The MCP Trust Index.

Semantix-verify

by labrat-akhona

Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It exposes a single tool, verify_text_intent(text, intent_description, threshold), which uses a local quantized NLI cross-encoder (INT8 ONNX) to return a 0.0–1.0 probability that the text satisfies the given intent — and, when it doesn't, a structured correction prompt for agent retry loops. Useful for building com

labrat-akhona/semantix-ai

fgui-agent-bridge

by wilson520403

MCP server that enables AI agents to operate FairyGUI Editor through structured tools, using a local JSON file queue and the editor plugin to invoke FairyGUI APIs.

Wilson520403/fgui-agent-bridge

mcp-fcc-regulations

by pipeworx-io

MCP server providing access to US FCC regulations (47 CFR) via Pipeworx gateway. Enables AI agents to query FCC rules and data sources using natural language.

pipeworx-io/mcp-fcc-regulations

vindex-mcp

by jcislo

Provides Canada-aware vehicle intelligence for AI agents, including VIN decoding with factory warranty terms, merged US/Canada recalls, known-issue reports, and itemized purchase costs, with pay-per-call settlement via USDC on Base using x402.

jcislo/vindex-mcp

gsc-mcp-connector

by bushraorganic-dot

Self-hosted Google Search Console MCP server deployable to Cloudflare Workers, allowing natural language queries of GSC data via ChatGPT, Claude, or any MCP-capable client.

bushraorganic-dot/gsc-mcp-connector

The Way of Code

by mgd1984

Vibe coding principles based on Rick Rubin's adaptation of the Tao Te Ching for developers and their AI companions

mgd1984/the-way-of-code

blender-mcp

by zorak1103

Enables LLMs to control Blender for 3D scene creation, object manipulation, material assignment, shader configuration, modifier application, keyframing, and rendering via the Model Context Protocol.

zorak1103/blender-mcp

ExpenseTracker MCP Server

by anshu857754

An MCP server for tracking personal expenses, supporting adding, listing, and summarizing expense entries with data stored in a local SQLite database.

Anshu857754/Remote-mcp-server

zju-mcp

by eviterlesroses2

Enables interaction with Zhejiang University's learning platform (学在浙大 / 智云课堂) via MCP tools, allowing natural language commands to check todos, view schedules, fetch lecture transcripts, and submit homework.

EviterLesRoses2/vibe-learning-in-zju

mcp-sistat-si

by pipeworx-io

Enables querying statistical data from the Statistical Office of the Republic of Slovenia (SURS) via SiStat PxWeb, including navigating table trees, retrieving table metadata, and querying table data.

pipeworx-io/mcp-sistat-si

MachineHearts

by trainmyagent

MCP server that gives AI agents the ability to discover, match with, and build relationships with other autonomous agents. Supports agent registration, matchmaking, messaging, shared goals, relationship lifecycle management, and real-time event subscriptions.

trainmyagent/machinehearts

VecFS

by wazzamo

VecFS is a lightweight, local-first vector storage specification and implementation for AI agent long-term memory. It provides an MCP server enabling agents to search, memorize, and manage context.

WazzaMo/vecfs

papertrail-mcp

by andreimaxim

Read-only MCP server for searching migrated Papertrail logs via SolarWinds Observability API. Provides tools to list environments and perform bearer-authenticated log queries through stdio.

andreimaxim/papertrail-mcp

Lizard MCP

by lizard-build

Enables deploying and managing apps on Lizard via natural language, covering services, deploys, logs, secrets, domains, and configuration as code.

lizard-build/lizard-mcp

neurynae/toolcairn-mcp

by neurynae

MCP tool discovery for AI agents — find, compare, verify tools across 35+ registries.

neurynae/toolcairn-mcp

JTX Markets MCP Server

by jtxmarketsofficial

Enables read-only querying of JTX Markets account and market data, including balance, positions, orders, trades, funding history, and market summaries, through natural language in MCP-compatible clients.

jtxmarketsofficial/jtx-mcp-server

Reminder MCP Server

by sj7trunks

Provides AI assistants with reliable reminders, persistent memory, task tracking, and activity history through 20 MCP tools, with a multi-user web dashboard and support for SQLite or PostgreSQL.

sj7trunks/reminder-mcp

parliament-mcp

by i-dot-ai

i-dot-ai/parliament-mcp

hledit-mcp

by dabito

Exposes hash-anchored file edits to MCP-compatible AI coding agents, enabling safe read and write operations with stale edit detection.

dabito/hledit-mcp

memoir

by camgitt

An MCP memory server that gives AI tools persistent memory across sessions, tools, and machines. It supports 11 AI coding tools, with features like sync, migrate, and consolidate.

camgitt/memoir

ghl-mcp-proxy

by nola-repo

A minimal multi-sub-account MCP proxy for GoHighLevel that allows listing configured accounts and making authenticated REST API calls on behalf of any account.

nola-repo/nolaweb-ghl-mcp-proxy

mcp-qmedia

by spookysys

Enables text-only AI agents to ask questions about images, audio, and video by passing file paths or URLs to a multimodal model and returning text answers.

spookysys/mcp-qmedia

super-hevy-mcp

by stonelasley

MCP server for the Hevy workout tracker that enables users to query training history, log workouts, and manage routines via natural language.

stonelasley/hevy-mcp

mcp-python-sdk

by nj-acharya

nj-acharya/mcp-python-sdk

mcp-thesportsdb

by pipeworx-io

Enables AI agents to query sports data including teams, players, events, and standings from TheSportsDB through natural language or direct tool calls.

pipeworx-io/mcp-thesportsdb

digithings

by digithings-ai

digithings-ai/digithings

system_information_mcp

by carterlasalle

An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.

carterlasalle/system_information_mcp

memoria-codigo-local

by pedroleni

MCP server that indexes TypeScript/React project symbols in memory, enabling agents to find definitions, references, and dependencies without reading the whole repo. Also includes a local visual dashboard with no outbound network calls.

pedroleni/code-memory-MCP

Sitecore

by antonytm

Enables AI interaction with Sitecore CMS instances

antonytm/mcp-sitecore-server

servicenow-knowledge-mcp

by xingyuj

Enables deterministic, read-only retrieval of ServiceNow Knowledge articles, including search, article details, and binary attachments, via the ServiceNow Knowledge Management REST API.

Xingyuj/SnowMCP

FloopFloopAI/floop-mcp

by floopfloopai

MCP server for the FloopFloop API that lets LLM hosts build, poll, and refine projects from natural language prompts.

FloopFloopAI/floop-mcp

vemikrs/yuihub

by vemikrs

YuiHub MCP Server - Protocol Adapter for Semantic Memory

vemikrs/yuihub

mcp-server-chatgpt-app

by cdpath

MCP server that enables integration of the ChatGPT macOS app with MCP clients like Cursor and Chatwise.

cdpath/mcp-server-chatgpt-app

samarth-gtm-mcp

by samarthanalytics-sj

Production-ready MCP server for Google Tag Manager API v2 — Samarth Analytics

samarthanalytics-sj/samarth-analytics-mcp

applemusic-mcp

by epheterson

Apple Music MCP server: playlists, library, catalog, playback and the Up Next queue, on macOS, Windows and Linux. A Mac or an Apple Music subscription is all you need.

epheterson/applemusic-mcp

getonbrd-mcp

by jrm-global

Enables AI agents to search and triage LATAM tech job vacancies from the Get on Board public API, with tools for full-text search, filtering by category or company, and optional job detail retrieval.

JRM-Global/getonbrd-mcp

winvm-mcp

by gabriel-lacorte

An MCP server that gives an LLM full control over a VMware-hosted Windows VM: lifecycle, snapshots, remote execution, file transfer, and kernel debugging.

Gabriel-Lacorte/winvm-mcp

mcp-tarot

by pipeworx-io

Enables drawing random tarot cards, searching cards by keyword, and fetching upright/reversed meanings via the Tarot API.

pipeworx-io/mcp-tarot

intervals-icu-mcp

by hhopke

Read/write MCP server for Intervals.icu — training data, planning, and structured workout generation.

hhopke/intervals-icu-mcp

DML

by mmckeen-nv

Protoype contextual memory system for models that mimics a sliding gradient of accuracy vs conceptual recall.

mmckeen-nv/DML

agent-services-mcp

by gareth1953

A thin MCP server that wraps provenance-receipts and quality-gate services as tools, enabling AI agents to certify content origin and score quality via Ed25519-signed receipts.

Gareth1953/agent-services-mcp

web-speed-oss

by dominic-pi-sunyer

Reducing token usage by 70% with a deterministic mapping engine. Also links in with the Web Speed Agent SDK and MCP for post-auth agents.

Dominic-Pi-Sunyer/web-speed-oss

Hyros MCP

by hyrosog

Connects Hyros advertising attribution to AI assistants (Claude, Cursor, etc.) through the Model Context Protocol, enabling queries about leads, sales, calls, subscriptions, and ad performance.

HyrosOG/Hyros-MCP

codex

by jinxlzc

Enables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job management through MCP tools.

jinxlzc/grok-codex-plugin