The MCP Trust Index.

QuickBooks Online MCP

by ashcir

Enables reading and creating invoices, and looking up customers and items in QuickBooks Online via natural language.

AshciR/quickbooks-online-mcp

Excel-PPT Generator

by ameymn

Automates workflow between Excel data entry and PowerPoint report generation, allowing an AI assistant to update cells and generate presentations from templates.

ameymn/test_no_excel_mcp

Flight Control MCP Server

by flightctl

Provides read-only access to query and retrieve information about devices, fleets, events, and configurations managed by Flight Control through a safe integration layer supporting filtering and selector-based queries.

flightctl/flightctl-mcp

labor-market-mcp-server

by aiagentkarl

Provides access to worldwide labor market data including unemployment, wages, and employment statistics from BLS (US) and Eurostat (EU). Offers tools for comparing countries and sectors, and retrieving occupation outlooks.

AiAgentKarl/labor-market-mcp-server

Gift Finder MCP Server

by leeheewon123

Enables gift recommendations via Naver Shopping and nearby pickup store search via Kakao Local APIs.

LEEHEEWON123/kakao_mcp_gift_find

tldw-mcp

by limace11

MCP server that extracts YouTube video transcripts (including metadata) as Markdown, enabling AI to summarize and discuss video content without watching it.

limace11/tldw-mcp

Business Intelligence MCP Server

by mikecali

Enables AI-powered business intelligence queries on Elasticsearch data using natural language and Claude integration via MCP.

mikecali/bi_with_elasticsearch_mcp

MCP File Reader

by janekarunyaj

A local AI-powered file reader that connects a Python MCP server with Ollama's Mistral model for offline file summarization. It provides secure file discovery and reading capabilities without requiring API keys or cloud services.

JaneKarunyaJ/MCP

atotw-mcp

by chi-feng

Enables Claude to access and search over 500 anaesthesia tutorials from WFSA's ATOTW program, with smart embedding-based search and full text retrieval.

chi-feng/atotw-mcp

Dad Joke MCP Server

by bdurrett

A Python-based MCP server that generates creative dad joke prompts on any topic in various styles, enabling AI agents to produce dad jokes through natural language requests.

bdurrett/joke-poc-mcp-server

Complexipy MCP Server

by onenightcarnival

Analyzes cognitive complexity of Python code by scanning files and directories to identify functions exceeding complexity thresholds using the complexipy library.

Onenightcarnival/complexipy-mcp

1c-buddy-mcp

by vvi3ard

Lightweight MCP server for 1C.ai integration, enabling queries, code analysis, and documentation search via natural language.

VVi3ard/1c-buddy-mcp

MSSQL MCP Python Server

by lorenzouriel

MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability.

lorenzouriel/mssql-mcp-python

Auth0 User Monitor

by dsoziev1

A scheduled MCP server that monitors Auth0 users by periodically collecting summaries, detecting suspicious admins, and auto-blocking them; it provides instant reports via SQLite and exposes tools for on-demand collection and configuration.

dsoziev1/deepseek-cli-day-18-1

EduPilot

by ismail-2001

A multi-agent AI tutor that delivers personalized lessons, resolves doubts with RAG, generates quizzes, and tracks progress, all accessible via MCP for Claude Desktop.

Ismail-2001/Education-Tutor-Agent-with-MCP

weather-mcp-server

by liuweihongliuxinyu

Provides real-time weather and forecast data via MCP tools, enabling AI agents to query current weather and up to 3-day forecasts for any city.

liuweihongliuxinyu/weather-mcp-server

Flatpak Documentation MCP Server

by mvdw-java

Enables browsing, reading, and searching Flatpak documentation files (.rst and .html) through a standardized MCP interface. Provides tools to list, get content, search across documents, and retrieve documentation structure, along with pre-defined prompts for common topics.

MVDW-Java/flatpak-doc-mcp

YouTube MCP Server

by divyav18

Enables interaction with YouTube's Data API through MCP, providing tools for channel info, videos, playlists, captions, subscriptions, and more.

DivyaV18/Youtube-mcp

Tesla Tessie MCP Server

by ezellm

Provides access to Tesla vehicle telemetry data via the Tessie API, enabling real-time monitoring of battery status, charging state, climate controls, location, and other vehicle metrics through 30+ tools with intelligent caching.

EzeLLM/tessie_mcp

obsidian-mcp

by michaelanckaert

Provides read-only access to an Obsidian vault, enabling file listing, content reading, and text search across notes via MCP.

MichaelAnckaert/obsidian-mcp

MCP Pyrefly

by kimasplund

Integrates Pyrefly's real-time Python type checker with a gamification system that rewards fixing code errors with lollipops, using psychological manipulation to encourage LLMs to actively hunt for and fix all errors including imports.

kimasplund/mcp-pyrefly

Arc Todo MCP

by wesleyferreirarcanjo

MCP server that wraps the Arc Todo REST API to manage tasks, knowledge, and workspace context via Streamable HTTP.

wesleyferreirarcanjo/arc-todo-mcp

local-graphrag-mcp

by nonatofabio

A Model Context Protocol server implementing Graph RAG with local, embedded Knowledge Graph using FAISS for vector search and NetworkX for graph traversal, enabling hybrid retrieval through anchor discovery and relationship expansion.

nonatofabio/local-graphrag-mcp

TradeStaq MCP

by the-staq

Provides 31 AI-powered crypto trading tools for Claude, Cursor, and any MCP client, enabling strategy creation, backtesting, bot deployment, copy trading, and portfolio management across multiple exchanges.

the-staq/tradestaq-mcp

MCP Crawl4AI RAG

by rbj2000

A database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database backends for flexible and intelligent content retrieval.

rbj2000/mcp-crawl4ai-rag

OakVar MCP Server

by miliyarsh

Enables AI assistants to perform genomic variant analysis using OakVar, including running annotation pipelines, managing 200+ annotator modules, querying variant databases, and generating reports in various formats.

miliyarsh/oakvar-mcp

Paper Download MCP Server

by oxidane-bot

An MCP server for downloading academic papers from multiple sources using intelligent routing and year-aware priority selection. It enables users to retrieve metadata and download single or batch PDFs by DOI or URL.

Oxidane-bot/paper-download-mcp

Gardening AI MCP Server

by csoai-org

An MCP server for gardeners providing plant identification, climate-adjusted watering schedules, soil analysis, companion planting compatibility, and pest diagnosis with organic treatment plans.

CSOAI-ORG/gardening-ai-mcp

cindyloo/dropbox-mcp-server

by cindyloo

Search, browse, and read your Dropbox files. Find documents by name or content, list folders, and…

cindyloo/dropbox-mcp-server

A2DB

by yoselabs

Safe, read-only database access for AI agents across PostgreSQL, SQLite, MySQL, Oracle, and SQL Server.

yoselabs/a2db

HRizzle-HR-Assist

by inv-fourier-transform

MCP-based HR automation tool that streamlines employee onboarding, leave management, and equipment requests via natural language conversations.

inv-fourier-transform/HRizzle-AI-HR-assistant

Test MCP Server

by jojodiaz

A basic MCP server implementation for testing purposes. Communicates via stdio and is designed to work with MCP-compliant clients.

jojodiaz/mcp-local-context

MCP Sankhya Community Search Server

by delt4d

Enables AI models to search and read topics from the Sankhya community discussion forum.

delt4d/OracleMCP

cc25a/openai-api-agent-project

by cc25a

Look up the latest stock prices by ticker symbol across global markets. Get current price and esse…

cc25a/openai-api-agent-project

JW.Org MCP Tool

by prreobby

Provides controlled, verifiable access to jw.org content for AI applications, enabling search, article retrieval, and scripture lookup while preventing hallucinations.

prreobby/jw-org-mcp-pof7

food-recipe-mcp

by aidatanordic

A production-grade semantic search server for food recipes — built for AI agents using the Model Context Protocol (MCP). Search across 50,000+ recipes with hybrid dense + sparse retrieval and cross-encoder reranking.

AIDataNordic/Food-Recipe-MCP

Instagram MCP Server

by edunascimentt

Enables managing multiple Instagram business accounts via a single token using Facebook Graph API and Partners model.

edunascimentt/insta-mcp

Dynamic LangGraph MCP Agent

by sudhiksha1502-glitch

A production-ready agent system that automatically discovers and uses tools from MCP servers using LangGraph's ReAct architecture and LLM-powered routing.

sudhiksha1502-glitch/MCP--Server

All-in-MCP

by isomoes

Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

isomoes/all-in-mcp

Google Search74 MCP Server

by bach-ai-tools

MCP server that provides automated Google search capabilities, allowing query execution, result limiting, and optional related keywords retrieval.

BACH-AI-Tools/google_search74

TME MCP Server

by simon-77

Enables searching and retrieving detailed information on electronic components from TME, including pricing, stock, datasheets, and delivery estimates.

simon-77/tme-mcp

fitwiki-mcp

by dzendys

Scrapes course materials, exam variants, and notes from Fit-Wiki, converting them to Markdown and PDF for integration with LLM clients.

Dzendys/fitwiki-mcp

pykrx-mcp

by sharebook-kr

Provides Korean stock market data (KOSPI, KOSDAQ, KONEX) including prices, fundamentals, investor trading, short selling, and indices via MCP protocol, enabling natural language queries from AI agents like ChatGPT and Claude.

sharebook-kr/pykrx-mcp

ccg-mcp

by erenshkigal111

Enables Claude Code Desktop to call OpenAI Codex/GPT-5 and Gemini APIs via stdio MCP, without requiring local CLI tools.

Erenshkigal111/ccg-mcp

wbgapi360

by maykolmedrano

MCP server for accessing World Bank data, enabling indicator search, data retrieval, country comparisons, trend analysis, rankings, and chart generation.

MaykolMedrano/mcp_wbgapi360

Conversational Analysis Engine

by mvpandey

Enables users to optimize LLM responses using Monte Carlo Tree Search (MCTS) through a Model Context Protocol server, enhancing conversation quality by exploring multiple response branches and selecting the best path.

MVPandey/CAE

Databricks MCP Genie

by the-sid-dani

Enables AI assistants to interact with Databricks workspaces through natural language, supporting SQL queries, cluster management, jobs, Genie AI, Unity Catalog, and more.

the-sid-dani/databricks-mcp-server

docctx

by 999aryadharma

Local-first context retrieval engine that serves precise documentation chunks to coding agents via MCP, ensuring high-confidence context for code generation.

999aryaDharma/local-mcp

Code Search, Read & PR Analysis

by tuanpham197

Enables LLMs to search and read files in local and GitHub repositories, analyze pull request diffs, and grep code content with built-in security protections.

tuanpham197/mcp

Clinical Trials MCP Server

by brown-tech-info

Enables searching and retrieving detailed clinical trial information from ClinicalTrials.gov via the official API.

brown-tech-info/Clinical-Trials-Gov-MCP