The MCP Trust Index.

mrugankpednekar/mcp-optimizer

Optimize crew and workforce schedules, resource allocation, and routing with linear and mixed-inte…

mrugankpednekar/mcp-optimizer

Math Operations

Provides basic arithmetic operations and matrix multiplication with 64-bit floating point precision, handling edge cases like division by zero and empty inputs for reliable mathematical computation in educational and data analysis workflows.

avanishd-3/math-mcp

ML Lab MCP

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

PushPullCommitPush/ml-mcp

JLCPCB Parts MCP Server 🎛️

JLCPCB PCBA向けの、部品探しを補助するためのMCPサーバー

Adrie-coder/jlcpcb-parts-mcp

mcp-server-suite

A customizable and extensible MCP (Model Context Protocol) servers designed for automation, integration, and AI-powered workflows. Features a modular architecture, easy API integration, and support for creating and managing custom tools and services

Dadiya-Harsh/mcp-server-suite

iwdp-mcp

iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support

nnemirovsky/iwdp-mcp

Semantic Search MCP

Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.

bborbe/semantic-search

Nutrition By Api Ninjas MCP Server

Provides access to the Nutrition By Api Ninjas API to extract detailed nutritional information from natural language food queries. It enables users to retrieve data such as calories, vitamins, and macros from text descriptions of meals.

BACH-AI-Tools/bachai-nutrition-by-api-ninjas

ThinkNEO Control Plane

Enterprise AI governance: spend, guardrails, policy, budgets, compliance, and provider health.

thinkneo-ai/mcp-server

Kite MCP Server

Zerodha Kite MCP server

illustriousj/kite-mcp-server

railrouter-lite

RailRouter Lite is a real, production-ready MCP server implementing the Model Context Protocol. It exposes one tool: route_payment. This tool intelligently routes payments to the optimal rail (Stripe MPP, Coinbase x402, or Google AP2) in real time, choosing based on cost, latency, and success rate. Every decision is logged to a Cloudflare D1 database, creating compounding routing intelligence

vdineshk/railrouter-lite

reddit-mcp

An MCP server that provides both read-only and authenticated access to Reddit content and interactions without requiring a developer API key. It enables users to browse posts, search subreddits, and perform write actions like commenting and voting by leveraging browser session cookies.

iris-alights/reddit-mcp

Garmin Workouts MCP

Garmin Workouts MCP is a standalone MCP server for Garmin Connect workouts. It is intended as a focused extension for workflows that need a bit more structure around Garmin workout payloads, especially strength training.

pranciskus/garmin-workouts-mcp

mcp-base

A bare-bones FastMCP server template designed to serve as a starting point for building custom Model Context Protocol servers. It provides a foundational structure for implementing tools over HTTP and includes a built-in health check utility.

sesopenko/mcp-filesystem-readonly

Astria-Index

AI memory that works like yours. Neural pathway architecture gives your AI persistent recall, contextual awareness, and cross-session continuity the way human memory actually works. 14 MCP tools. Works with Claude Code, Cursor, Windsurf, and any MCP client. $50/mo unlimited.

PL-ODIN/astria-plugin

MCP AI SOC Sher

AI SOC Security Threat analysis using MCP Server

akramIOT/MCP_AI_SOC_Sher

Claude ↔ Codex MCP Relay

A relay server that enables communication between Claude Code and Codex through shared messaging channels, facilitating collaborative workflows like code reviews. It includes tools for posting and fetching messages, a web UI for viewing conversations, and automated activity logging.

wiresharks/claudecodex

GitLab MCP Server

Enables AI-assisted code review and repository management for on-premise GitLab instances. It provides tools for interacting with merge requests, browsing source code, and searching repositories via the Model Context Protocol.

SynclyAI/gitlab-mcp

ZenTao

Integrates with ZenTao project management system to provide access to projects, products, stories, bugs, tasks, test management, releases, builds, and AI features through structured URI patterns and management tools.

bivex/zentaomcp

Umami MCP Server

MCP server exposing Umami analytics (Cloud + self-hosted)

Alurith/umami-mcp-server

DevPilot

Dev server supervisor for AI coders. Manages dev server lifecycles, detects reloads, checks health, and recovers from crashes. 10 MCP tools for full lifecycle management. Best used as a local stdio server (pip install devpilot-ai[mcp]) since it needs access to your machine processes and ports.

benzsevern/devpilot

gworkspace-mcp

An MCP server for automating Google Workspace applications including Sheets, Apps Script, Drive, Docs, and Gmail. It enables users to manipulate spreadsheets, edit scripts, manage files, and send emails directly from conversational AI interfaces.

LeooNic/gworkspace-mcp

n8n-mcp

A comprehensive MCP server that provides full control over n8n automation workflows through natural language. It offers 43 tools for managing workflows, executions, credentials, and data tables, with safety features like write-mode protection and double-validated workflow creation.

Siddharth0903/n8n-mcp

Minecraft Dedalus MCP

Enables AI agents to control Minecraft bots via natural language commands by bridging a Python MCP server with a Node.js Mineflayer bridge. It supports a wide range of in-game actions including complex pathfinding, resource gathering, crafting, and combat.

Kevin-Liu-01/Minecraft-Agent

Fetch MCP Server

Enables LLMs to fetch and process web content by converting HTML into markdown for easier consumption. It supports chunked reading via pagination and provides configuration options for robots.txt compliance and proxy usage.

AkM-2018/tmp_fetch

Grasshopper MCP Workflow

Connects Grasshopper and Cursor through MCP protocol, enabling natural language control of Grasshopper components, workflow automation, and parametric design operations.

AmemiyaLai/grasshopper-mcp-workflow

HubSpot MCP Server

An MCP server implementation that seamlessly connects Claude and other AI models to HubSpot CRM data. Provides tools for managing contacts, companies, and engagement activities through standardized interfaces. Simplifies contact creation, duplicate detection, and pipeline management with minimal configuration.

baryhuang/mcp-hubspot

agent-deploy-dashbaord

Unified deployment dashboard MCP server for AI agents. 9 tools to manage services across Vercel, Render, Railway, and Fly.io — deploy status, logs, service listing, environment variables, rollback, and health checks from one endpoint. Free tier: 50 requests/IP/day.

aparajithn/agent-deploy-dashboard-mcp

Zendesk MCP Server KON

이 프로젝트는 reminia/zendesk-mcp-server(

nicekon/zendesk-mcp-server-kon

Reading Companion

A 4-stage reading companion that guides users through structured interviews to discover preferences, generates curated book recommendations with thoughtful sequencing, and maintains detailed progress tracking with reflective logging stored locally in markdown format.

aby0/reading-companion

iMessage Max

Enables AI assistants to read, search, and send iMessages with features like contact name resolution, session grouping, and attachment listing. It provides intent-aligned tools to efficiently navigate conversation history and manage messages through natural language queries.

cyberpapiii/imessage-max

Manus Credit Optimizer

An MCP server that reduces Manus AI credit usage by up to 75% through intelligent prompt compression, smart model routing, and intent classification. It provides tools to analyze and optimize prompts for maximum efficiency without sacrificing quality.

rafsilva85/manus-credit-optimizer

GNOME UI

GNOME Wayland desktop automation via AT-SPI element discovery and Mutter remote desktop input.

asattelmaier/gnome-ui-mcp

Oxidize PDF

Generate, parse, split, merge, and manipulate PDF documents with native Rust performance.

bzsanti/oxidize-python

MCP IDE Bridge

A stateless MCP server that enables real-time, bidirectional messaging and collaboration between different IDEs and AI agents. It facilitates client-to-client communication, allowing tools like Cursor, VS Code, and Windsurf to coordinate workflows and share information seamlessly.

wiltshirek/mcp-ide-bridge

Systemonomic

Model work domains using Cognitive Work Analysis, score tasks for AI suitability, and design organisations.

TonyC23/systemonomic-mcp

OmniAudit MCP

A production-grade MCP server offering modules for GitHub issue/PR triage, live website auditing, and automated release note generation. It provides robust security features like write-operation confirmation gates, rate limiting, and dual-read storage backends.

Prekzursil/omniaudit-mcp

Gmail MCP - Instalación Automática y Segura

Acceso de asistentes de IA a Gmail mediante el Model Context Protocol (MCP)

FranciscoYuster/gmail-client-mcp-server

Browser Use Heroku

Enables AI agents to control and automate browser actions through an MCP server deployed on Heroku. Supports programmatic browser automation with natural language tasks across multiple LLM providers.

dsouza-anush/browser-use-heroku

stats-compass-mcp

Stats Compass provides various analysis and modelling tools for AI-automated data science workflows

oogunbiyi21/stats-compass-mcp

SunoMCP

Suno AI music generation with custom lyrics, song extension, cover/remix creation, lyrics generation, and persona management for reusable voice styles.

AceDataCloud/SunoMCP

FL Studio MCP Server

Enables AI assistants to control FL Studio through MIDI communication, providing transport control, mixer adjustments, channel rack manipulation, plugin parameter automation, and piano roll note editing capabilities.

karl-andres/fl-studio-mcp

UAAR University MCP Server

Provides structured access to PMAS Arid Agriculture University Rawalpindi's academic resources, admissions, and student services through 53 specialized tools. AI agents can manage course information, library services, hostel details, and administrative functions using secure stdio or HTTP transports.

SARAMALI15792/InstituaionMCPServer

AudioGen MCP Server

Enables users to generate sound effects from text descriptions using Meta's AudioGen model. Specifically designed for Apple Silicon Macs, it supports single and batch audio generation directly from natural language prompts.

peerjakobsen/audiogen-mcp

qt-mcp

An MCP server for inspecting, debugging, and interacting with PySide6 desktop applications. It enables AI agents to capture UI snapshots, read widget properties, and perform actions like clicking buttons or typing text.

0xCarbon/qt-mcp

Hacker News Reader MCP Server

Fetches Hacker News discussion threads and linked article content in LLM-optimized markdown format, enabling natural language analysis of HN posts and their conversations.

Malayke/hackernews-mcp

FrankenClaw

Modular MCP toolbox that gives AI agents controlled access to shell, files, Git, Ollama, Shopify, vision, browser automation, and more — 12 FrankenTools.

GuyMannDude/frankenclaw

Software MCP Server

A Model Context Protocol server that provides software management capabilities for your computer.

DumoeDss/mcp-server-software

Ambur MCP server

MCP server in Rust, for wrapping Ambur query and execute entry point messages to be broadcast by a signer

drewstaylor/ambur-mcp

Quarkus Model Context Protocol (MCP) Server

This extension enables developers to implement the MCP server features easily.

quarkiverse/quarkus-mcp-server