The MCP Trust Index.

openproject-codex

by varaprasadreddy9676

Enables Codex to interact with OpenProject for project management, work packages, and reporting.

varaprasadreddy9676/openproject-codex-plugin

starsinger-mcp

by jupiterspins

MCP server for StarSinger: make a finished AI song with real vocals from a brief (free daily song or a credit), or search and stream the AI music catalog

jupiterspins/starsinger-mcp

MCP Capability Matchmaker

by ywh0606

An MCP gateway and offline catalog CLI that aggregates multiple upstream MCP servers into a single stdio endpoint, and provides tool recommendation and catalog inspection without connecting to upstreams.

ywh0606/mcp-capability-matchmaker

uSMART MCP

by liusheldon238

A local-first MCP server that provides read-only access to uSMART Singapore account, positions, orders, market quotes, historical K-lines, and health checks.

liusheldon238/usmart-mcp

sf-demo-builder

by sidbhat

Provisions isolated SAP SuccessFactors demo orgs and generates two-surface demo scripts for Joule Chat and Joule Desktop/Claude Code.

sidbhat/sf-demo-builder

GPTHuman-Humanizer

by gpthuman-ai

Transform AI-generated text into natural, human-sounding content that successfully bypasses AI detectors.

GPTHuman-ai/mcp-server

mcp-starter-kit

by tran196

Portfolio-ready MCP server template with database, API, and file tools

tran196/mcp-starter-kit

gezel

by bendyline

Gezel

bendyline/gezel

python-repl-mcp

by miloira

一个基于MCP的Python REPL服务器，支持多会话管理、代码执行、历史记录回放和包安装，为AI提供Python解释器能力。

miloira/python-repl-mcp

google-workspace-mcp

by hawkxdev

Five isolated remote MCP servers for Gmail, Calendar, Drive, Sheets, and Docs

hawkxdev/google-workspace-mcp

mcp-colorapi

by pipeworx-io

Wraps thecolorapi.com to provide color data and information through MCP, with no authentication required.

pipeworx-io/mcp-colorapi

mcp-browser-use

by adamdude828

This server provides a note storage system with a custom URI scheme, allowing users to add and summarize notes, with adjustable summary detail levels.

adamdude828/mcp-browser-use

skills-over-mcp-demo

by olaservo

Serves Agent Skills over MCP using the SEP-2640 Skills Extension, enabling skills discovery, retrieval, and resource reading via MCP.

olaservo/skills-over-mcp-demo

mcp-giantbomb

by pipeworx-io

MCP server for searching Giant Bomb's video game database. It provides a single search tool to query games, characters, and other resources.

pipeworx-io/mcp-giantbomb

line-oa-mcp-ultimate

by wasintoh

Talk to your LINE Official Account through AI — broadcasts, Flex & tappable Rich Messages, Thai-ready rich menus, coupons, insights, LINE Shopping. New in 2.2: attach a picture, say send — zero hosting setup, verified before success. 51 tools (37+14), multi-OA. Works with Claude Cowork, Claude Code, Cursor, Codex & any MCP host.

wasintoh/line-oa-mcp-ultimate

Iris

by rux-eth

Iris is a self-hosted personal AI assistant MCP server that manages calendar, tasks, daily planning, and memory over Telegram, with deterministic action gating and a security envelope.

rux-eth/iris

MCP YouTube-DLP

by yorickchan

Provides tools for downloading YouTube videos and audio using yt-dlp, enabling integration with AI assistants via MCP.

yorickchan/mcp_youtube_dlp

VisionPower

by helalove0812-source

VisionPower enables AI agents to analyze images, read text from screenshots, and interpret charts using any OpenAI-compatible vision model. It supports local images, URLs, base64, and multiple images with order preservation.

helalove0812-source/visionpro-suite

arvore-mcp-servers

by arvoreeducacao

A collection of Model Context Protocol (MCP) servers developed by Arvore for seamless integration with AI assistants like Claude.

arvoreeducacao/arvore-mcp-servers

mcp_media_server

by neal3000

neal3000/mcp_media_server

Modular RAG MCP Server

by xiaoxinbuxingyeyuan

Enables AI clients to retrieve study-abroad admissions knowledge through a local, pluggable RAG pipeline with hybrid search, reranking, citations, and observability. It provides MCP tools, document ingestion, and a Streamlit dashboard for managing and evaluating retrieval.

xiaoxinbuxingyeyuan/MODULAR-RAG-MCP-SERVER

firered-tts

by taral14

Local multilingual TTS (24 languages incl. Ukrainian) with zero-shot voice cloning, voice design, and speech editing via HTTP API and MCP server.

taral14/firered-tts

pointmoon-mcp

by johangace

Provides sourced, current physical and environmental field-truth (weather, air quality, water, terrain, etc.) for any location, with provenance and typed silence to prevent hallucination.

johangace/pointmoon-mcp

addsign-mcp

by rmindgh

Enables AI assistants to send documents for e-signature, track signing status, remind pending signers, and download signed PDFs with audit-trail hashes via the AddSign API.

rmindgh/addsign-mcp

Gemini Consultant MCP

by amu3dev

A TypeScript MCP server that enables agents to request focused, one-shot consultations with allowlisted Gemini models, with guaranteed model provenance and no silent model changes.

amu3dev/gemini-consultant-mcp

FastMCP LangGraph Webinar Demo

by akhilesh-2024

A terminal-based MCP server that provides tools like web search, URL fetching, note management, and calculations, and connects them to a LangGraph ReAct agent for multi-step tasks.

Akhilesh-2024/Webinar

Home Assistant

by andrelandgraf

Demonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction

andrelandgraf/mcp-vs-function-calling

Bags-SDK-hackathon

by outerheaven199x

Launch a coin in 3 steps from your terminal. 43 MCP tools. Fee splits, claims, Dexscreener, agent auth. Your AI handles the rest.

outerheaven199X/Bags-SDK-hackathon

PowerTree MCP Server

by bin2ai

Enables AI assistants to perform electronic circuit power tree analysis, including opening projects, solving margins, validating designs, editing elements, managing waivers, and exporting reports.

bin2ai/powertree

MinecraftBot

by tomorins

Enables controlling an autonomous Minecraft Java Edition player through MCP, with structured world perception, navigation, gathering, crafting, combat, building, skill-based task execution, and long-term memory integration.

Tomorins/MinecraftBot

clervo/clervo

by clervo

A stdio MCP server backed by the TypeScript SDK that exposes frozen Clervo operations for web search and answer functionality, enabling agents to find and understand information through a clean-room outcome infrastructure.

clervo/clervo

CI Investigator MCP

by codebkashif

Provides tools to analyze and debug GitHub Actions CI failures, including summarizing failures, detecting flaky tests, and suggesting fixes.

codeBKashif/ci-investigator-mcp

organon-create-image

by aurynsinclair

MCP server for generating images using Gemini, supporting multiple aspect ratios and both AI Studio and Vertex AI backends.

aurynsinclair/organon-create-image

mcp-apis-guru

by pipeworx-io

Keyless directory of 2,500+ public APIs and their OpenAPI specs, enabling AI agents to discover and interact with APIs.

pipeworx-io/mcp-apis-guru

rootpilot-ssh-diagnose

by easton-ou

Enables reading diagnostic data from remote servers over SSH using a whitelist of read-only commands, with secret redaction.

Easton-OU/rootpilot-mcp

jsonui-mcp-server

by tai-kimura

Tai-Kimura/jsonui-mcp-server

CMS Open Payments

by pipeworx-io

Enables searching the CMS Open Payments dataset for physician, company, product, and research payments using structured filters, with annual dataset discovery through the official DKAN API.

pipeworx-io/mcp-cms-open-payments

cyberdyne-mcp

by cyberdyne-os

Lets an AI agent hire and pay a verified human: post real-world tasks (voice, observation, judgment) and pay in USDC via a non-custodial x402 auth-capture escrow on Base, budget frozen at deploy. Humans verify their X identity before submitting.

Cyberdyne-OS/cyberdyne-mcp