The MCP Trust Index.

MCP Remote Shell

by oceanromain

Enables remote shell control of Linux and network devices via SSH/Telnet, with session management and file transfer capabilities.

oceanromain/remote-shell-mcp

symbiopulse

by orpheus-k

SymbioPulse is an MCP-first context layer for AI coding agents that builds persistent project memory from directory fingerprints, task-to-file synapses, DNA constraints, and reusable skills, exposing it through MCP tools.

Orpheus-K/symbiopulse

Support Tickets MCP Server

by rfnoach

Enables asking questions in plain English about 61,765 customer-support tickets, returning exact answers computed via SQL queries over DuckDB.

RFNOACH/support-tickets-mcp

AirTrail MCP Server

by maboukerfa

Enables AI assistants to manage a self-hosted AirTrail flight tracking instance, providing natural language access to flight data, travel history, and statistics.

maboukerfa/AirTrail_MCP_server

MCP Router

by marklubin

Extensible MCP server that aggregates multiple backends (email, browser, todoist, etc.) behind a single endpoint, with secure deployment via Cloudflare Tunnel and Workers.

marklubin/mcp-email-server

teacher-mcp

by runtimeall

MCP server that authenticates as a teacher and provides tools for question management and lecture recording on the RuoYi platform.

RuntimeAll/teacher-mcp

Barkeeper

by nickm-27

A simple MCP server for tracking a home bar's inventory and cocktail recipes, with tools to manage shelf items and recipe details.

NickM-27/mcp-barkeeper

RHID MCP Server

by miranda-ale

MCP server for integrating with the RHiD (ControlID) API, providing time tracking, employee management, and reporting tools for use in Claude products.

miranda-ale/rhid-mcp

Israel & USA Weather MCP Server

by 6165924-art

A Model Context Protocol server that provides real-time weather data, detailed forecasts, and alerts for locations in Israel and the United States. It uses web automation for Israeli data and dedicated services for US data.

6165924-art/mcp-project

GoalGorithm MCP Server

by tohoanganhai

Provides soccer match predictions and league statistics using xG data and Poisson distribution models. It enables users to forecast outcomes, analyze team performance, and view league tables across major European football leagues.

tohoanganhai/goalgorithm-mcp

QueryForge

by mikebenisberchmans

A unified MCP server that lets Claude query any SQLite database and build live Streamlit dashboards — all from a single conversation.

Mikebenisberchmans/Queryforge

korean-law-mcp

by juhyunchoi-mech

Enables searching and retrieving Korean laws, precedents, and administrative rules through the National Law Information Center Open API, optimized for AI agents.

juhyunchoi-mech/korean-law-mcp

Taobao Sourcing Assistant

by randunun-eng

A local, human-paced MCP server for sourcing products on Taobao/Tmall, extracting per-SKU pricing, variant-linked reviews, and exporting to a comparison spreadsheet.

randunun-eng/taobao-sourcing-mcp

mcpserver-local

by khteh

A local Python MCP server that provides basic tools like greet, add_numbers, and system_info, designed for process-based connections via stdin/stdout.

khteh/mcpserver-local

Holded MCP Server

by javichulvi

An open-source MCP server for the Holded API that enables natural language management of invoicing, CRM, projects, team, and accounting.

JaviChulvi/holded-mcp

sau-mcp

by xyc667

MCP server wrapping social-auto-upload CLI for AI clients to verify cookies and publish videos/notes to Chinese social platforms (Douyin, Kuaishou, Xiaohongshu, Bilibili).

xyc667/sau-mcp

Skill Agent Gateway

by yanshawn

An MCP server that provides intelligent discovery, search, and on-demand loading of Claude Code skills and agents, reducing token usage by lazy loading.

YanShawn/skill-agent-gateway

HubSpot Custom Objects MCP Server

by saad-k-crm

Enables full CRUD operations on HubSpot custom objects, complementing the official server that only handles standard objects.

Saad-K-CRM/Hubspot-Custom-Objects-MCP

thread-storm

by asadhuddleduck

MCP server for publishing threads to Threads and Twitter/X simultaneously from Claude Code. Journal your thoughts, convert them to viral threads, and post everywhere at once.

asadhuddleduck/thread-storm

maps-mcp-server

by jquad-group

An MCP server providing geocoding, routing, isochrones, and POI-by-proximity search through self-hosted OpenStreetMap backends.

jquad-group/maps-mcp-server

simmy_mcp_langgraph_agent

by yangsungsim

MCP server offering web scraping, news headlines, weather, and daily quote tools, integrated with a LangGraph agent and Chainlit chat UI.

YangSungSim/simmy_mcp_langgraph_agent

de-final-project

by samimshs

Final class project for Data Engineering class

samimshs/de-final-project

Open Information MCP Toolkit

by vicovrnk

Self-hosted MCP toolkit providing web search, Wikipedia, and arXiv access without mandatory API keys, delivered as a Docker Compose bundle.

Vicovrnk/open_information_mcp

MCP AppleScript

by pietz

Enables Large Language Models to automate macOS applications and execute AppleScript commands through natural language. It features built-in security protections including application allowlists and dangerous pattern detection to prevent unauthorized or risky system operations.

pietz/mcp-applescript

SurveyMCP

by murali-ftw

Processes PDF emails from Gmail, generates structured surveys using Gemini, and sends HTML replies automatically via a queued workflow.

murali-ftw/SurveyMCP

imap-2-mcp

by hugoheinzson

Enables AI clients to search IMAP mailboxes with live access and a full-text index covering email bodies and attachments (PDF, DOCX, XLSX, text).

hugoheinzson/imap-2-mcp

cxone-wfm-intraday-mcp

by ssolanky

An MCP server that exposes governed CXone WFM Intraday tools to an AI assistant, enabling real-time analyst workflows like risk assessment and SLA recovery using synthetic data.

ssolanky/cxone-wfm-intraday-mcp

dep-guard-mcp

by mdjahidanwar

Scans Python, Node.js, Java/Spring, and PHP dependency manifests for known vulnerabilities using OSV and GitHub Advisory APIs.

mdjahidanwar/dep-guard-mcp

localllm-MCP

by tsxk1san

MCP server that enables AI to read, search, and edit local files securely without external data exposure, using local LLMs via Ollama and integrating with Open WebUI or Claude Desktop.

tsxk1san/localllm-MCP

HR MCP

by sathvik1607

Enables querying an HR analytics database (hr_db) using natural language, providing tools to get database schema and run read-only SQL queries for HR metrics like headcount, attrition, and payroll.

sathvik1607/MCP_AI_FORGE

CSV MCP Assistant

by dheemanth-hub

Enables querying CSV or Excel data using natural language through MCP tools, running pandas operations on an uploaded dataset.

dheemanth-hub/FastAPI-MCP

python-devtools

by holo-q

Enables live runtime inspection of any Python application, allowing MCP clients to query state, evaluate expressions, inspect objects, and read source code while the app runs.

holo-q/python-devtools-mcp

Bamboo MCP Server

by mvadly

Enables management of Atlassian Bamboo CI/CD pipelines, projects, plans, builds, and deployments through natural language commands.

mvadly/bamboo-mcp

mssql-pyodbc-mcp

by tsod

Local stdio MCP server for read-only Microsoft SQL Server access through Python and pyodbc, providing test connection, list tables, describe table, and query tools.

tsod/mssql-pyodbc-mcp

iCloud Email MCP Server

by lawiak

A Model Context Protocol (MCP) server that enables Claude Desktop to interact with iCloud email accounts. This server provides full email functionality including reading, sending, and managing emails through your iCloud account.

Lawiak/icloud-mcp

Vast.ai MCP Server

by crydevok

Enables comprehensive management of Vast.ai GPU cloud instances, including searching for GPU offers, creating and managing instances, executing remote commands via SSH, and monitoring background tasks for ML training workflows.

CryDevOk/vastai-mcp

rm_mcp

by nescript

rm_mcp bridges ROS Noetic and ROS 2 with Model Context Protocol, providing AI Agents with structured 'eyes' (state & system inspection) and 'hands' (controller actuation, signal injection, rosbag recording, and automated PID response analysis) for robotics debugging.

Nescript/rm_mcp

Claud-Ear

by null-phnix

An MCP server that gives AI agents the ability to listen to and understand music/audio files, enabling semantic analysis, stem separation, lyrics transcription, and signal processing via tool calls.

Null-Phnix/claud-ear

AutoFYI MCP

by saiganeshreddy7

Enables safe financial operations on the AutoFYI platform through natural language, including client search, allocation preparation, and invoice management with two-stage confirmation.

saiganeshreddy7/auto-fyi-playwright-mcp-server

Recipe Manager MCP Server

by magico13

Enables managing recipes via a web UI and MCP tools, allowing retrieval and saving of recipe data through natural language.

magico13/recipe-mcp

comfy-h3-mcp

by jonpojonpo

Enables MiniMax-H3 video+audio generation on a local ComfyUI via five simple tools, including image/reference-to-video, job polling/cancelling, and asset listing, with stateless prompt_id-based job handling.

jonpojonpo/comfy-h3-mcp

remote-observer-mcp

by marutyan

A read-only MCP server for observing registered local and SSH hosts, providing system, service, container, Git, and GPU status/log inspection through a closed-world registry without arbitrary shell access.

marutyan/remote-observer-mcp

WorkspaceAlberta

by harleycoops

MCP server for Canadian procurement intelligence, enabling unified search of federal and Alberta tender opportunities, deadline tracking, profile-based matching, daily briefs, and AI-assisted bid analysis.

HarleyCoops/WorkspaceAlberta

telegram-mcp

by davidphc

An MCP server that connects to a Telegram group chat, persists messages to a local SQLite database, and exposes tools to search, retrieve, and send messages via SSE.

davidphc/telegram-mcp-bot

VMware MCP Server

by pixellover1433

Enables management of VMware Workstation virtual machines, including lifecycle and snapshot operations, through MCP tools accessible by AI assistants.

pixellover1433/VMwareMCP

BitScale MCP Server

by featherflow

Connects your BitScale workspace to Claude, allowing you to manage grids, fetch row data, and trigger enrichment runs via natural language. It provides tools for listing grids, checking run status, and retrieving workspace details.

featherflow/bitscale-mcp

Accessibility MCP

by ksmuvva

Audits web pages for WCAG 2.2 AA accessibility aligned with the GOV.UK standard using axe-core and headless Chromium, returning structured JSON, markdown reports, and GDS compliance summaries.

ksmuvva/MCp-accessibility-Muvva