The MCP Trust Index.

RollingGo-Flight-MCP

RollingGo-Flight-MCP is a flight ticketing service built on the MCP standard, providing airport search and flight query capabilities for AI Agents and MCP clients.

RollingGo-AI/rollinggo-flight-mcp

Cuba Memroys

Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.

lENADRO1910/cuba-memorys

PIX4Dmatic MCP

Enables GUI automation for controlling PIX4Dmatic on Windows through MCP. Supports launching, focusing, capturing screenshots, sending hotkeys, clicking UI elements, opening projects, starting processing, and checking outputs.

jangjo123/Pix4D-MCP

Amap Navigator

Integrates with Amap API to provide location-based services including geocoding, weather information, driving routes, and location suggestions for applications requiring real-time geographic data in the Chinese market.

rickeylaiii/xiaoai_mapmcp

Tennis Warehouse MCP Server

Provides secure access to Tennis Warehouse product data, enabling users to search for tennis equipment (racquets, bags, shoes), check product availability, find deals, and browse categories through natural language queries while protecting internal API details.

avimunk1/tennis-warehouse-mcp

todo-mcp-server

The repository todo-mcp-server is a minimal Todo application implemented as an MCP (Model Context Protocol) server. It provides basic functionalities such as listing, viewing, adding, removing, and clearing todo items.

idsulik/todo-mcp-server

supertone-mcp

MCP server for the Supertone TTS API. Generate natural speech, browse and preview the voice catalog, predict synthesis cost, and create cloned voices — directly from Claude Desktop, Cursor, or any MCP-compatible client. Supports Korean, English, Japanese, and 20+ other languages, with speed, pitch, and emotion-style control.

supertone-inc/supertone-mcp

FastMCP Quickstart for Smithery

Provide a simple MCP server with a greeting tool to enable interactive development and testing of MCP tools. Facilitate rapid iteration and debugging through integration with the Smithery Playground. Deploy easily to Smithery for HTTP access and MCP client compatibility.

SmartManoj/smithery-fastmcp-quickstart

MCP Data Science

Provides 102 tools for end-to-end data science pipelines, enabling data loading, cleaning, visualization, modeling, and reporting via natural language.

AstyanM/mcp-data-science

CodeBot MCP Server v2

An extended MCP server for managing code snippets, performing code analysis, and handling deployments via Render and GitHub. It enables users to perform code reviews, track issues, and manage service operations through natural language interactions.

amirbiron/MCP-Server

MAX Exchange MCP Server

Enables AI assistants to trade cryptocurrencies and manage accounts on MAX Exchange through natural language. Supports spot and margin trading, market data queries, order management, and wallet operations including deposits, withdrawals, and M-wallet lending.

nicky512500/max-mcp

Crypto Signals MCP

Real-time crypto volume anomaly detection across 50+ tokens. Provides market scanning, signal analysis, and portfolio management capabilities via MCP protocol.

MarcinDudekDev/crypto-signals-mcp

Build the container

docker-based mcp server that enables Claude to fetch biological sequence data from NCBI

actual-awg/mcp-ncbi-fetcher

model-context-playground

Playing around with MCP clients and servers

jsnyde0/model-context-playground

Voice MCP

Enables voice interaction with Claude Code through local speech-to-text (Whisper) and text-to-speech (Supertonic), allowing verbal input/output without external API calls.

jochiang/voice-mcp

ExamPrepAgent

An MCP server that provides tools to search for study questions and answers from a knowledge base, enabling exam preparation through random questions and guided learning.

cardea-mcp/ExamPrepAgent

Poke-MCP

A Model Context Protocol server that provides comprehensive Pokemon data and battle simulation capabilities to AI assistants. It enables users to access detailed stats, types, and moves while simulating battles with realistic mechanics like type effectiveness and status effects.

Jalajil/Poke-MCP

Cursor History MCP

Enables searching through vectorized Cursor IDE chat history via a FastAPI service powered by LanceDB and Ollama.

Nossim/Cursor-history-MCP

Wireshark MCP

Exposes Wireshark/tshark packet capture, analysis, threat detection, and reporting tools for AI agents and local testing.

DeepakNarayananS/Wireshark_MCP

Stride28 Search

MCP server providing aggregated search across Xiaohongshu and Zhihu using Playwright browser automation via stdio transport.

brunonxu/stride28-search-mcp

GitHub MCP Client for Docker GMU Server

MCP (Model Context Protocol) client for GitHub Multi-User Server with Claude integration. Interactive chat interface for GitHub operations using natural language.

devendershekhawat/github-mcp-sse

szge/lolwiki-mcp

Generate friendly greetings for any audience. Toggle Pirate Mode for a playful, swashbuckling styl…

szge/lolwiki-mcp

PubMed Advanced MCP Server

This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM applications to perform complex queries, batch processing, and cross-database linking.

SuyashEkhande/Pubmed-MCP-Advanced

mcp-server

一些有用的mcp server

airshu/mcp-server

RLM MCP Server

Enables the analysis of massive datasets by storing data in external variables via a sandboxed Python REPL instead of the model's context window. This allows users to process files larger than 100MB without polluting the context or hitting token limits.

delonsp/rlm-mcp-server

Facets Module MCP Server

MCP server for Module development

Facets-cloud/facets-module-mcp

Zerodha MCP Server

Enables natural language access to Zerodha trading accounts for retrieving portfolio holdings, positions, orders, funds, and real-time market prices. Supports secure authentication for Indian stock market trading operations via Claude, Cursor, and other MCP-compatible AI tools.

anish5256/zerodha-mcp

Qwen3-VL Video Understanding MCP Server

Enables AI agents to analyze, summarize, and extract text from videos and images using the Qwen3-VL-8B-Instruct model deployed on Blaxel. It supports media analysis via URL, including video Q\&A and speech transcription capabilities.

adamanz/qwen-video-blaxel-mcp

MCP Data Gateway

A unified data gateway MCP server that enables Claude to interact with multiple external REST and GraphQL APIs through OAuth 2.0 authentication.

Chawengwit/MCP

Simulator MCP

Enables AI to control iOS simulators through the MCP protocol. Supports device management, UI automation, and network interception including screenshot capture, text input, and HTTP request mocking.

992429169/simulator-mcp

datadog-mcp

Enables AI assistants to query and manage Datadog observability data including metrics, logs, traces, and monitors through natural language. Supports read-only operations by default for security.

Vicks9070/datadog-mcp

MCP API Gateway

A unified local API gateway providing caching, rate limiting, and full Model Context Protocol compatibility for AI agent integration. It enables users to aggregate multiple API endpoints into a single gateway with built-in observability and customizable eviction strategies.

bandageok/mcp-api-gateway

PlugGraph--MCP-Starter-Kit-

Simple MCP Demo for Learners

Coffee-Expert/PlugGraph--MCP-Starter-Kit-

xiaohongshu-mcp

GTY1233/xiaohongshu-mcp

VNStock Agent MCP Server

MCP server for Vietnamese stock market data, enabling AI assistants to access stock history, financials, company info, and global market data through 21 tools.

mrgoonie/vnstock-agent

Google Calendar MCP Server

Integrates Google Calendar with the Model Context Protocol to manage events, search agendas, and check availability. It features Home Assistant integration and SSE support for remote access through Claude Desktop.

murphy360/mcp_google_calendar

MCP Server

A minimal Django project exposing MCP-style endpoints for listing and fetching records, and generating OpenAI responses via the Responses API using an in-memory store.

mehran-shabani/Mcp-server

substack-mcp-plus

Create, manage, and publish Substack posts with full rich text formatting directly from Claude Desktop or any MCP-compatible client.

ty13r/substack-mcp-plus

WhatsApp MCP Assistant (Client-Server)

WhatsApp MCP Assistant (Client-Server)

Nirsisr/MCPWhatsApp

CourtListener Citation Validation MCP Server

Validates legal citations against the CourtListener database to detect hallucinated citations in legal documents.

john-walkoe/courtlistener_citations_mcp

midi-mcp

An MCP server that enables AI models to control electronic music instruments by sending MIDI messages to hardware synths and drum machines. It supports various MIDI commands including notes, control changes, and system exclusive messages through USB or DIN MIDI interfaces.

pnilan/midi-mcp

adk-python-mcp-client

Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.

arjunprabhulal/adk-python-mcp-client

🧠 AutoGen-Compatible Multi-Agent Research POC with Ollama + BraveSearch

This project is a proof of concept for running a local-first multi-agent system using: 🤖 Local LLMs via Ollama 🧩 Simple function/tool-call detection using <tool_call>... 🔍 Brave Search API or optional Brave MCP plugin server 🧠 Two collaborating agents: Searcher and Synthesizer

chin3/Multi-Agent-Research-POC

MinerU MCP Server

MCP server for document processing using MinerU APIs, supporting automatic splitting and merging of large files and providing six tools for document processing, task management, and token handling.

neosun100/mineru-mcp-server

PolyMarket MCP Server

Enables LLM agents to search, navigate, and filter PolyMarket prediction market events with smart tools for data exploration. Features in-memory caching and background updates for instant queries across markets, liquidity, and analytics.

undiabler/polymarket-mcp

nornir-mcp-server

An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural language.

sydasif/nornir-mcp-server

nucleus-apple-mcp

A macOS MCP server that provides AI agents with secure access to Calendar, Reminders, Notes, and Health data via native Apple APIs.

zish-rob-crur/nucleus-apple-mcp

auto_video_generator-mcp

An MCP-based intelligent video generation system that automatically adds subtitles, synthesizes voice, and edits video clips.

zgmurder/auto_video_generator-mcp

Research Assistant — Notion × AI

Automates research workflows by collecting, summarizing, and categorizing AI technology documents directly into Notion. It uses OpenAI GPT for Vietnamese summarization and automatic tagging of topics like RAG, LangGraph, and MCP.

thao12345310/MCP-Notion

ICON MCP v101 MCP Server

Provides Model Context Protocol access to the ICON MCP v101 API with support for both Bearer token authentication and pay-per-use blockchain payments via the HTTP 402 protocol. It enables AI agents to interact with ICON API endpoints through standardized, asynchronous tools.

Traia-IO/icon-mcp-v101-mcp-server