The MCP Trust Index.

MCP Web Scraper Server

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.

Aniruddha1202/mcp-web-scraper

NVM MCP Server

An MCP server that wraps NVM (Node Version Manager) to give Antigravity agents full control over Node.js versions without requiring Node or npm to be on the system PATH. It provides tools to install, switch between, and run commands with different Node versions directly within agent workflows.

realjacoblinder/nvm-mcp

McpLLMServer

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

lhmpaiPublic/McpLLMServer

TShark MCP

An MCP server for analyzing network traffic and pcap files using tshark. It enables users to list TCP streams, extract application-layer payloads, and perform packet analysis with BPF filters.

fairyming/tshark_mcp

Tri-Tender Pricing MCP

An MCP server designed to automate tender and RFQ pricing by extracting requirements from documents and building structured pricing models. It enables users to calculate final costs, compare market rates, and generate styled HTML pricing reports for PDF export.

sendsta/tri_tender_pricing_mcp

Apify MCP Server Template

A template for creating and deploying Model Context Protocol servers on the Apify platform using FastMCP, with built-in support for pay-per-event monetization and standby mode hosting.

Anwesh43/ollama-apify-mcp

QEMU Screenshot MCP Server

Enables AI agents to capture high-quality screenshots from running QEMU virtual machines using the QEMU Machine Protocol (QMP), automatically discovering VMs and returning screenshots as PNG images.

veighnsche/qemu-screenshot-mcp

resumejson-mcp

An MCP server for managing career experience data using the JSON Resume schema with custom extensions. It enables AI agents to store, update, and retrieve detailed work history, projects, and achievements to facilitate tailored resume generation.

gage-russell/jsonresume-mcp

MCP Logger

A personal fitness tracking server that enables logging and querying workouts, nutrition, and body metrics through a local SQLite database. Integrates with OpenNutrition MCP for food logging and supports exercise history tracking for workout progression.

JohnZolton/MCP-logger

OpenShift MCP Server

Enables diagnostics and troubleshooting of OpenShift clusters through storage analysis, resource monitoring, GPU utilization tracking, and pod health checks using Prometheus metrics and the oc CLI.

junzzhu/openshift-mcp-server

Recettes MCP Server

Enables management of culinary recipes through web scraping from sites like Marmiton.org, recipe generation, ingredient management, and querying a MongoDB database of recipes, comments, users, and utensils.

Symfomany/mcp-tuto

Weather MCP Server

Enables secure retrieval of real-time weather data for any location via Open-Meteo using AWS Cognito OAuth 2.1 Bearer token authentication. Implements full MCP Authorization Specification with dynamic client registration and protected resource metadata discovery.

sauravkumar329/weather-mcp

Strava Mcp

An MCP (Model Context Protocol) server that connects Claude to your Strava data. Query your activities, stats, and athlete profile directly from Claude Desktop or any MCP-compatible client.

bronteee/strava-mcp

MySQL MCP 服务器生成器（支持 stdio + SSE）

批量生成基于mysql数据库的mcpserver,支持stdio传输。Generate MCP servers in batch based on MySQL database, supporting stdio transmission.

lanjunfei/mysql_mcpserver_stdio_sse

MySQL MCP Server v2

mcp-server-presupuesto-mysql1

w2pwinlinux/mcp-server-presupuesto-mysql1

Doc Scraper (Jina.ai)

Converts web documentation to clean markdown using Jina.ai's API, enabling easy transformation of online docs for content migration or offline use.

askjohngeorge/mcp-doc-scraper

email-insights

An MCP server that provides structured analytics for email data by extracting signals like topic, tone, and urgency using a local LLM. It allows users to query email distributions, sender patterns, and specific signals through a SQLite-backed interface.

Shubby98/email-insights

MCP Weather Server

Provides real-time weather information and 5-day forecasts for cities worldwide using the OpenWeatherMap API. Supports bilingual queries (Chinese and English) with comprehensive weather data including temperature, humidity, and wind speed.

KennyKang7012/mcp-server-weather

KB MCP Server

Provides access to Sweden's National Library (Kungliga biblioteket) open APIs, enabling search and retrieval of 20M+ bibliographic records, 10M+ cultural heritage objects, 2M+ research publications, and linked data through 52 tools across 10 endpoints.

isakskogstad/KB-MCP

MCP Time Server

A minimal MCP server that provides current time information with configurable timezone support set on the client side.

siberianwm/mcp-time-server

cellrank-mcp

Enables natural language interaction for scRNA-Seq analysis including preprocessing, clustering, and visualization using the CellRank library. It allows users and agents to perform complex genomic data tasks through standard MCP clients and frameworks.

scmcphub/cellrank-mcp

mcp-task-manager

A local task management MCP server that enables users to create, update, and manage tasks through natural language conversations with Claude. It provides nine tools for comprehensive task management including creation, filtering, searching, and daily planning without requiring a separate UI or backend service.

soltyDude/mcp-task-manager

Expense Tracker

Parses natural language expense descriptions to extract amounts, currencies, and dates, storing transactions in a local Excel file.

andreajrubino/expense-tracker-mcp

MCP Releases Server

An MCP server that provides GitHub release information through the Model Context Protocol. It features a tool to retrieve the latest stable release version of any specified GitHub repository.

hngkr/releases-mcp

OpenReview Python MCP Server

Exposes the structure and documentation of the openreview-py library, enabling LLMs to discover classes, functions, and signatures for accurate code generation. It provides tools for searching the API and retrieving detailed metadata without executing code or making external API calls.

openreview/openreview-mcp

AI Customer Support Agent

An MCP-compatible server providing tools for retrieving order statuses, searching knowledge bases, and managing support tickets. It facilitates automated customer service interactions by exposing internal CRM and database functions through a JSON-RPC interface.

harshsareen03/mcp

UniFi MCP Server

Provides AI assistants with access to UniFi Network and Protect infrastructure for managing devices, monitoring clients, analyzing network health, viewing camera snapshots, and getting optimization recommendations across multiple UniFi controllers.

gbassaragh/Unifi-mcp

Brand MCP Server

Enables Claude Desktop to query a PostgreSQL brand database through MCP. Supports local stdio and remote HTTP/SSE deployments with API key authentication for secure database access.

intern-analytics/MCPforGBL

Playwright Test Automation

Experiments on using mcp for web automation using playwright / puppeteer map servers

Prathameshs/mcp-driven-web-automation

MCP Adapter

Automatically converts OpenAPI specifications into Model Context Protocol applications, enabling HTTP APIs to be managed as MCP services. It features a dynamic architecture that monitors file systems or Kubernetes ConfigMaps to update MCP tools in real-time.

TaylorTrz/mcp-adapter

OpenStack MCP + Agent PoC

An OpenStack MCP server PoC

Akrog/mcp-openstack

YouTube MCP Server

Provides distraction-free access to YouTube by allowing AI assistants to retrieve subscribed channels, latest videos, and transcripts without algorithmic recommendations. It enables searching within subscriptions and direct reading of video content through simple browser cookie authentication.

Nareshtt/youtube-mcp-python

mcp-infra

Enables AI assistants to identify processes listening on specific network ports by returning process names and PIDs. It provides infrastructure introspection capabilities through the Linux ss command to help users monitor and debug local services.

chalshik/mcp-infra

Azure Kusto MCP Server

An MCP Server for Azure Kusto

ashishroy077/mcp-kusto

MCP Local Codebase Search

An MCP server that indexes local Python projects into a SQLite database to enable efficient symbol searching and dependency tracking. It allows users to find function or class definitions, trace module imports, and read file contents through natural language interfaces.

demixid/MCP-Local-Codebase-Search

Broadcom Support MCP Server

Enables searching and retrieving Knowledge Base articles from the Broadcom Support Portal for products like VMware, Tanzu, and Cybersecurity. Users can perform documentation searches and fetch specific articles in Markdown format via the SearchUnify API.

ttonogai/BroadcomSupportMCP

Smart Home Device Control MCP Server

Enables AI models to control and query smart home devices (air conditioners, lights, locks, cameras, refrigerators) through a backend API. Supports device control operations, status queries, and detailed device information retrieval with built-in documentation for proper device usage.

sysu-aicpm/mcp-server

mcp-qemu-lab

A Model Context Protocol server for conducting Linux binary analysis and guest system forensics within QEMU virtual machines. It enables automated VM lifecycle management, memory dumping, and interactive debugging workflows for analyzing processes and artifacts.

Kevin4562/QEMU-MCP

MCP Proxy

Enables dynamic loading, hot-reloading, and orchestration of MCP servers without restarting Claude Code, allowing programmatic tool calling and workflow automation across multiple servers.

lizTheDeveloper/mcp_proxy

MCP Gateway

A production-ready unified entry point for AI agents that implements the Model Context Protocol (MCP). It provides a secure gateway with rate limiting, authentication, and observability for managing and proxying requests to multiple downstream APIs.

vurgunhajiyev/mcp-gateway

bitbucket-mcp-server

MCP server for Bitbucket tools and integration

WilliamLINWEN/bitbucket-mcp

poke-bank

An MCP server that exposes Enable Banking API tools for interacting with bank accounts through Open Banking. It enables users to authenticate sessions, list accounts, and fetch transaction history or balances via a secure self-hosted server.

kacperkwapisz/poke-bank

File Organizer MCP

An intelligent MCP server that analyzes folder contents to automatically categorize files and suggest meaningful naming conventions based on file types and content. It enables users to organize messy directories into structured topic-based folders through automated analysis, renaming, and file movement tools.

AyalaOnGit/MCPFolderOrganizer

octo-mcp-server

A production-ready MCP server built with Node.js and Express that supports remote deployment via HTTP and SSE. It provides a modular framework for building and scaling tools while serving multiple clients concurrently.

bscarberry/octo_mcp

agent-utils-mcp

Swiss-army-knife utility MCP server for AI agents. 18 tools for JSON validation/formatting, base64 encode/decode, hash generation, UUID generation, URL parsing, regex testing, markdown↔HTML conversion, text stats, slug generation, datetime conversion, cron parsing, text diffing, CSV↔JSON conversion, and JWT decoding. Zero API Key required

aparajithn/agent-utils-mcp

memory-engine-mcp

An MCP server that provides persistent memory for AI agents by storing session snapshots, factual memories, and conversation summaries. It enables seamless continuity between interactions by allowing agents to restore previous emotional states and recall relevant past experiences.

kagioneko/memory-engine-mcp

News Analysis Agent MCP Server

Provides tools for fetching real-time news and performing AI-powered sentiment analysis and summarization using Mistral AI. It enables users to analyze news trends and extract structured insights through natural language queries.

MayssenBHA/mcp-news-analysis-agent

MCPServerTransportDemo

A demonstration project for building and testing Model Context Protocol (MCP) servers using the MCP inspector and client tools. It provides a practical implementation for exploring MCP transport mechanisms and server-client interactions.

barwalgayatri02/MCPServerTransportDemo

MCP JSONDiff Kel

An efficient MCP server for performing accurate, deep comparisons between JSON objects or strings using the deepdiff engine. It provides AI agents with standardized difference reports, supporting nested structures and various input formats to ensure precise data analysis.

YohanLiu/mcp-jsondiff

GPT-SoVITS MCP Server

Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integration. Supports multiple languages (Chinese, English, Japanese, Korean, Cantonese), dynamic model switching, and reference audio-based voice quality replication.

ganpare/gpt-sovits-mcp-server