The MCP Trust Index.

Profile & Company Insights

by vinodkrishnan92

Explore an agent's capabilities, configuration, and profile details. Fetch background information about the organization behind the agent. Quickly audit setups and document ownership for compliance and onboarding.

vinodkrishnan92/my-first-mcp

COMSOL MCP Server

by wjc9011

Enables AI agents to automate multiphysics simulations in COMSOL Multiphysics, covering model management, geometry building, physics configuration, and results visualization. It supports complex simulation workflows through the MCP protocol and includes integrated knowledge retrieval for documentation and troubleshooting.

wjc9011/COMSOL_Multiphysics_MCP

Gcore MCP Server

by g-core

Enables interaction with Gcore Cloud API via LLM assistants, providing tools for managing instances, networking, storage, AI/ML, and more.

G-Core/gcore-mcp-server

MCP Google Tools Server

by artoxem

A full-featured Model Context Protocol server that gives AI assistants real-time access to Google Workspace services including Drive, Gmail, Calendar, Sheets, Docs, and Apps Script.

Artoxem/yet-another-google-mcp

z-image-studio

by iconben

A Cli, a webUI, and a MCP server for the Z-Image-Turbo text-to-image generation model (Tongyi-MAI/Z-Image-Turbo base model as well as quantized models)

iconben/z-image-studio

sequential-thinking-mcp-v2

by spideynolove

Sequential Thinking MCP server follows First principle thinking framework

spideynolove/sequential-thinking-mcp-v2

Spanish Public Data MCP

by mjgmario

MCP server for querying Spanish government open data APIs including grants, legislation, company registry, statistics, and open data catalog. Enables LLMs to access Spanish public information on-the-fly.

mjgmario/spanish-public-info-radar-mcp

bluemouse

by peijun1700

BlueMouse is the "Prefrontal Cortex" for LLMs. It uses a 180k+ failure pattern database to validate code logic before execution, acting as a rigorous Quality Gate to prevent hallucinations and unsafe operations.

peijun1700/bluemouse

MCP Teams Server

by inditextech

An MCP (Model Context Protocol) server implementation for Microsoft Teams integration, providing capabilities to read messages, create messages, reply to messages, mention members.

InditexTech/mcp-teams-server

Kimai MCP Server

by glazperle

Enables AI assistants to interact with Kimai time-tracking API for managing timesheets, projects, activities, customers, users, and more.

glazperle/kimai_mcp

mcpify

by amanbig

Turn any REST API into an MCP server in one command. Point mcpify at an OpenAPI spec and every endpoint becomes a tool your AI agent (Claude, Cursor, Windsurf) can call — zero glue code, always in sync with the spec.

Amanbig/mcpify

ContextGraph

by allenmaxi

Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional payments.

AllenMaxi/ContextGraph

jenkins-mcp-enterprise

by jordan-jarvis

The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector search, and configurable diagnostics for complex CI/CD pipelines.

Jordan-Jarvis/jenkins-mcp-enterprise

claude-to-agy

by rauls-kjarners

A lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI - saving context window and tokens for what matters.

rauls-kjarners/claude-to-agy

Serial MCP Server

by es617

Allows AI agents to interact with serial devices via RS232/UART, enabling port listing, connection, read/write, control line manipulation, and protocol specification for automated debugging and testing.

es617/serial-mcp-server

contextweaver

by dgenio

MCP context gateway that fronts your upstream MCP server(s): the model sees a bounded ChoiceCard shortlist instead of every tool schema, and large tool results are firewalled into compact summaries plus artifact handles. Deterministic, with no model in the loop.

dgenio/contextweaver

Neural-Stimulus

by recla93

An MCP server that provides persistent semantic memory for LLMs by building a concept graph with vector search. It enables storing, linking, and retrieving concepts across conversations using Turso vector search and 256-dimensional embeddings.

recla93/NeuralStimulus

perseus-vault

by perseus-computing-llc

Persistent, encrypted memory for AI agents: one Rust binary, one file, no cloud. 122 canonical MCP tools, hybrid recall, bi-temporal history, AES-256-GCM. Local-first, air-gap ready, MIT.

Perseus-Computing-LLC/perseus-vault

guarftrain MCP Server

by washington5533

Enables external agents to monitor and control ML training runs via 35 MCP tools. Covers training status, checkpoints, experiments, recovery, and dashboard configuration.

Washington5533/guarftrain

Juspay MCP Tools

by juspay

Enables AI agents to interact with Juspay's payment processing APIs and merchant dashboard for managing orders, transactions, refunds, customers, gateways, and reporting through natural language.

juspay/juspay-mcp

Panda Odoo MCP Server

by pandeussilvae

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

pandeussilvae/mcp-odoo-panda

Discord MCP Server

by rastrian

Enables AI clients to manage Discord servers through natural language, offering tools for guilds, channels, messages, roles, members, webhooks, invites, and automations. Includes a conversational agent that responds to @mentions in Discord.

Rastrian/DiscordMCP

sktime-mcp

by sktime

An MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine.

sktime/sktime-mcp

mcp-test-runner

by kao273183

mcp-test-runner is an MCP server that lets your AI client (Claude / Cursor / Codex / Gemini) drive your entire QA loop end-to-end: * Run tests across pytest / Jest / Cypress / Go / Maestro — single MCP surface, one env var to switch * Analyze a URL (Web DOM probe) or a live mobile screen (Maestro hierarchy) to extract testable modules + candidate cases * Generate runna

kao273183/mcp-test-runner

Carla Audio Plugin Host

by agrathwohl

Integrates with Carla audio plugin host to provide complete session management, plugin loading/control, audio routing, parameter automation, real-time analysis, and JACK port management across multiple plugin formats with Wine support for Windows plugins.

agrathwohl/carla-mcp-server

ImHex MCP Integration

by jmpnop

Enables AI assistants to perform autonomous binary analysis, malware inspection, firmware analysis, and reverse engineering workflows through a production-ready Python MCP server connected to the ImHex hex editor.

jmpnop/imhexMCP

SAP Business Data Cloud MCP Server

by mariodefelipe

Enables AI assistants to manage SAP Business Data Cloud operations including data shares, Delta Sharing, and data product publishing through an MCP interface.

MarioDeFelipe/sap-bdc-mcp-server

JMComic AI

by hect0x7

MCP server enabling AI agents to search, download, and manage JMComic manga via natural language, with dynamic configuration and skill injection.

hect0x7/jmcomic-ai

AEC Model Bridge

by sam-aec

Open, secure runtime that puts Revit, Rhino, Navisworks, and Power BI behind one MCP call center, enabling an AI agent to orchestrate them directly instead of manually dumping data between disconnected apps.

Sam-AEC/aec-model-bridge

AWS Athena MCP Server

by colemurray

Enables execution of SQL queries against AWS Athena databases with schema discovery, query status management, and result retrieval through a standardized Model Context Protocol interface.

ColeMurray/aws-athena-mcp

IBM ODM Decision MCP Server

by decisionsdev

Bridges IBM Operational Decision Manager with AI assistants, enabling decisions as tools for integration with platforms like Watson Orchestrate and Claude Desktop.

DecisionsDev/ibm-odm-decision-mcp-server

MoSPI MCP Server

by nso-india

Provides AI-ready access to Indian government statistics through MCP, enabling natural language queries for economic, demographic, and social indicators.

nso-india/esankhyiki-mcp

Eka MCP Server

by eka-care

Provides access to Indian healthcare knowledge bases including 500,000+ branded drugs and 180+ treatment protocols from authoritative institutions like ICMR, enabling AI responses grounded in verified medical information specific to the Indian healthcare context.

eka-care/eka_mcp_server

project_human

by humanity4ai

The MCP server incorporate humanity into the LLM response

humanity4ai/project_human

Developer Utilities

by aparajithn

Simplify common data manipulation tasks like encoding, hashing, and formatting across various formats. Convert between CSV, JSON, Markdown, and HTML seamlessly to streamline data workflows. Extract insights from text and configurations through robust parsing, regex testing, and statistical analysis.

aparajithn/agent-utils-mcp-new

sift-gateway

by lourencomaciel

Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JSON for MCP and CLI agents.

lourencomaciel/sift-gateway

DBJavaGenix

by zhaoxingpeng

Enables reverse engineering of database tables into Spring Boot projects with AI-enhanced naming and code generation, providing interactive visualizations and workflow orchestration.

ZhaoXingPeng/DBJavaGenix

blender-open-mcp

by dhakalnirajan

Open Models MCP for Blender Using Ollama

dhakalnirajan/blender-open-mcp

MCP Python Toolbox

by gianlucamazza

A Model Context Protocol (MCP) server that provides a comprehensive set of tools for Python development

gianlucamazza/mcp_python_toolbox

FrankenClaw

by guymanndude

Modular MCP toolbox that gives AI agents controlled access to shell, files, Git, Ollama, Shopify, vision, browser automation, and more — 12 FrankenTools.

GuyMannDude/frankenclaw

procmon-mcp

by 0xhackerfren

An MCP server that provides AI assistants with real-time access to Windows internals including processes, kernel traces, event logs, services, drivers, and PE analysis.

0xhackerfren/ProcMon-MCP

gnosis-mcp

by nicholasglazer

Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)

nicholasglazer/gnosis-mcp

Hueflow SketchUp MCP

by hueflowstudio

Connects Claude AI to SketchUp, allowing you to create and modify 3D models via natural language commands.

hueflowstudio/hueflow-sketchup-mcp

MetaSearchMCP

by gefsikatsinelou

Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture for agent workflows.

gefsikatsinelou/MetaSearchMCP

mcp-imdb MCP server

by clsung

MCP Server for IMDB

clsung/mcp-imdb

aigroup-econ-mcp

by jackdark425

Econometrics MCP server for regression, causal inference, time series, panel data, machine learning, and broader statistical analysis workflows.

jackdark425/aigroup-econ-mcp

Deep Research MCP

by pminervini

A Python-based agent that integrates research providers (OpenAI, Gemini, DR-Tulu, Open Deep Research) with Claude Code via the Model Context Protocol for automated deep research.

pminervini/deep-research-mcp