The MCP Trust Index.

Memory MCP

by akbarikishan

An advanced cognitive memory agent for AI chatbots that provides long-term, autonomous memory using a four-agent system for monitoring, extraction, reconciliation, and consolidation.

AkbariKishan/memory_MCP

nbdpsy-mcp

by buxiulei

MCP server for managing Xiaohongshu (Little Red Book) account matrix operations, including account management, cookie sharing, and note publishing via MCP tools.

Buxiulei/nbdpsy-mcp

mcp-stepik

by hewimetall

MCP server for authoring courses on Stepik. Provides tools for session management, project creation, course synchronization, video upload, and publishing via the Stepik API.

hewimetall/mcp-stepik

ADO Instructions MCP Server

by arroz4

Converts meeting transcripts, text inputs, and images into structured Azure DevOps work items using Azure OpenAI for advanced image analysis.

arroz4/ado-instruction-mcp-server

the-teacher

by outlast85

Enables structured learning with a verified loop: define goals as observable claims, learn through teach-lab-test-gate per claim, and get independently graded by an adversarial examiner to ensure genuine progress.

outlast85/the-teacher

Alpaca MCP Split

by schmoll86

Splits the Alpaca trading MCP server into two smaller servers (data and orders) to bypass Claude's tool limit, providing access to all 39 tools for account queries, market data, and order execution.

Schmoll86/alpaca-mcp-split

time-tracker-mcp

by mikka-oldst

A local MCP server that reads logged hours from an internal time tracker, providing tools to list time entries, projects, and the active timer. It is read-only, enabling Claude Code to see time-tracking data without writing.

mikka-oldst/time-tracker-mcp

PaddleOCR MCP Server

by asin007

Enables OCR text extraction from images and PDFs via MCP tools, allowing multiple devices on a local network to use PaddleOCR without installing it locally.

Asin007/PDF-extractor-mcp-tool

_MCP_

by blinderchief

blinderchief/_MCP_

iris-bi-agent

by fikerdeep

Enables verifiable business intelligence over federated data sources, supporting semantic queries, drill-down to source rows, and raw SQL with explicit verification status.

Fikerdeep/iris-bi-agent

slack-mcp-pr-agent

by ushreyas14

ushreyas14/slack-mcp-pr-agent

Gemini Image MCP Server

by turanalemfilms-cloud

Enables image generation and prompt enhancement within Claude.ai by leveraging Google Gemini models. It allows users to create visual content in various styles like photorealistic and 3D render directly through natural language.

turanalemfilms-cloud/gemini-mcp-server

training26052016

by mahi80

mahi80/training26052016

Roboflow MCP Server

by nickedridge-wq

Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.

nickedridge-wq/roboflow-mcp

idm-mcp

by 2000teddy

Enables monitoring and control of IDM Navigator 2.0 heat pumps via Modbus TCP.

2000teddy/idm-mcp

moodle-mcp

by doomscrollsurvivor

A Model Context Protocol (MCP) server that connects AI coding agents to your Moodle LMS. Fetch assignments, grades, deadlines, and sync everything to Obsidian automatically.

doomscrollsurvivor/moodle-mcp

RAG Chatbot MCP Server

by ansh-7666

Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your documents over stdio.

ansh-7666/AI-Based-Chatbot

Sales Analytics MCP Server

by aryanpatial

Provides read-only access to a sales database, letting LLMs answer analytics questions like revenue by region or top customers via MCP tools.

AryanPatial/mcp-server

AMEVA MCP Toolkit

by uno-km

A Model Context Protocol server integrating developer tools including Git control, document conversion, remote SSH execution, database operations, and utilities for automation and development productivity.

uno-km/MCP-Utils-Toolkit

YouTube Comments MCP Server

by kmkarakaya

Automates reading and replying to YouTube comments using the YouTube Data API v3. It handles moderation and auto-reply for simple comments while drafting responses for questions.

kmkarakaya/youtube_reviews_mcp

arcane-mcp

by mikecase

Exposes Arcane Docker management capabilities to AI agents, covering containers, images, volumes, networks, Compose projects, registries, vulnerability scanning, and more with 123 tools across 13 modules.

MikeCase/arcane-mcp

evidence-mcp

by jaho5

Enables AI assistants to create Evidence reports and dashboards by providing tools to query database schema, read documentation, edit pages, and debug code.

jaho5/evidence-mcp

WhatsHot

by alisen39

WhatsHot MCP server aggregates trending hotlists, real-time news flashes, gold prices, and RSS feeds from 330+ sources, offering read-only tools to list sources, fetch current data, and query historical search and trend data via DuckDB.

alisen39/WhatsHotApi

Mouser Electronics MCP Server

by nickweedon

A Model Context Protocol (MCP) server for the Mouser Electronics API. Enables searching electronic components, managing shopping carts, and tracking orders directly through Claude or other MCP clients.

nickweedon/mouser-mcp-docker

sqlserver-mcp

by moigomes

Enables secure interaction with Microsoft SQL Server databases, allowing schema exploration, metadata retrieval, and read-only query execution through natural language.

moigomes/sqlserver-mcp

ASCII Art & Unicode Diagrams MCP Server

by dmarsters

Enables creation of text-based visual elements including bordered boxes with shading, formatted tables, and diagrams using Unicode box drawing characters and ASCII art palettes for terminal output, documentation, and chat interfaces.

dmarsters/ascii-art-mcp

MCP Tool Server

by akhiljoshi03

A production-oriented MCP server exposing tools for weather, currency conversion, text statistics, and server introspection, with auto-discovery, rate limiting, and API key auth.

Akhiljoshi03/Mcp-tool

MCPLite

by acesanderson

MCP client/server framework from scratch

acesanderson/valve

Web Scraper MCP Server

by rebaubierwilliam

Enables MCP-compatible clients to scrape and extract data from live websites using a headless Chromium browser, with support for CSS selectors, link extraction, table extraction, and Amazon product pages.

RebaubierWilliam/web-scraping-with-mcp

source-coop-mcp

by yharby

Enables AI agents to discover and access 800TB+ of public geospatial data from Source Cooperative, with tools for listing organizations, products, files, and fuzzy search.

yharby/source-coop-mcp

Pynite MCP Server

by admindev-buildwellai

Enables AI assistants to perform structural engineering analysis using the Pynite finite element library, including model creation, element definition, analysis execution, and result visualization through natural language.

admindev-buildwellai/MCP-Pynite

LCS CAD MCP

by mohitsinghdotio

Exposes Pre-DCR and Auto-DCR building scrutiny workflows as AI-consumable tools, enabling AI assistants to open DXF drawings, validate layers, compute areas, run regulatory checks, and generate compliance reports via natural language.

mohitsinghdotio/lcs-cad-mcp

Sift MCP (Docker edition)

by fornixii

Enables digital forensics investigation by exposing SANS SIFT tools (The Sleuth Kit, Volatility 3, Plaso, etc.) as callable MCP tools, running in a self-contained Docker container with safe, allowlisted commands.

FornixII/SiftDockerMCP

hr-mcp-server

by jyotsnaraghunathan-okta

An unofficial prototype MCP server providing HR system functionality with Okta token validation, enabling employee information lookup, directory listing, payroll access, and time-off request management.

jyotsnaraghunathan-okta/hr-mcp-server

mcp-kubernetes-server

by sthitaprajnas

Enterprise-grade MCP server for Kubernetes operations, supporting local kubeconfig and AWS EKS authentication, with read, write, and destructive operations protected by multi-layer safety guards.

STHITAPRAJNAS/mcp-kubernetes-server

avatar-mcp

by shesanth

A desktop avatar companion for Claude Code that provides a visible on-screen presence with text-to-speech, speech-to-text, and an interactive avatar overlay.

shesanth/avatar-mcp

twitter-mcp

by n8nfelipe

Enables AI assistants to interact with Twitter/X using session cookies. Supports posting, searching, managing tweets, viewing trends, and user profiles.

n8nfelipe/twitter-mcp

Browser MCP Bridge

by robhicks

Bridges browser content, developer tools data, and web page interactions with Claude through MCP. Enables page inspection, DOM analysis, JavaScript execution, console monitoring, network activity tracking, and screenshot capture across multiple browser tabs.

robhicks/browser-mcp-bridge

mcp-abogadoenquilmes

by jusdipietro-dotcom

Remote MCP server that provides access to over 285K Argentine court rulings and user's own case files via Streamable HTTP transport.

jusdipietro-dotcom/mcp-abogadoenquilmes

Restaurant Backend MCP Server

by pasanis

Enables interaction with a restaurant FastAPI backend for menu management, order processing, customer management, and analytics through natural language.

PasanIS/mcp-server

Temporal Knowledge Substrate

by kenningai

An MCP server that lets LLM agents accumulate organizational knowledge across sessions, scoped by domain, backed by Neo4j with enforced structural invariants.

kenningai/mcp-temporal-knowledge

stucchi/italy-opendata-mcp

by stucchi

MCP server exposing Italian open data (municipalities, provinces, regions, postal codes, coordinates, geographic data) through simple, developer-friendly tools.

stucchi/italy-opendata-mcp

cursor-mcp-server

by bbarney7

An MCP server wrapping the Cursor CLI agent, enabling Claude Code and other MCP clients to delegate tasks to Cursor's AI agent for file writing, bash commands, and codebase queries.

bbarney7/cursor-mcp-server

TeslaMate MCP Server

by mikeysrecipes

Enables AI assistants to query Tesla vehicle data and analytics from a TeslaMate PostgreSQL database, including battery health, driving statistics, charging sessions, and custom SQL queries.

mikeysrecipes/teslamate-mcp

Basketball RL MCP Chatbot

by xb2101

An MCP chatbot server that answers questions about a Reinforcement Learning graduate project by dynamically selecting and calling structured tool functions to retrieve precise project data, including training rounds, hyperparameters, and infrastructure details.

xb2101/basketball_mcp

MCP Notes Server

by devcodehub2004

Enables users to create and manage notes through Claude Desktop using MCP tools.

Devcodehub2004/MCPSERVER

precisioncalc-mcp

by inity13

An MCP server that provides deterministic, high-precision business, finance, and operational calculations such as SaaS metrics, currency conversion, business days, and financial formulas, returning structured JSON results.

inity13/precisioncalc-mcp