The MCP Trust Index.

PlanManager MCP Server

A hierarchical plan management system built on FastMCP and SQLite that enables users to create, track, and manage various types of plans including travel itineraries, study schedules, and work tasks with templates, search capabilities, and progress statistics.

Danson-dan/plan_mcp_service

systerd-lite

An AI-Native OS Core that enables LLMs to autonomously monitor, control, and optimize Linux systems with 200+ system control tools covering process management, security, containers, and self-editing capabilities.

rintaro-s/sisterd_lite

MCP Mempool

An MCP server that provides AI agents with real-time and historical Bitcoin network data by wrapping the mempool.space WebSocket and REST APIs. It enables tracking addresses, monitoring blocks, and retrieving transaction details or fee estimates through natural language.

jaducku/mcp-mempool

MCP_3

Provides paper search and management capabilities along with weather queries, demonstrating MCP integration for AI systems to interact with external resources and tools.

sunhuiowo/MCP

md2doc

An MCP server that converts Markdown text to DOCX format using an external conversion service. It supports custom templates, multi-language output, and provides flexible file handling for both local and cloud-based deployments.

Yorick-Ryu/md2doc-mcp

Swiss Truth MCP

Verified knowledge base for AI agents. Stop hallucinations with certified, source-backed facts. Covers Swiss law, health, finance, climate, AI/ML, and more. 8 tools, no API key needed, public and free.

swisstruthorg/swiss-truth-mcp

GitHub MCP Server

Enables comprehensive GitHub workflow automation including Actions monitoring, PR management, code search, file operations, and repository management through a code-first architecture that reduces token usage by 98%.

crypto-ninja/mcp-server-for-Github

ResumeTailor

An MCP server that enables users to automatically tailor LibreOffice resumes by updating specific sections based on job descriptions via the UNO API. It allows Claude to modify skills, projects, and work experience in .odt templates to generate customized resume files.

adi2355/MCP-Resume-Editor

FastAPI MCP Math and Tool Registration Demo

A FastAPI-integrated MCP server that provides mathematical operations like addition and multiplication using Pandas for data manipulation. It serves as a comprehensive example for implementing different tool registration patterns and real-time communication via Server-Sent Events.

hannguyendd/fastapi-with-mcp

VidTranslate MCP Server

Enables AI-powered translation of YouTube videos into localized versions with synthesized voiceovers and avatar videos. Supports the full content pipeline from transcript extraction and translation to video generation and publishing across social platforms.

sonuji8252-creator/vidtranslate-mcp

yifanli-mcp-add-demo

A minimal Model Context Protocol server that provides a simple tool for adding two integers. It serves as a demonstration of the official Python MCP SDK and is designed for local execution via stdio.

tryp0xy1us/yifanli-mcp-add-demo

mcp-notify

A simple MCP server for sending desktop notifications.

5n7/mcp-notify

Zabbix

Integrates with Zabbix 7.4 monitoring infrastructure with 86 tools, read-only mode, and 96% test coverage.

alysko/zabbix-mcp

Multi-Agent Thinking MCP Server

MCP server for multi-agent thinking using smolagents

Hajime-Y/multiagents-thinking

MCPizza - Enhanced

An educational MCP server that enables users to browse Domino's menus, find coupons, and configure customized pizza orders via natural language. It demonstrates complex tool orchestration and real-time API integration for order validation and pricing, though final placement is limited by CAPTCHA.

dshanklin-bv/mcp-pizza

Clinical Trials Data Server

Provide structured access to ClinicalTrials.gov data for searching, retrieving, and analyzing clinical trial information. Enable multi-parameter searches, detailed trial retrievals, and statistical analyses to support medical research and healthcare decision-making. Deliver robust error handling and flexible field selection to optimize data responses.

plainyogurt21/clintrials-mcp

n8n-mcp

A Python-based MCP server adapted from the n8n_agent project that implements a note storage and summarization system. It enables users to create, retrieve, and summarize notes through the Model Context Protocol.

shifusen329/n8n-mcp

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

sankethsura/mcp-server-test

Skyscanner MCP Server

Enables flight and airport search capabilities through Skyscanner, allowing users to find flight options, compare prices, and locate airports using natural language.

shadyvb/mcp-skyscanner

Product MCP Telegram Bot

This MCP server enables product management and mathematical calculations through a Telegram bot interface. It allows users to view, search, and add products to a database using natural language commands.

balychevtsev-coder/MCP

cdisc-mcp

Exposes CDISC standards data including SDTM, ADaM, CDASH, and Controlled Terminology as tools for AI assistants via the CDISC Library API. It enables users to search standards, retrieve domain variables, and access codelist definitions to facilitate clinical research data management.

Teninq/cdisc-mcp

Lenny RAG MCP Server

Provides hierarchical RAG over 299 Lenny Rachitsky podcast transcripts for product development brainstorming and insight retrieval. It enables semantic search across topics, insights, and examples to surface expert advice on product management and growth.

mpnikhil/lenny-rag-mcp

Memvid

Converts text content and PDFs into searchable video-based memory systems using H.264/H.265 encoding, enabling semantic search and chat interactions with encoded content for persistent knowledge storage and retrieval.

angrysky56/memvid_mcp_server

Slice.js Documentation MCP

Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.

VKneider/slicejs-mcp

Mcp Launcher

🐳🧩 Easy to use MCP builder & launcher for all possible MCP servers, just like Ollama for models!

moeru-ai/mcp-launcher

Discord Decision MCP

Enables AI agents to request user decisions and send notifications via Discord when human intervention is required during autonomous tasks. It supports blocking questions with custom options, progress reporting, and persistent state for seamless remote task management.

yarang/discord-decision-mcp

Magnetics SME MCP Server

Provides specialized tools for electromagnetics and magnetic circuit analysis, including field calculations, material property lookups, and unit conversions. It enables AI agents to perform precise physics computations and reason through complex engineering problems using real-world equations.

jkearney126/maxwell_bot

MCP-Model-Context-Protocol-Projects

In this Repo I am learning and practically implementing MCP clients and servers in python.

manojshipra/MCP-Model-Context-Protocol-Projects

MCP Code Reviewer

An AI-powered server for code analysis, requirements validation, and automated fix proposals with human-in-the-loop confirmation. It supports multiple LLM providers and ensures safe file modifications through automatic backups and path validation.

whtan410/mcp_code_review

LeaveManager

A Model Context Protocol server that enables users to manage employee leave through natural language. It provides tools to check leave balances, apply for leave, and view leave history via Claude integration.

umamaheswararao04/leavemanager-mcp-server

Gitingest MCP Server

Enables analysis and querying of Git repository content (both public and private) through a unified tool that provides repository summaries, file structures, and full content optimized for LLM consumption.

mattdepaolis/mattdepaolis-gitingest-mcp

try_fastmcp

chat with a llm having access to a mcp server.

iAbdelRahim/mcp_chat

Lilith Gmail

Privacy-aware Gmail integration that syncs to PostgreSQL with PII sanitization, semantic search, and configurable redaction levels.

agent-lilith/lilith-emails

GitHub MCP App Shim

A lightweight stdio-to-http relay that enables the GitHub MCP server to authenticate using a GitHub App instead of a Personal Access Token. It automatically manages fine-grained permissions and short-lived tokens for secure, organizational AI agent workflows.

incognita-labs/github-mcp-shim

MelviChat MCP Server

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

melvi24/MCP-CHAT-IA

Weather MCP Server

Provides real-time US weather alerts and forecasts by integrating with the National Weather Service API. It enables AI assistants to fetch state-specific alerts and detailed local forecasts using geographic coordinates.

aitiwari/weather

Kerykeion MCP Server

Enables astrological chart generation including natal charts, synastry, transits, composite charts, and planetary returns using the Kerykeion library. Supports multiple output formats (text, SVG, PNG) and customizable themes, house systems, and languages.

Jasperb3/kerykeion-mcp

Arduino MCP Server

Enables AI assistants like Claude to control Arduino boards in real-time, allowing users to turn LEDs on and off through natural language commands using the Model Context Protocol and Firmata.

AimanMadan/Arduino_MCP_Server

PEP MCP Server

Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs) directly from official sources like peps.python.org. It enables users to query active PEP titles and fetch document content or focused excerpts through natural language.

ribbit-br/mcp-pep-server

GitHubMcpServer

Exposes GitHub REST API operations as AI-ready tools for managing repositories, tracking push history, and updating settings. It enables LLM agents to perform tasks like creating repositories, retrieving metadata, and monitoring branch activity through a standardized interface.

moksh555/GitHubMcpServer

Kylas CRM MCP Server

Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.

akshaykylas94/MCP

Google Sheets MCP Server

Provides a secure bridge for AI assistants to interact with the Google Sheets API via 31 tools for spreadsheet management, data manipulation, and table-level operations. It supports both Service Account and OAuth 2.0 authentication for tasks including batch updates, CSV imports, and conditional formatting.

santiagopereda/MCP_GoogleSheets

MCP Docs Search Server

This is a lightweight, plug-and-play MCP server that empowers any LLM to dynamically search and retrieve up-to-date documentation from popular AI libraries such as LangChain, LlamaIndex, and OpenAI.

RohitKrish46/docs-mcp-server

GitHub PR Analysis MCP Server

Enables the analysis of GitHub Pull Requests to extract metadata, commits, and code changes for structured AI insights. It also supports the optional creation of Notion pages to store and organize the resulting analysis.

samarora837/MCP-STDIO

MCP Python Linter

Enables Python code linting by integrating the Model Context Protocol with tools like pylint and the OpenAI API. It allows for dynamic tool discovery and uses LLMs to orchestrate tool selection and provide refined analysis of linting results.

shelardipak/MCP

video‑gen MCP Server

MCP Server for generating Manim visualizations to explain concepts.

pboreddy/video_gen

Block MCP Server

Enables AI agents to interact with multiple blockchain networks to check wallet balances, gas prices, and transaction history on the Frax network. It also includes tools for real-time cryptocurrency conversion and sending automated notifications via Telegram.

CollinDex/block-mcp

AgentCore MCP Reverse Connector

Deploys a minimal MCP-compatible Python tool server on Amazon EKS that establishes an outbound WebSocket connection to an AgentCore Gateway. It exposes two tools (get_system_info and echo_data) for tool discovery and invocation through the MCP protocol.

sridharbabukodavaluru/agentcore-mcp-eks

nanomcp

A minimal MCP server demo written without the MCP Python SDK that demonstrates the complete protocol flow. It provides weather, file search, and datetime tools, and includes a CLI client that bridges MCP tools with OpenAI function calling.

szfmsmdx/nanomcp

V Language MCP Server

Provides LLMs with comprehensive knowledge about the V programming language, including documentation access, code examples, standard library reference, and syntax explanations to help users learn and work with V.

Nexlab-One/python-vlang-mcp