AI-powered MCP server understands natural language queries about your Kubernetes cluster

#ai#kubernetes+4

mcp-frontend

by shaharia-lab

Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions for ready to use

#ai#ai-chatbot+6

mcp-server-python-template

by Cris-0k

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

#ai#aicodeassistant+12

LLaMa-MCP-Streamlit

by Nikunj2003

AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Model Control Protocol (MCP).

#llama#llm+11

Dive

by OpenAgentPlatform

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨

#ai#ai-agents+10

langchainjs-mcp-adapters

by langchain-ai

Adapters for integrating Model Context Protocol (MCP) tools with LangChain.js applications, supporting both stdio and SSE transports.

#agent-tools#ai-tools+13

mcp-server-atlassian-jira

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Jira integration. Provides tools for accessing and managing Jira projects, issues, and content to connect Claude/Anthropic AI systems to Jira project management.

#ai#ai-connector+19

mcp-server-atlassian-confluence

by aashari

A TypeScript-based Model Context Protocol (MCP) server for Atlassian Confluence integration. Provides tools for accessing and searching Confluence spaces, pages, and content to connect Claude/Anthropic AI systems to Confluence knowledge bases.

#ai#ai-connector+16

pokedex

by youngtai

Pokedex web app

#litestar-framework#llm+4

python-mcp-server-template

by FidelusAleksander

A template repository for Python MCP Servers

#ai#llm+4

unity-mcp

by wondeks

A Unity MCP server that allows MCP clients like Claude Desktop or Cursor to perform Unity Editor actions.

#ai#ai-integration+14

time-mcp

by yokingma

🚀 Time MCP Server: Giving LLMs Time Awareness Capabilities

#agents#llm+5

anilist-mcp

by yuna0x0

AniList MCP server for accessing AniList API data

#ai#anilist+8

mcp-ts-template

by cyanheads

A beginner-friendly foundation for building Model Context Protocol (MCP) servers (and in the future also clients) with TypeScript. This template provides a comprehensive starting point with production-ready utilities, well-structured code, and working examples for building an MCP server.

#llm#llm-agent+8

brasil-api-mcp-server

by mauricio-cantu

A Model Context Protocol (MCP) server that provides tools to query BrasilAPI across different clients and LLMs. Enhance your AI apps with rich data from Brasil resources.

#llm#mcp+3

mcp-chat

by Flux159

Open Source Generic MCP Client for testing & evaluating mcp servers and agents

#ai#llm+3

mqttx-mcp-sse-server

by ysfscream

An implementation of the Model-Context Protocol (MCP) that enables MQTT operations over Server-Sent Events (SSE) transport.

#ai#claude+9

eino

by cloudwego

The ultimate LLM/AI application development framework in Golang.

#ai#ai-application+6

mcp-gitlab-server

by yoda-digital

Enhanced MCP server for GitLab: group projects listing and activity tracking

#ai#anthropic+7

mcpgo

by Southclaws

Server side MCP implementation for Golang

#ai#anthropic+6

Mcp-Server_OpenAI-Chat

by mertadali

AI-powered todo assistant with Google Calendar integration using OpenAI's API and Model Context Protocol (MCP) support for natural language task management.

#ai#llm+3

notifications-mcp-server

by charles-adedotun

A Model Context Protocol (MCP) server that provides notifications for Claude Desktop on macOS. It plays configurable system sounds when Claude completes a task, enhancing user experience by eliminating the need for constant visual monitoring.

#claude#llm-tools+6

render-mcp

by niyogi

An unofficial MCP server for Render to help developers ship code faster via Cline, Cursor, and Windsurf

#deployment#llmops+4

ai-agent-directory

by AgentMCP

A directory of AI Agents and MCP Orchestration open source tools

#agent#ai+6

mcp-reporter

by cyanheads

mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.

#agent#ai+9

UnrealGenAISupport

by prajwalshettydev

UnrealMCP is here!! Automatic blueprint and scene generation from AI!! An Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. Supports Claude Desktop App & Cursor, also includes OpenAI's GPT4o, DeepseekR1 and Claude Sonnet 3.7 APIs with plans to add Gemini, Grok 3, audio & realtime APIs soon.

#claude#deepseek+22

python-mcp-server-client

by GobinFan

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

#agent#llm+6

dap_mcp

by KashunCheng

Model Context Protocol (MCP) server that interacts with a Debugger

#dap#debug+7

llm-bridge-mcp

by sjquant

A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.

#anthropic#claude+9

erickwendel-contributions-mcp

by ErickWendel

A Model Context Protocol (MCP) server that provides tools to query Erick Wendel's contributions across different platforms

#graphql#large-language-models+7

google-cloud-mcp

by krzko

🤖 A Model Context Protocol (MCP) server for Google Cloud

#gcp#google+8

osmosis-agent-toolkit

by jonator

Osmosis protocol tools for LLMs

#llm#mcp+4

fastapi_mcp

by tadata-org

A zero-configuration tool for automatically exposing FastAPI endpoints as Model Context Protocol (MCP) tools.

#ai#claude+12

nebulagraph-mcp-server

by PsiACE

Model Context Protocol Server for NebulaGraph 3.x

#agent#genai+5

mkinf

by mkinf-io

mkinf SDK to interact with mkinf hub MCP servers

#ai#llm+6

mem0-mcp

by pinkpixel-dev

✨ mem0 MCP Server: A modern memory system for AI applications with flexible provider support (OpenAI, Ollama, etc.) and MCP protocol integration. Enables long-term memory for AI agents through a simple API or as a drop-in MCP server.

#agent#assistant+9

barnsworthburning-mcp

by Aias

A Model Context Protocol (MCP) server for searching barnsworthburning.net.

#ai#llms+5

azure-mcp-servers

by manekinekko

This directory showcases various Model Context Protocol (MCP) servers. These servers enable Large Language Models (LLMs) to securely access tools and data sources from Microsoft Azure.

#ai#azure+6

mcp-agent

by lastmile-ai

Build effective agents using Model Context Protocol and simple workflow patterns

#agents#ai+8

boilerplate-mcp-server

by aashari

A TypeScript-based Model Context Protocol (MCP) server boilerplate for building AI-connected tools. Features IP lookup tools, CLI support, MCP Inspector integration, and extensible architecture for connecting Claude/Anthropic AI systems to external data sources.

#ai#ai-integration+13

kanban-mcp

by bradrisse

MCP Kanban is a specialized middleware designed to facilitate interaction between Large Language Models (LLMs) and Planka, a Kanban board application. It serves as an intermediary layer that provides LLMs with a simplified and enhanced API to interact with Planka's task management system.

#cursor#kanban+5

gateway

by centralmind

AI-Powered API Generation from Your Data for LLMs and Agents

#amazon-bedrock#anthropic-claude+18

mongodb-lens

by furey

🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases

#ai#claude+9

basic-memory

by basicmachines-co

Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md

#ai#claude+8

mcp-zenml

by zenml-io

MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines

#llmops#mcp+4

specifai-mcp-server

by presidio-oss

MCP server to provide Specifai project requirements, task, etc. to any AI tools supporting MCP such as Hai Build, Cursor.

#ai#hai+8

chrome-debug-mcp

by robertheadley

An MCP server to allow you to debug webpages using LLMs

#chrome#cline+10

model-context-protocol-resources

by cyanheads

Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.

#ai-agents#ai-development+10

ezmcp

by jujumilk3

Easy-to-use MCP server framework specialized for SSE.

#framework#llm+4

mcp-tool-kit

by getfounded

Agentic abstraction layer for building high precision vertical AI agents written in python. Middleware for Model Context Protocol.

#agentic-ai#claude+11

ummon

by Nayshins

Unlock code insights with knowledge graphs: Connect code to concepts, query with ease, empower AI assistance.

#agent#ai+11

google-search

by web-agent-master

A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.

#ai#google-search+7

telephone.operator

by wrappercompany

Give your agents a phone

#ai-agents#appium+5

Remote-MCP

by ssut

A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context.

#ai#claude+7

wcgw

by rusiaaman

Shell and coding agent on claude desktop app

#agent#ai-agent+16

mcp-ragdocs

by hannesrudolph

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

#llm#mcp+5

asterisk-mcp-server

by getAsterisk

Asterisk Model Context Protocol (MCP) server.

#ai#claude+13

app-builder

by baidubce

appbuilder-sdk, 千帆AppBuilder-SDK帮助开发者灵活、快速的搭建AI原生应用

#agent#ai-native+10

ragrabbit

by madarco

Open Source, Self-Hosted, AI Search and LLM.txt for your website

#llamaindex#llms+8

awesome-mcp-servers

by Techiral

Awesome MCP Servers - A curated list of Model Context Protocol servers

#ai#ai-agents+19

perplexity-mcp

by Alcova-AI

An MCP server for the Perplexity for use with Claude Code and Claude Desktop, giving you enhanced search and reasoning capabilties.

#ai#claude+6

Filesys

by iBz-04

This is a Filesystem model context protocol server that could allow an LLM to read and list files from a specified directory on your local machine.

#ai-agents#filesystem+11

github-mcp-server

by cyanheads

A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.