The MCP Trust Index.

FL Studio 2025 AI Bridge

by boyan253

Enables AI assistants to read and control FL Studio 2025 projects via file-based RPC and MIDI wake, overcoming sandbox restrictions for tempo, mixer, and note recording.

Boyan253/fl-studio-2025-ai-bridge

スマレジMCPサーバー

by kogai

Enables LLMs to generate code for interacting with the Smaregi platform API by providing API usage documentation, but does not call the actual API.

kogai/smaregi-mcp

ComfyMCP

by hernantech

Enables Claude to generate images via ComfyUI from natural language requests, automating workflow construction and execution.

hernantech/comfymcp

MCP OpenAI Server

by gto1seoul

Enables Claude to directly invoke OpenAI's chat models (GPT-4o, GPT-4o-mini, o1-preview, o1-mini) through a Model Context Protocol integration, allowing users to query and compare responses from different AI models within Claude Desktop.

gto1seoul/openai-mcp

oracle-db-mcp

by kuass

MCP server for accessing Oracle databases, enabling schema exploration, query execution, and performance analysis.

Kuass/oracle-db-mcp

AI4IA-MCP-Server

by rezzfayyazi

Bridges AI assistants with Wazuh SIEM infrastructure, providing natural language access to security alerts, vulnerability analysis, CVE databases, and network documentation for security operations.

RezzFayyazi/AI4IA-MCP-Server

Tavily Web Search MCP Server

by terellcodes

Enables web search capabilities through the Tavily API, allowing users to search the web for information using natural language queries through the Model Context Protocol.

terellcodes/yfinance-mcp

syncly-dataset-mcp

by rimmade

Enables querying JSON/JSONL social datasets in Claude Desktop via MCP tools, using DuckDB as the backend database.

rimmade/syncly-dataset-mcp

at-eli-mcp

by matematicsolutions

Enables searching and retrieving Austrian federal legislation and case law from the official legal information system RIS, with verifiable ELI and ECLI identifiers.

matematicsolutions/at-eli-mcp

mcp-uuid

by conao3

A Model Context Protocol server that generates random UUIDs (v4) for MCP-compatible clients like Claude Desktop.

conao3/python-mcp-uuid

comsats-timetable-mcp

by abbdullahjan

Enables fetching and analyzing COMSATS University timetables via natural language, bridging Claude Desktop with the live university timetable system.

abbdullahjan/comsats-timetable-mcp

TaskChampion_MCP

by gabiup2

MCP server for Taskwarrior 3.x — 35 tools for task lifecycle, time tracking, schema validation, and role-based permissions.

GabiUp2/TaskChampion_MCP

Claw Recall

by rodbland2021

Persistent, searchable memory for AI agents. Enables agents to recover context after compaction by searching indexed conversations, emails, and files via MCP tools.

rodbland2021/claw-recall

RHOAI MCP Server

by opendatahub-io

An MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations, model serving, and more.

opendatahub-io/rhoai-mcp

mcp-google-forms

by kamarusama

MCP server for managing Google Forms — quizzes, grading, images, responses.

KamaruSama/mcp-google-forms

Gemini MCP Chatbot

by nanthagopaleswaran

An MCP server exposing calculator, file read, and file write tools for the Gemini CLI agent, enabling mathematical computations and file operations through natural language.

NanthagopalEswaran/Gemini-MCP-Integration

Fraud Detection MCP

by liatdavid2

AI-powered fraud detection and investigation platform that exposes tools for querying, scoring, and investigating financial applications using LangGraph, MLflow, and SQLite in-memory.

liatdavid2/fraud-detection-mcp

LLM Memory MCP Server

by ranjanjyoti152

Enables AI assistants across platforms to share memory, recall facts, preferences, and conversation history, creating a unified cognitive system.

ranjanjyoti152/LLM-MCP

remit-mcp

by gabrielmahia

MCP server for African diaspora remittance optimization, enabling comparison of remittance corridors and estimation of savings.

gabrielmahia/remit-mcp

ML Experiment Tracker MCP

by prateek-gaurav7296

Query your MLflow experiments in plain English using Claude Desktop. No dashboards, no SQL — just ask.

Prateek-Gaurav7296/experiments-mcp

coda-mcp-server

by tjc-lp

Enables AI-powered document automation and data manipulation with Coda.io through the Model Context Protocol, supporting document, page, table, row, and formula operations.

TJC-LP/coda-mcp-server

TmuxControlLib MCP Server

by jbwinters

Enables Claude to control tmux sessions, manage windows and panes, and search/extract text from terminal output.

jbwinters/tmuxcontrollib

fcgen-mcp

by kouya-group

Enables LLMs to safely generate parametric CAD parts (STEP/STL) using verified templates and FreeCAD, with validation and assembly support.

kouya-group/fcgen-mcp

Spring JVM Diagnostics

by atulbargotra

Diagnoses performance problems in Java Spring Boot applications with JVM metrics and thread analysis.

atulbargotra/jvm-mcp

Viz MCP Server

by ceeyang-ai

Enables AI agents to create data visualizations like bar charts, line charts, pie charts, scatter plots, and histograms, returning inline SVG or PNG files.

ceeyang-ai/viz-mcp-server

mega-outlook-mcp

by grokeverything

Comprehensive MCP server for local Microsoft Outlook automation, providing 64 tools across email, calendar, contacts, tasks, notes, and Exchange features on both Windows and macOS.

grokeverything/mega-outlook-mcp

Firestore MCP Server

by gitskyflux

MCP Server to interact with Google Cloud Firestore

gitskyflux/firestore-mcp

pdf-context

by mematcha

A local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.

mematcha/pdf-context

pgsql-mcp

by surajmandalcell

Enables interaction with PostgreSQL databases through comprehensive database management tools including index tuning, query execution plans, health checks, schema intelligence, and safe SQL execution with configurable read-only mode for production use.

surajmandalcell/pgsql-mcp

Synthetic Audience MCP

by ashray

An MCP server for testing whether a draft asset is likely to resonate with a target audience.

ashray/hud-rsi-synthetic-audience-mcp

Swarm Orchestrator

by of-arte

An MCP server that extends AI coding assistants with deterministic, algorithmic capabilities such as code analysis, fault localization, and formal verification, enabling an autonomous engineering team within the IDE.

Of-Arte/swarm-orchestrator-mcp-deprecated-

sbl-debugger

by soundbytelabs

Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, supporting attach, breakpoints, stepping, register/memory inspection, and SVD peripheral decoding.

soundbytelabs/sbl-debugger-mcp

sai-roadmap-mcp

by saichintamani

An MCP server that exposes certifications, projects, and an AI engineering learning roadmap as callable tools for MCP clients like Claude Desktop.

saichintamani/sai-roadmap-mcp

APIMatic Validator MCP Server

by apimatic

Enables validation of OpenAPI 2.0 and 3.0 specifications in JSON or YAML format using APIMatic's comprehensive API validation service through the Model Context Protocol.

apimatic/apimatic-validator-mcp

FreeCAD Robust MCP Server

by beastknight933

Enables AI assistants to interact with FreeCAD for 3D modeling, macros, and debugging via MCP.

Beastknight933/freecad-MCP

MTG Card Lookup MCP Server

by jabelk

Enables fuzzy lookup of Magic: The Gathering cards by name using the Scryfall API, returning card details including type, oracle text, mana value, and images.

jabelk/mtg-mcp

Salesforce MCP UI Automation

by deviank88

Automates Salesforce via browser using Playwright with persistent session. Supports Data Cloud, Setup, and other UI-only areas through generic tools.

Deviank88/Salesforce-MCP-UI-Automation

Insurance Claims MCP RAG Agent

by swapnilmundhekar

Provides retrieval-augmented generation for insurance claims, enabling search, clause retrieval, and governed tool-calling over policy documents using local LLM (Ollama).

SwapnilMundhekar/insurance-claims-mcp-rag

Weather MCP Server

by amplifyautomation

Provides weather forecasts and active alerts from the US National Weather Service API for US locations.

AmplifyAutomation/weather-mcp-server

file-mcp

by yun-wulian

Windows-first MCP server for deterministic file writes with atomic create, replace, and structured edit operations, preserving encoding and newline styles.

yun-wulian/file-mcp

aamangeldi/dad-jokes-mcp

by aamangeldi

Get a random dad joke or search by keyword to fit any moment. Retrieve specific jokes by ID for re…

aamangeldi/dad-jokes-mcp

DynamicMCPProxy

by happymonkeyai

A smart MCP proxy server that lazily loads relevant MCP tool servers based on project context, keeping AI tool counts within recommended limits. It enables agents to dynamically activate, deactivate, and discover MCP servers to optimize context usage.

HappyMonkeyAI/DynamicMCPProxy

Knowledge Assistant MCP Server

by smgilliatt

A multi-agent RAG MCP server that answers questions from your documents with a human-in-the-loop approval step, using a coordinator, retriever, and synthesizer agents.

SMGilliatt/knowledge-assistant-mcp

notify-mcp

by slchenchn

Enables AI to send push notifications to your phone via a configurable gateway. It is a thin wrapper that posts to an Apprise push gateway.

slchenchn/notify-mcp

media-downloader

by alexanderchen5966

A multimedia downloading and conversion MCP server supporting YouTube, HLS streams, podcasts, and images, with features like batch downloads, subtitle extraction, format query, and whitelist management.

AlexanderChen5966/DownloadVideoPythonProject

mcp-server-template

by achimstruve

A production-ready FastMCP server template supporting local development with stdio and secure web deployment with HTTPS and OAuth.

achimstruve/mcp-https-OAuth-database-template

MCP Installer

by smithery-ai

Official MCP server for Smithery CLI

smithery-ai/smithery-cli-mcp

Microsoft Style Guide MCP Server

by mbender-ms

A professional MCP server for analyzing content against the official Microsoft Writing Style Guide, enabling style, grammar, terminology, and accessibility checks via AI tools like VS Code and GitHub Copilot.

mbender-ms/mslearn-authoring-mcp-server

Weather Alerts MCP Server

by shubhechhadey

Provides real-time weather alerts for US states using the National Weather Service API, enabling users to fetch and view active weather warnings through natural language queries.

shubhechhadey/mcpproject

MCPServer (FastMCP)

by justineqinlao

A minimal Model Context Protocol server built with FastMCP that provides basic utility tools including user greetings, number addition, and file listing operations. Includes examples of exposing tools, resources, and prompts for MCP-aware clients.

JustineQinLao/MCPServer