The MCP Trust Index.

clausius

by tamohannes

An MCP server for monitoring and managing multi-cluster Slurm GPU jobs, enabling AI agents to execute commands, check allocations, and explore logs across HPC clusters.

tamohannes/clausius

autodevice-mcp

by castleeason

A local MCP server for repeatable abnormal API-response testing on Android, iOS, and HarmonyOS devices, combining device automation, mitmproxy response mutation, evidence capture, and cross-platform reporting.

CastleEason/autodevice-mcp

Whisper Speech Recognition MCP Server

by biguncle

A high-performance speech recognition MCP server based on Faster Whisper, providing efficient audio transcription capabilities.

BigUncle/Fast-Whisper-MCP-Server

Gmail MCP Server

by bastienchabal

Enables intelligent integration with Gmail and Google Calendar for context-aware email analysis, advanced searching, and personalized response drafting. It supports natural language interactions for managing communication history, detecting events in emails, and creating calendar entries.

bastienchabal/gmail-mcp

MCP Knowledge Base

by gmogmzgithub

A lightweight knowledge base assistant using MCP with LLM integration. Features a streamlined server-client architecture combining custom tools with a knowledge base, all accessible via SSE transport. Ideal for building simple AI-powered knowledge assistants.

gmogmzGithub/mcp-knowledgebase-llm

mcp-newsnow

by sligter

Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, Weibo, Bilibili, and Douyin via the Newsnow API, providing tools to fetch single-source, multi-source, or all news.

sligter/mcp_newsnow

vic-au-important-dates-mcp

by ivarrian

Provides access to Victoria, Australia's public holidays and important dates via an MCP server.

ivarrian/vic-au-important-dates-mcp

DART-MCP

by 2geonhyup

An MCP server that enables Claude to perform financial analysis and visualization of Korean listed companies using the DART API. It supports detailed financial metrics, business unit sales breakdowns, and company comparisons for KOSPI and KOSDAQ stocks.

2geonhyup/dart-mcp-test

Higress OPS MCP Server

by cr7258

Enables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain MCP Adapters for agent-driven interaction.

cr7258/higress-ops-mcp-server

MyIP MCP Server

by nikolaypavlov

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

nikolaypavlov/mcp-myip

Gmail MCP Server

by imsharad

Provides access to Gmail functionality through the Model Context Protocol, allowing LLMs like Claude to interact with your email.

Imsharad/gmail-mcp-server

Python Demo MCP Server

by sevalla-templates

A demonstration server implementing the Model Context Protocol with Server-Sent Events for streaming content production and management.

sevalla-templates/python-demo-mcp-server

Laundry Timer MCP

by nicolavs

Helps plan optimal laundry times by providing access to laundry preferences and real-time weather forecasts, particularly useful for determining when to line-dry clothes.

nicolavs/laundry-timer-mcp

OmniTaskAgent

by acnlabs

A multi-model task management system that enables intelligent task creation, decomposition, status tracking, and dependency management through natural language, with support for integration into editors via MCP protocol and connection to various professional task management systems.

acnlabs/OmniTaskAgent

MCP Auth Example

by jason-cky

Demonstrates a FastMCP server with Bearer token authentication via Nginx and fine-grained authorization via Envoy and OPA.

Jason-CKY/mcp-auth

MCP Excel Server

by bassem-elsodany

An MCP server that enables AI agents to automate Excel file operations including workbook creation, worksheet management, and data manipulation. It provides a standardized interface for reading, writing, merging, and filtering cell ranges within Excel documents.

bassem-elsodany/mcp_excel_server

QMT-MCP-Server

by nnquant

QMT-MCP-Server

nnquant/qmt-mcp-server

Goose FM

by mccartykim

MVP of an MCP server that lets ai assistants tune into fm stations

mccartykim/goose_fm

mcp-netmiko-server

by upa

Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches.

upa/mcp-netmiko-server

Mcp Openrouter Base_url

by klausjager10110

Implement an MCP (Model Context Protocol) server with an AI agent using the OpenAI SDK and an OpenRouter base URL,

KlausJager10110/mcp-openrouter-base_url

LogScribe MCP

by haramrit09k

Handles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files.

haramrit09k/logscribe-mcp

ChEMBL-MCP-Server

by jackkuo666

A FastMCP wrapper server that provides API access to the ChEMBL database, enabling users to query drug discovery data such as activities, assays, targets, and molecules.

JackKuo666/ChEMBL-MCP-Server

MCP Server

by janithsilva

MCP server that provides tools for metadata retrieval from SharePoint and entity retrieval from a Neo4j knowledge graph using semantic similarity search.

JanithSilva/MCP-Server

APS MCP Server

by kpphillips

Simple prototype MCP server integrating Autodesk APIs

kpphillips/aps-mcp

Doris MCP Server

by freeoneplus

Enables natural language querying of Apache Doris databases via LLM-powered SQL generation, execution, and metadata management through the MCP protocol.

FreeOnePlus/doris-mcp-server-demo

Mcp_tool_override_tester

by kibitzing

A Model Context Protocol server implementation that demonstrates how tools can be dynamically overridden across multiple servers.

kibitzing/mcp_tool_override_tester

DevRev MCP

by kalshucodes

An unofficial MCP server for DevRev integration, enabling AI assistants to search, manage works, explore product hierarchies, and retrieve object details seamlessly.

KalshuCodes/devrev-mcp-server

Mix Server

by qiaoliang

This is the simplest mcp server in the world to get local current time.

qiaoliang/mix-mcp-server

mcp-gmail

by jeremyjordan

Enables Gmail access through MCP, allowing LLMs to read, compose, and send emails.

jeremyjordan/mcp-gmail

Outlook MCP Python

by cycle-sync-ai

A Python-based MCP server for Microsoft Outlook integration using Microsoft Graph API, enabling email reading/sending, calendar management, and contact operations through Claude Desktop.

cycle-sync-ai/outlook-mcp-server

finance-mcp

by esurovtsev

A minimal MCP server that converts company names to stock symbols and fetches financial data from Yahoo Finance using two example tools.

esurovtsev/mcp-finance-server-py

AiNotesServer

by oopslab-fyi

Un servidor MCP para crear, almacenar y recuperar notas de texto a través de una interfaz de IA conversacional como Claude Desktop.

oopslab-fyi/AINotesMCPServer

boxoban-mcp

by aplassard

Enables users to load and solve Boxoban puzzles by providing tools to get game state, list valid moves, and take actions.

aplassard/boxoban-mcp

mcp-dev-on-azure-lab

by huqianghui

how to develop mcp server and debugging from local to azure

huqianghui/mcp-dev-on-azure-lab

Sentinel Core Agent

by bhuvanmdev

Enables file system operations, web scraping, and AI-powered search through MCP tools for use by LLM agents.

bhuvanmdev/Sentinel-Core-Agent

ClinicalTrials MCP Server

by jackkuo666

Enables AI assistants to search and access clinical trial data from ClinicalTrials.gov, including searching trials by keywords, retrieving detailed trial metadata by NCT ID, and managing trial data in CSV format for research and analysis.

JackKuo666/ClinicalTrials-MCP-Server

FastMCP Integration Application Demo

by zhouhaojiang

A modular application API interface based on FastMCP, integrating a demo of the MCP server, FastAPI interface and LLM Agent processing capabilities | 一个基于FastMCP的模块化应用，集成了MCP服务器、FastAPI接口和LLM Agent 处理能力的 demo

ZhouhaoJiang/fastapi-with-fatmcp-agent

Secure Embedding MCP Server

by mirrorsecai

Provides secure text embeddings with privacy-preserving features using the Mirror SDK, supporting operations like embedding, masking, and analysis with configurable security levels.

mirrorsecai/mirror-vectax-mcp-server

MCP Claude Desktop Project Demo

by samm-ob

This project demonstrates the use of the mcp (Modular Claude Protocol) server with the FastMCP framework to create a set of programmable tools and resources. It includes a basic calculator, note-taking functionality, and real-time currency exchange rate lookup. Designed to integrate easily with Claude Desktop

Samm-OB/MCP-Claude-Desktop-Project-Demo

Car Price MCP Server

by yusaaztrk

Provides Brazilian vehicle price information using FIPE API, enabling users to get car brands, search car prices by brand, and get vehicles by type.

yusaaztrk/car-price-mcp-main

Atla MCP Server

by spisupat

Initial version of an mcp server for agents to interact with atla's models

spisupat/atla-mcp-server

Local File Organizer

by diganto-deb

A file organization MCP server that safely categorizes and manages files in allowed directories by type, with search and analysis capabilities.

diganto-deb/local_file_organizer

Running Your MCP Server with FastMCP v2.0

by ganonuchiha

My example of setting up a MCP server

GanonUchiha/My-FastMCP-Example

RSS MCP Server

by weekend-project-space

Enables RSS feed management using the Fever API, supporting retrieval of feeds, groups, and items with read/save actions.

weekend-project-space/rss-mcp-server

Pokemon MCP Server

by sachin-crypto

Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament squads via the PokéAPI.

Sachin-crypto/Pokemon-MCP-Server

MCP (Model Context Protocol) Server for taking notes.

by beingsoumyadeepsharma

MCP Server for taking notes using an LLM client like Claude Desktop.

BeingSoumyadeepSharma/mcp-notes

Inbound Lead Generation

by bashirk

Automates lead generation and enrichment by combining Google CSE discovery, Hunter.io and Clearbit data enrichment, and LinkedIn scraping into a unified API with Redis caching and asynchronous processing for high concurrency.

bashirk/inbound-mcp