The MCP Trust Index.

Feedback Synthesis MCP

by sapph1re

MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.

sapph1re/feedback-synthesis-mcp

Roboflow MCP Server

by mayankd409

An MCP server that exposes the Roboflow API to MCP-compatible clients like Claude Code, Claude Desktop, and Cursor. Use it to manage datasets, upload and tag images, push annotations, and inspect projects without leaving your editor.

MayankD409/Roboflow-MCP-Server

Wallet BudgetBakers MCP

by lapin7771n

Read-only MCP server for accessing Wallet by BudgetBakers financial data, allowing users to query accounts, transactions, categories, budgets, and more via natural language.

lapin7771n/wallet-budgetbakers-mcp

Canvas LMS MCP Server

by ahnopologetic

Enables AI systems to interact with Canvas Learning Management System data, allowing users to access courses, assignments, quizzes, planner items, files, and syllabi through natural language queries.

ahnopologetic/canvas-lms-mcp

time-left-mcp-chatgpt

by areeburrehman-26

Provides a single tool to display visual progress bars for time remaining in the current day, week, month, and year, enabling ChatGPT to answer 'how much time is left?' queries with elegant visualizations.

Areeburrehman-26/time-left-mcp-chatgpt

Appointment Scheduler MCP Server

by fastmcp-me

A Model Context Protocol (MCP) server that connects to a PostgreSQL database to manage appointment scheduling.

fastmcp-me/backend-mcp

Crypto Indicators MCP Server

by accelizero

Provides real-time cryptocurrency market data and technical indicators (EMA, MACD, RSI, ATR, Bollinger Bands) from Aster DEX with multi-timeframe analysis support for trading pairs like BTC, ETH, and SOL.

accelizero/crypto_mcp

YouTube MCP Server

by arturochent

Enables Claude to search YouTube for artists and manage playlists on your YouTube account.

arturochent/youtube-mcp

Weather MCP Server

by rimeetmavani

Enables asking natural language weather questions; an LLM agent selects the appropriate live weather API tool and returns an HTML-formatted answer.

RimeetMavani/weather-mcp--build

Kontomanager MCP Server

by dhofer

Enables programmatic access to Austrian mobile carriers (yesss!, Georg, XOXO) account management. Allows users to check usage, download bills, manage SIM settings, and configure call forwarding through natural language interactions.

dhofer/mcp-server-kontomanager

vercel-mcp

by amerilain

Enables management of Vercel projects, deployments, domains, environment variables, and teams via the Vercel REST API.

amerilain/vercel-mcp

astro-mcp

by drewcyber

High-precision astrology tools for LLM agents, including natal charts, transits, progressions, synastry, and more, backed by Swiss Ephemeris.

DrewCyber/astro-mcp

GitHub Assistant MCP Server

by kamalesh-kavin

Enables natural-language queries about public GitHub repositories, including issues, pull requests, repo metadata, and READMEs, via the GitHub API.

Kamalesh-Kavin/github-mcp

UK Weather MCP Server

by kaihendry

Provides real-time weather forecasts for any global location using the UK Met Office DataHub API, with hourly, 3-hourly, and daily forecasts in Markdown or JSON.

kaihendry/uk-weather-mcp-via-skill

mcp-acp

by fastmcp-me

Enables management of Ambient Code Platform (ACP) sessions, including creating, viewing, and deleting sessions, with support for labels and bulk operations.

fastmcp-me/mcp-ambient-code

MCP CTF Challenge Server

by aganita

A vulnerable MCP server designed for educational CTF challenges. It demonstrates various MCP security vulnerabilities in a controlled environment.

aganita/mcp-ctf-challenge

CodeBrain

by liuwanwan1

Provides semantic code search and index status for codebases using RAG, enabling AI tools to query code knowledge.

liuwanwan1/CodeBrain

McMaster-Carr MCP Server

by mjbraun

Enables searching and retrieving detailed product specifications from McMaster-Carr using part numbers or search queries.

mjbraun/mcmaster-agent

Fund Trading Agent

by liuwenhao154

Multi-agent system for long-term fund investment decision support, integrating analysis, risk control, and MCP tools to assist with fund trading decisions.

liuwenhao154/Fund-Trading-Agent

repo-context

by zyf0717

Read-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.

zyf0717/repo-context

Mcp_cosyvoice

by 943003797

Mcp server

943003797/Mcp_cosyvoice

ESPN Fantasy Basketball MCP Server

by dylancharris

An MCP server that provides access to ESPN Fantasy Basketball APIs, enabling Claude and other MCP clients to fetch league teams, rosters, free agents, matchups, NBA schedules, and live draft assistant tools.

dylancharris/espn-fantasy-basketball-mcp

SpunkyBlade/bambu-mcp-agent

by spunkyblade

A Model Context Protocol (MCP) server that acts as a manufacturing consultant for 3D printing, analyzing .3mf print files and recommending optimal settings for speed vs. strength trade-offs.

SpunkyBlade/bambu-mcp-agent

Excel

by av-volgin

Reads, writes, and analyzes Excel files with formula-aware capabilities and structured batch operations.

av-volgin/excel-mcp

aa-mcp-server

by thehesiod

An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty Points progress, transaction history, upcoming trips, travel credits, and partner offers.

thehesiod/aa-mcp

Antigravity MCP

by terrychahn

An MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via natural language.

terrychahn/agy-mcp-server-prototype

Slack Gemini MCP Server

by kimyounghoon-chad

Enables querying Slack channels and messages, then using Google Gemini to answer questions or summarize conversations.

kimyounghoon-chad/slack-gemini-mcp

MapNetwork MCP Server

by toruproject

Generate styled map images (PNG/SVG) for any location, with customizable color themes and walking/driving routes, directly from Claude or any MCP-compatible AI assistant.

toruproject/mapnetwork-mcp

SolidWorks MCP Server

by sam-of-the-arth

Enables Claude to create and manipulate SolidWorks CAD models through natural language commands, automating part creation, sketching, and extrusion.

Sam-Of-The-Arth/SolidWorks-MCP

Amharic Dataset MCP

by yosef-ali

Enables collection, enhancement, and quality scoring of authentic Amharic datasets, with integration for AI models like Gemini and Qwen.

Yosef-Ali/amharic-dataset-mcp

Sense

by m3data

Provides ambient cross-project context for AI conversations by indexing a portfolio of projects and automatically injecting relevant prior work, weighted by recency and conversation trajectory.

m3data/sense-mcp

Voice MCP

by jochiang

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

panther-mcp

by pantherwatch

Enables AI assistants to backtest trading strategies described in plain English, providing access to market data, technical indicators, and comprehensive performance reports.

PantherWatch/panther-mcp

mcp-architect

by kannajune

Stop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.

kannajune/mcp-architect

PubMed Advanced MCP Server

by suyashekhande

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

MCProxy

by evgenygurin

An MCP server that gives AI agents on-demand access to proxies from the world's leading and Russian/CIS proxy providers — through a single, unified interface.

evgenygurin/MCProxy

FlowCheck MCP Server

by backslash-ux

Acts as a production-grade safety layer for AI-assisted coding, monitoring Git hygiene, scanning for security issues (PII, secrets, injection), and enabling semantic history search.

backslash-ux/flowcheck

godot-docs-mcp

by 15195999826

Query Godot Engine documentation with full-text search across classes, methods, properties, and inheritance.

15195999826/godot-docs-mcp

Keboola API Documentation MCP Server

by keboola

Give your AI agents instant access to Keboola API documentation. Search endpoints, get parameter details, and generate curl examples—all through MCP tools.

keboola/keboola-api-documentation-mcp-server

Simulator MCP

by 992429169

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

zotero-mcp-plus

by yuchenxin-zju

Connects your Zotero research library with AI assistants (Claude, ChatGPT, etc.) via the Model Context Protocol, enabling paper review, summaries, annotations, and semantic search both locally and through the web API.

YuChenXin-ZJU/zotero-mcp-plus

invarianteval-mcp

by alpharomerojl

Enables AI agents to run safety-invariant checks on structured outputs, ensuring locked fields are never auto-filled by the model without human confirmation. The server provides two tools: check_invariants and list_invariants for deterministic eval of high-stakes extractions.

AlpharomeroJL/invarianteval

OPC UA MCP Server

by intigration

Connects AI agents to OPC UA-enabled industrial systems for real-time monitoring and control of operational data. It enables users to read, write, and browse industrial device nodes through natural language interactions.

intigration/mcp-uaserver

Quant Finance MCP Server for Stock Analysis and Options Analytics - HPSILab

by haiyunsky

Institutional-grade quantitative stock analysis and research signals for AI agents via the Model Context Protocol (MCP).

haiyunsky/hpsilab-mcp-server

azure-pricing-mcp

by pimentelleo

Enables LLMs to query Azure service pricing via the public Azure Retail Prices API, with tools for searching prices, estimating costs, comparing regions, and listing services.

pimentelleo/azure-pricing-mcp

mcp-analytics

by moreti2002

MCP server for pairs trading based on cointegration with anti-lookahead guarantees and realistic costs; provides tools for cointegration testing, backtesting, walk-forward validation, and risk management.

Moreti2002/mcp-analytics

stock-price-mcp-server

by sammylin

Enables real-time stock price queries and historical data retrieval for US, Taiwan, and other global markets via Yahoo Finance.

SammyLin/stock-price-mcp-server

Apache Doris MCP Server

by fastmcp-me

An MCP server that enables users to interact with Apache Doris databases through natural language, supporting query and management operations.

fastmcp-me/mcp-doris

Github CLI MCP Server

by bpmiranda3099

Enables interaction with GitHub by wrapping the gh CLI into two generic tools for executing any gh command and suggesting syntax, providing structured JSON output.

bpmiranda3099/gh-cli-mcp-server

agentladle/mcp-sec

by agentladle

It enables AI assistants (Claude, Cursor, etc.) to access SEC EDGAR data through 6 structured tools — from discovering available filings to keyword-searching within their pages.

agentladle/mcp-sec