The MCP Trust Index.

Google Business Profile MCP Server

by amirjahfar1

An MCP server that provides 40 tools for managing Google Business Profiles, including accounts, locations, verifications, reviews, and performance analytics, enabling AI agents to interact with GBP via REST APIs.

amirjahfar1/Google-Business-Profile-GBP-MCP

mcp-agent-langchainjs

by azure-samples

Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to order burgers from a burger restaurant

Azure-Samples/mcp-agent-langchainjs

Get Gather

by remotebrowser

A containerized service that enables MCP clients to interact with data and perform actions through a remote browser environment. It supports live streaming of the container desktop and offers proxy configuration for location-based browser sessions.

remotebrowser/mcp

neurolink

by juspay

One TypeScript interface for 24+ LLM providers — swap providers without rewriting. MCP-native (connect any MCP server), voice (TTS/STT/realtime), RAG, memory, file processors. Production-origin: powers Tara, Yama, and Clairvoyance at Juspay.

juspay/neurolink

KRAWEL

by akim-dev

Belajar krawel

akim-dev/KRAWEL

hm_editor

by huimeicloud

一款轻量级、可扩展的、跨平台的、专为医疗信息化设计的电子病历编辑器内核，为EMR（电子病历系统）提供专业的结构化病历编辑与AI接入解决方案。

huimeicloud/hm_editor

drift

by dadbodgeoff

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.

dadbodgeoff/drift

GoldenMatch

by benzsevern

Entity resolution toolkit for deduplication, record matching, golden records, and PPRL.

benzsevern/goldenmatch

Specmatic MCP Server

by specmatic

Exposes Specmatic's API contract testing, resiliency testing, and mocking capabilities to AI coding agents via natural language, enabling automated validation and simulation of API behaviors.

specmatic/specmatic-mcp-server

Apache ECharts

by apache

Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and returns cloud-hosted image URLs for eight chart types including bar, line, pie, scatter, funnel, tree, treemap, and sunburst.

apache/echarts-mcp

Shodh-Memory

by varun29ankus

Provides persistent cognitive memory for AI agents and robots with no LLM in the loop, using algorithms for storage, recall, and forgetting; supports MCP, HTTP, and ROS2.

varun29ankuS/shodh-memory

mcp-cloudron

by serenichron

An MCP server for managing Cloudron instances that enables monitoring and controlling self-hosted applications, backups, and infrastructure. It provides tools for listing installed apps, retrieving system status, and performing administrative tasks through the Model Context Protocol.

serenichron/mcp-cloudron

email-mcp

by goyalayus

MCP server that sends outbound emails with automatic single-thread mapping in Gmail, enabling reply-style conversations within a single thread.

goyalayus/perfect-email-mcp

review-flow

by dgouron

Automated AI code reviews powered — webhook-driven, real-time dashboard, MCP integration, smart queue with deduplication, multi-agent audits, and iterative follow-up reviews for GitLab MRs and GitHub PRs

DGouron/review-flow

oaris-dev/diviops

by oaris-dev

MCP server exposing Divi 5 Visual Builder as tools for Claude

oaris-dev/diviops

Android Code Search MCP Server

by steveday763

Enables searching and browsing Android source code across projects like Android, AndroidX, and Android Studio via cs.android.com. It provides tools for regex-based code searches, full file content retrieval, and symbol autocomplete suggestions.

steveday763/cs_android_mcp

Daemon-MCP

by 9thlevelsoftware

Daem0n-MCP provides AI agents with persistent, semantically indexed memory to track decisions, rules, and outcomes across sessions. It actively prevents repetitive mistakes by enforcing context checks and prioritizing information about past failures during recall. Best for Claude Code.

9thLevelSoftware/Daem0n-MCP

TDPilot

by dreamrec

An MCP server for TouchDesigner that lets AI agents inspect, build, wire, optimize, and stabilize live TD networks with 106 tools, plus a technique memory system for reusable patterns.

dreamrec/TDPilot

supership-scan

by andysalvo

Predeploy security scanner for AI-generated code. 80+ vulnerability patterns across secrets, auth, injection, config, Supabase, and logging. Runs locally, code never leaves your machine. Optional x402 witnessed attestation.

andysalvo/supership-scan

InstantCMS MCP Server

by instantcms-dev

Provides a specialized environment for developing InstantCMS 2 addons and templates by exposing hooks, class APIs, and code structures to AI assistants. It enables automated scaffolding, validation, and searching of system components to streamline the creation of functional CMS extensions.

instantcms-dev/instantcms-mcp

Audrey

by evilander

Local-first memory firewall and MCP server for AI agents. Audrey provides recall, memory capsules, preflight checks, reflexes, validation, tool-trace learning, contradiction handling, and SQLite/sqlite-vec storage.

Evilander/Audrey

ASG Card

by asgcompute

Virtual MasterCards for AI agents. Issue and manage cards via MCP.

ASGCompute/asgcard-public

Frihet MCP Server

by frihet-io

Connects AI assistants to the Frihet ERP system, enabling natural language management of invoices, expenses, clients, CRM, and more through 157 tools.

Frihet-io/frihet-mcp

Lore

by jordanhindo

Enables infinite searchable memory for coding agents across sessions, allowing them to recall past decisions and context.

jordanhindo/lore

excalimate

by excalimate

Create keyframe animations from hand-drawn Excalidraw diagrams — timeline editor, camera animation, sequence reveals, and an MCP server for AI-driven creation with real-time live preview Export as MP4, WebM, GIF, or animated SVG.

excalimate/excalimate

Canvas LMS

by aryankeluskar

Integrates with Canvas LMS to retrieve course information, modules, and learning materials based on natural language queries or image analysis, enabling students to find relevant educational resources without leaving their conversation.

aryankeluskar/canvas-mcp

End-to-End-Agentic-Ai-Automation-Lab

by mdalamin5

This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, AutoGen, CrewAI, RAG, MCP, automation with n8n, and scalable agent deployment using Docker, AWS, and BentoML.

MDalamin5/End-to-End-Agentic-Ai-Automation-Lab

meshy-youtube-mcp

by scottcjn

Enables generating 3D models from text prompts, rendering turntable animations, and uploading them directly to YouTube via an MCP interface.

Scottcjn/meshy-youtube-mcp

doc-hub-mcp

by wxkingstar

Provides retrieval of WeChat Work and Feishu developer documentation, enabling AI assistants to query API references without switching browsers.

wxkingstar/doc-hub-mcp

Brightspace MCP Server

by rohanmuppa

MCP server for Brightspace (D2L): check grades, due dates, announcements, rosters & more using Claude, ChatGPT, Cursor, or any MCP client. Built with TypeScript and the D2L REST API.

RohanMuppa/brightspace-mcp-server

lyra-tool-discovery

by nirholas

AI powered automation toolkit which acts as an agent that discovers MCP servers for you. Point it at GitHub/npm/configure your own discovery, let GPT or Claude analyze the API or MCP or any tool, get ready-to-ship plugin configs. Zero manual work.

nirholas/lyra-tool-discovery

agent-debugger

by uncooe

Enables AI agents to investigate backend incidents by executing runbooks that gather evidence from observability and storage systems.

UnCooe/debug-runbook

obsidian-cli-rest

by dsebastien

Control your Obsidian vault programmatically. This plugin turns all Obsidian CLI commands into a local HTTP API and MCP server, letting you automate your workflow from scripts, tools, and AI assistants.

dsebastien/obsidian-cli-rest

InstrMCP

by caidish

MCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems through QCodes and JupyterLab.

caidish/instrMCP

APIMesh

by mbeato

20 x402-payable API tools for web analysis including vitals, SEO, security, and email verification.

mbeato/apimesh

community-ff-mcp

by mohn93

Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.

mohn93/ff-mcp

NIST CSF 2.0 Assessment Platform

by rocklambros

Enables comprehensive NIST Cybersecurity Framework 2.0 assessments with 40+ MCP tools for maturity scoring, gap analysis, implementation planning, risk assessment, and executive reporting across 740 security questions.

rocklambros/nist-csf-2-mcp-server

google-workspace-unlimited

by dipseth

This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.

dipseth/google_workspace_fastmcp2

MCP-based Knowledge Graph Construction System

by turambar928

An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.

turambar928/MCP_based_KG_construction

Twining MCP Server

by daveangulo

Provides agent coordination for Claude Code through a shared blackboard, decision tracking with rationale, and local semantic search over git-trackable JSONL files. It enables users to assemble tailored context packages and manage a lightweight knowledge graph for complex development tasks.

daveangulo/twining-mcp

AWS CLI

by alexei-led

Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials on the host machine.

alexei-led/aws-mcp-server

Sperax Ecosystem Crypto & DeFI MCP Server

by sperax

MCP server for Sperax DeFi ecosystem that enables AI agents to interact with USDs stablecoin, SPA governance, staking, and yield farms on Arbitrum and BNB Chain.

Sperax/sperax-crypto-mcp

mql5-help-mcp

by caoshuo594

Provides AI coding assistants with local access to 4500+ MQL5 documentation files and supplementary ebooks via MCP, enabling efficient search, browsing, and error diagnosis for MQL5 development.

caoshuo594/mql5-help-mcp

gpal

by tobert

An MCP server that gives your IDE or agent access to Google Gemini with autonomous codebase exploration, enabling deep code analysis, architectural reviews, and bug hunting.

tobert/gpal

floomhq/floom

by floomhq

Floom MCP server — deploy Python apps instantly with auto-generated UI, REST API, and shareable URLs. 32 tools for AI agents.

floomhq/floom

Kali MCP Server

by k3nn3dy-ai

Provides a containerized Kali Linux environment that gives AI assistants access to a comprehensive suite of security and penetration testing tools. It enables automated vulnerability scanning, network reconnaissance, and secure command execution through the Model Context Protocol.

k3nn3dy-ai/kali-mcp

OECD MCP Server

by isakskogstad

Provides AI assistants access to over 5,000 OECD economic and statistical datasets via the SDMX API for search, analysis, and comparison across 38 countries.

isakskogstad/OECD-MCP