The MCP Trust Index.

MADRIX MCP

by drohi-r

Enables AI-driven control of MADRIX LED lighting software, providing over 100 tools for storage, layer, cue list, timeline, audio, output, and color management via the MADRIX Remote HTTP interface.

drohi-r/madrix-mcp

Odoo MCP Server

by salimaterbah

Exposes Odoo 19 ERP as MCP tools, enabling AI agents to query and act on CRM data (leads, semantic search) via natural language without custom integration.

SalimaTerbah/odoo_mcp_server

assay-mcp-server

by rul1an

Assay is a fail-closed policy and evidence layer for MCP tool execution. The MCP server exposes policy checks and trace/coverage helpers for reviewing tool calls before or after agent workflows run.

Rul1an/assay

ASF Policy MCP

by justinmclean

MCP server for answering questions about Apache Software Foundation policies, offering tools to list, retrieve, and search policy documents on releases, licensing, branding, security, infrastructure, and incubator topics.

justinmclean/PolicyMCP

Google Tasks MCP Server

by abenke

Enables LLMs like Claude to manage Google Tasks by listing, creating, updating, completing, and deleting tasks and task lists, including setting due dates and notes.

abenke/gtasks-mcp

agent-reach-tech

by ggampp

MCP server providing 9 tools for coding agents to search technology, development, open source, and cybersecurity topics, with support for multiple channels.

ggampp/agent-reach-tech

uk-visa-sponsor-mcp

by folathecoder

An MCP server that lets AI assistants search the UK Register of Licensed Visa Sponsors (125,000+ companies), enabling queries about company sponsorship, location, visa routes, and ratings.

folathecoder/uk-visa-sponsor-mcp

Launchpad MCP Server

by bnbhat

Read-only MCP server that exposes Launchpad bug-tracking data for a single project to AI agents, enabling search and retrieval of bugs, milestones, and comments with canonical URLs.

bnbhat/launchpad-mcp

Excel Formula Helper MCP Server

by maoxin1234

Enables AI clients to directly read and write Excel files, including reading structure, writing formulas and data, and diagnosing errors.

maoxin1234/excel-formula-helper

ecosystem-mcp-server

by pqsoccerboy17

Provides unified control over personal automation ecosystem, enabling Claude to act as an operator orchestrating downloads, Notion sync, tax document OCR, financial data, and system health monitoring.

pqsoccerboy17/ecosystem-mcp-server

AutoEQ MCP Server

by veridyia

Provides access to a database of over 8,800 headphones and IEMs for equalization settings, sound signature analysis, and Harman preference scores. It enables AI assistants to search, compare, and recommend headphones based on frequency response measurements and parametric EQ profiles.

verIdyia/autoeq-mcp

llm-redteam-mcp

by aeronique

An MCP server that runs curated adversarial prompts against local Ollama models to test guardrails, scoring responses with heuristic verdicts for human review.

Aeronique/llm-redteam-mcp

Testmo MCP Server

by filipljoljic

Enables AI assistants to interact with Testmo test management platform for creating, reading, updating, and deleting test cases, managing folders, and organizing test runs through natural language.

filipljoljic/Testmo-MCP

constraints-registry-mcp

by sureshkhemka

A single, queryable source of engineering constraints that coding agents consult at code-generation time, exposed over an MCP server.

SureshKhemka/constraints-registry

karellen-jdb-mcp

by karellen

Enables LLMs to debug Java applications using JDB, supporting breakpoints, stepping, expression evaluation, thread analysis, and more.

karellen/karellen-jdb-mcp

mcp-sql

by sharansahu

An AI-powered multi-database assistant built with OpenAI's GPT models and Model Context Protocol (MCP). This project demonstrates how to create an intelligent database query interface that can understand natural language requests and execute SQL queries with full schema awareness across MySQL, Oracle, and SQLite databases.

sharansahu/mcp-sql

Project Memory MCP Server

by mmyahya29

Provides persistent, searchable memory for MCP-compatible AI coding tools, allowing notes added from one tool to be retrieved from another.

mmyahya29/MCP-Memory

cwe-search_mcp

by bilel-eljaamii

Enables querying MITRE's Common Weakness Enumeration database for vulnerability information, supporting CWE lookup, search, taxonomy navigation, and relationship mapping through MCP.

Bilel-Eljaamii/cwe-search_mcp

Simple Weather MCP

by markmehere

A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.

markmehere/simple-weather-mcp

wquestions-mcp

by joseabantomarin

Lets you model any domain (spa, barbershop, clinic, etc.) using 7 fixed axes and query it via natural language, with no per-domain schema required.

joseabantomarin/wquestions-mcp

MiniMax Vision MCP

by wenjiaqi8255

Provides image understanding capabilities by analyzing single or multiple images (local files, URLs, or base64) via MiniMax VL API, complementing text-only models.

wenjiaqi8255/minimax-vision-mcp

handoff-mcp

by felkru

Enables Claude to delegate tasks to external coding agents (Codex or Antigravity) for independent reviews, separate quota usage, and async processing.

felkru/handoff-mcp

unreal-engine-mcp

by groggy-rollcall812

Enables AI agents to control Unreal Engine 5 through natural language commands, using the Model Context Protocol and Remote Control API to build levels, change assets, and trigger blueprints.

Groggy-rollcall812/unreal-engine-mcp

Construction Cost Calculator MCP

by abhigit-trimble

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

AbhiGit-Trimble/construct-cost-mcp

restic-mcp

by mohsenil85

An MCP server that enables AI assistants to manage restic backups, including listing snapshots, browsing files, and creating new backups. It provides tools for repository maintenance, data restoration, and applying retention policies through the Model Context Protocol.

mohsenil85/restic-mcp

Sensor Bio MCP Server

by getsensr-io

Enables AI assistants to access and query Sensor Bio wearable data including sleep, heart rate, activity, and more through natural language.

GetSensr-io/sensorbio-mcp-server

PilotOps MCP

by muhammedehab35

Enables AI-driven incident response by connecting Claude to monitoring tools like Prometheus, Grafana, Loki, PagerDuty, and Slack for automated investigation and runbook generation.

muhammedehab35/PILOT_OPS-MCP

tripnow-mcp

by huoliagi

Enables real-time flight and train ticket queries, dynamic trip tracking, and knowledge-based Q&A about rail and aviation policies.

huoliAgi/tripnow-mcp

voting-mcp

by hrishikabra

Principled social-choice aggregation as MCP tools — with a benchmark that measures the accuracy lift over naive majority vote.

HrishiKabra/voting-mcp

NotebookLM MCP

by kkaminsk

Enables AI agents to interact with Google NotebookLM through browser automation, supporting notebook management, source addition, question answering, and audio overview generation.

kkaminsk/NotebookLM-MCP

Splitwise MCP Server

by bhvkmuni

Enables conversational control of Splitwise accounts through Claude AI, allowing users to add expenses, check group balances, record settlements, and manage payment splits using natural language commands. Supports multiple currencies and flexible splitting methods including equal, exact, and percentage-based divisions.

bhvkmuni/splitwise-mcp

HR Assist MCP Server

by vraj-data-scientist

An MCP server that automates HR onboarding tasks including employee management, email, ticketing, meeting scheduling, and leave management, enabling AI agents to handle new-hire workflows from a single prompt.

Vraj-Data-Scientist/hr-onboarding-agent-with-MCP

Mathematical MCP Server

by deepa11042004

A mathematical MCP server exposing 6 basic arithmetic and secure symbolic expression evaluation tools (add, subtract, multiply, divide, power, evaluate_expression) with structured JSON responses, input validation, and safe AST-based parsing.

deepa11042004/Calculator_MCP_Server

TrendRadar

by 2134863176

MCP server for real-time trending news aggregation, AI-powered analysis and filtering, and multi-channel push notifications.

2134863176/TrendRadar

Weaviate MCP Server

by sajal2692

Enables seamless integration with Weaviate vector databases, providing tools for semantic, keyword, and hybrid search across local or cloud instances. It supports schema management, collection retrieval, and multi-tenancy configurations through the Model Context Protocol.

sajal2692/mcp-weaviate

xhelio-cdaweb

by huangzesen

NASA CDAWeb data access for heliophysics — browse observatories, inspect parameters, fetch CDF data.

huangzesen/xhelio-cdaweb

inception-mcp

by raphfaure

A wrapper around INCEpTION's AERO v1 REST API, exposing corpus management operations as MCP tools and CLI commands.

RaphFaure/inception-mcp

teammate-mcp

by jonghklee

Enables Claude Code and OpenAI Codex to ask each other questions through iTerm panes, with no daemon or per-project configuration.

jonghklee/teammate-mcp

rosclaw-ur-rtde-mcp

by ros-claw

MCP server for controlling Universal Robots arms and Robotiq grippers via RTDE protocol, enabling motion, force, I/O, and gripper operations.

ros-claw/ur-rtde-mcp

infocepo-infra-mcp

by ynotopec

Exposes infocepo.com infrastructure (LLM, ChromaDB, S3, Docker registry, service discovery) as MCP tools for AI agents.

ynotopec/infocepo-infra-mcp

Vicarius vRx MCP Server

by space-c0wboy

An MCP server that exposes the Vicarius vRx External Data API to AI assistants, providing 88 tools across 37 API domains for managing vulnerabilities, endpoints, patches, and more, with read-only safety enforcement.

Space-C0wboy/vicarius-vrx-mcp-server

MCP Universal Test Suite Generator

by gigici99

Enables AI assistants to analyze Java and Web projects, automatically generate unit tests (JUnit) and end-to-end tests (Selenium), and execute them directly through Maven or NPM commands.

gigici99/mcp

MCP Local Context

by steedmonteiro

A simple MCP server for local documentation with RAG capabilities, enabling AI assistants to access and search local documents.

SteedMonteiro/mcp-local-context

mcp-oracle-dba

by shopsmartai

A read-only, audited, and SQL-guarded Model Context Protocol server for Oracle Database that lets MCP clients query Oracle databases safely with multi-layer security guards.

shopsmartai/mcp-oracle-dba

mcp-learning

by iamvishnusingh

iamvishnusingh/mcp-learning

weather-mcp-server

by sahilgoswami0901indiamart

A minimal MCP server that provides weather data using Open-Meteo API, designed as a teaching tool for improving AI agent tool interfaces.

sahilgoswami0901indiamart/tech-learning-session

ERA5 SMI

by leandroavl

Calculates soil moisture index (SMI) from ERA5-Land data, providing MCP tools to fetch and extract point time series.

leandroavl/SMI_mcp

korean-public-data-mcp

by songt-50

Enables AI to query real-time Korean public data including weather, real estate prices, air quality, economic indicators, and business registration via natural language.

SongT-50/korean-public-data-mcp