The MCP Trust Index.

Oboyu (覚ゆ)

Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank

sonesuke/oboyu

idea-reality-mcp

Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI & Product Hunt in parallel — returns a 0-100 reality signal with real competitor data.

mnemox-ai/idea-reality-mcp

zKettle

Self-hosted, zero-knowledge encrypted, self-destructing secrets for secure agent-to-agent coordination

benderterminal/zkettle

MCP Dice Roller

An MCP server that provides tools for rolling dice using standard notation, flipping coins, and selecting random items from lists. It supports advanced tabletop gaming features such as character stat generation and keep-highest/lowest mechanics.

vandewilly/mcp-dice-roller

upwork-mcp

An MCP server for automating Upwork workflows including job search, proposal submission, client communication, and contract management. It provides tools for client vetting, template-based proposals, and session safety with audit logging.

kubegrind/upwork-mcp

Kafka MCP Server

This project provides a **Model Context Protocol (MCP)** server that enables interaction with a Kafka cluster via standard tool-based interfaces. It exposes Kafka operations like producing messages, consuming, listing topics, and more — all accessible through Claude Desktop or any MCP-compatible client.

Joel-hanson/kafka-mcp-server

DopplerHQ/mcp-server

MCP server for Doppler API with auto-generated tools from OpenAPI specification

DopplerHQ/mcp-server

Icelandic Morphology MCP Server

Provides access to the Database of Icelandic Morphology (BÍN) to look up word inflections, variants, and lemmas. It enables LLMs to answer grammatical questions and retrieve specific Icelandic word forms using standard grammatical tags.

mideind/icelandic-morphology-mcp

SSH MCP Server

Enables secure SSH connections to multiple remote servers with support for command execution, file transfers (SFTP), directory listing, and both password and key-based authentication.

liang04/ssh-mcp

Sutra

Context engineering engine with cognitive tools and memory structures

4rgon4ut/sutra

mcp-mediawiki-crunchtools

A secure MCP server for interacting with MediaWiki instances, allowing users to search, read, create, and manage wiki content like pages, categories, and files. It supports both public and private wikis with comprehensive authentication for full read and write operations.

crunchtools/mcp-mediawiki

Windows MCP Server

Exposes Windows system information and control tools including hardware stats, network details, and process monitoring. It enables AI applications to retrieve real-time data about CPU, memory, drives, and active system processes.

carlosedp/windows-mcp-server

Multi-Document RAG

Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.

anuragb7/mcp-rag

Loxone MCP Server

Connects AI assistants to Loxone smart home systems for controlling devices, managing scenes, and monitoring real-time states through natural language. Supports lights, blinds, climate control, and automation with secure PIN-protected commands.

BernhardRode/loxone-mcp-server

hass-mcp-plus

Enhanced Home Assistant MCP server with 22 context efficient tools for smart home control, automation trace debugging, entity registry management, CEL expression queries, and long-term statistics.

rmaher001/hass-mcp-plus

Bitcoin-MCP-Server

The first MCP Server dedicated to Bitcoin ecosystem

teamssUTXO/bitcoin_mcp

RTFD (Read The F*****g Docs)

Provides LLMs with real-time access to up-to-date documentation from PyPI, npm, crates.io, GoDocs, DockerHub, GitHub, and GCP, preventing outdated code generation and API hallucinations.

aserper/RTFD

Gatherings (Expense Sharing)

Provides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations.

abutbul/gatherings-mcp-python

H-1B Job Search

Provides direct access to U.S. Department of Labor H-1B LCA disclosure data for searching sponsoring companies by job role and location, analyzing company sponsorship statistics, and identifying visa sponsorship opportunities with intelligent filtering to exclude staffing agencies.

aryaminus/h1b-job-search-mcp

Identity

AGNTCY Identity allows to onboard, create and verify identities for Agents, Model Context Protocol (MCP) Servers and Multi-Agent Systems (MASs).

agntcy/identity

ai-agent-mcp-servers

AI Agent MCP Servers Provide Tools For ai-agent-workflow of FinTech Project

shayne007/ai-agent-mcp-servers

Korean Law Search

Search and retrieve Korean statutes and administrative rules with precise filters. Access English translations and drill down to articles, paragraphs, and sub-items. Explore linkages with local ordinances and delegated authority to speed up legal research.

rabqatab/lexlink-ko-mcp

Searoute

A Maritime Routing MCP Server that computes sea routes and geodesic distances using searoute and geopy. Built for maritime operations and research.\r\n

Project-Harrison/searoute_mcp

Stella MCP Server

Enables AI assistants to programmatically create, read, validate, and modify Stella system dynamics models in the XMILE format. It supports building complex stock-and-flow diagrams and exporting them as .stmx files for use in Stella Professional.

bradleylab/stella-mcp

Interactive Feedback MCP

Enables AI coding assistants like Cursor and Claude to engage in real-time two-way dialogue, allowing them to pause for clarification and request user confirmation before executing tasks. It features a modern UI for managing interaction prompts, predefined options, and project analysis to reduce errors and API costs.

zengxiaolou/Interactive-Feedback-MCP

222wcnm/BiliStalkerMCP

Track Bilibili creators and get the latest updates on videos, dynamics, and articles. Fetch user p…

222wcnm/BiliStalkerMCP

Truecaller Data2 MCP Server

Enables phone number lookup through the Truecaller Data2 API, allowing users to search and retrieve information about phone numbers for identification and verification purposes.

BACH-AI-Tools/bachai-truecaller-data2

Hydrolix MCP Server

An MCP server for Hydrolix

hydrolix/mcp-hydrolix

gdb and rr Debugging

MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.

schuay/gdb-mcp

Audio Playback MCP Server

Enables playback control of local audio files through a virtual audio output device, supporting play, stop, and status queries with configurable root directory and path safety enforcement.

dcarter610/MCP-Virtual-Audio-Player

Malaysian Weather MCP Server

Provides real-time weather forecasts for locations across Malaysia by fetching data directly from MET Malaysia's API. It enables AI assistants to query today's conditions and seven-day forecasts for states, districts, and towns.

zhenkai-dev/weather-by-met

Snowflake Cortex AI MCP Server

Integrates Snowflake Cortex AI features like Cortex Search and Analyst into the MCP ecosystem, enabling retrieval-augmented generation and structured data analysis. It also provides tools for chat completions and agentic orchestration using Snowflake-hosted large language models.

sfc-gh-tgordonjr/mcp-snow-tg

Geo News MCP Server

Provide localized news content dynamically based on geographic data. Enable agents to access and retrieve news resources tailored to specific locations. Enhance context-aware information retrieval for applications requiring up-to-date regional news.

Ymuberra/geo-news-mcp

CloakMCP

An MCP server that provides LLMs with stealth browser automation capabilities via CloakBrowser to bypass bot detection services like Cloudflare and reCAPTCHA. It supports full page interaction, content extraction, and human-like behavior through 30 specialized tools.

overtimepog/CloakMCP

CI-1T Prediction Stability Engine

Prediction stability engine for AI agents. Evaluate model stability, detect ghosts, probe any LLM for instability, monitor fleet drift. 20 tools + 1 resource. Works with Claude, Cursor, VS Code.

collapseindex/ci-1t-mcp

mcp

A MCP server that turns Tx3 protocols into LLM tools

tx3-lang/mcp

Terraform Mcp Server By Binadox

MCP server for Terraform — automatically validates, secures, and estimates cloud costs for Terraform configurations. The Binadox solution integrates with any Model Context Protocol (MCP) client (e.g. Claude Desktop or other MCP-compatible AI assistants).

binadox-public/binadox-terraform-mcp

agent-friend

General purpose toolbox for AI applications

0-co/agent-friend

agent-web-scraper-mcp

Web scraping MCP server for Al agents. 6 tools: extract clean text/markdown from any URL, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction with regex filtering, metadata extraction (OG tags, Twitter cards), and Google search. Free tier: 50 requests/IP/day.

aparajithn/agent-scraper-mcp

Dictionary By Api Ninjas

Provides dictionary lookup functionality through the API Ninjas Dictionary API, allowing users to search for word definitions and meanings through natural language queries.

BACH-AI-Tools/dictionary_by_api_ninjas

Bing Webmaster Tools

Integrates with Bing Webmaster Tools API to enable complete site management, URL submission, traffic analysis, crawling, keyword research, and content management through natural language interactions.

zizzfizzix/mcp-server-bwt

Kaggle-MCP: Kaggle API Integration for Claude AI

Kaggle-MCP: Connect Claude AI to the Kaggle API through the Model Context Protocol (MCP), enabling competition, dataset, and kernel operations through the AI interface.

54yyyu/kaggle-mcp

mcp-server-isitdown

An MCP server that checks if a website is currently down by querying the website

hesreallyhim/mcp-server-isitdown

Zionfhe_mcp_server_test

基于新型同态加密技术ZIONFHE的mcp server

joyecai/zionfhe_mcp_server_test

MCP Commands

A Ruby on Rails MCP server with file operation commands

arockwell/mcp-commands

LibreOffice MCP Server

Enables AI assistants to create, read, convert, and manipulate LibreOffice documents programmatically, supporting 50+ file formats including Writer, Calc, Impress documents with real-time editing, batch operations, and document analysis capabilities.

patrup/mcp-libre

SymPy Sandbox MCP

A secure mathematical computation sandbox that enables LLMs to perform symbolic math operations like algebra, calculus, and equation solving via SymPy. It features low-latency execution through pre-warmed process pools and provides standardized JSON outputs for reliable agent integration.

Eis4TY/Sym-MCP

Jira Prompts MCP Server

An MCP server that offers several commands for generating prompts or contexts from Jira content

ceshine/jira-promps-mcp-server

Zendesk MCP Server

Enables comprehensive management of Zendesk tickets, comments, and Help Center articles through tools for searching, creating, and updating content. It includes specialized prompts for ticket analysis and response drafting to streamline support workflows.

kdopenshaw/zendesk-mcp-server

portfolio-mcp

A portfolio analysis MCP server that enables AI agents to manage investment portfolios, fetch financial data from Yahoo Finance and CoinGecko, and perform advanced analysis like weight optimization and Monte Carlo simulations. It utilizes reference-based caching to efficiently handle large datasets without bloating the LLM's context window.

l4b4r4b4b4/portfolio-mcp