The MCP Trust Index.

unreal-source-mcp

by tumourlove

Indexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call graphs, and full-text search across all engine source files.

tumourlove/DEPRECATED-unreal-source-mcp

Jira Daily PM Radar

by letya999

Enables PM radar analysis of Jira projects, providing daily, sprint, and backlog reports with issue context and search.

letya999/jira-daily-pm-radar

openemr-mcp

by shruti-jn

An MCP server that connects AI assistants to OpenEMR instances to manage patient records, clinical trends, and medication safety. It provides 17 tools for tasks such as patient search, drug interaction checks, and generating comprehensive health trajectories and visit preparations.

shruti-jn/openemr-mcp

memex

by ayushagrawal288

A production-grade persistent memory service for AI agents. Agents forget everything between sessions by default — memex fixes that. It stores, retrieves, and ranks conversation memory using semantic search with recency decay, so agents surface what's relevant and recent, not just what's semantically closest.

ayushagrawal288/memex

PDF Merge AI MCP

by csoai-org

PDF Merge AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/pdf-merge-ai-mcp

AlphaFold Sovereign MCP

by smaniches

Integrates AlphaFold DB and eight other biomedical data sources into MCP tools for variant clinical reporting, disease-target analysis, structural intelligence, and drug repurposing, with results persisted to a local SQLite knowledge graph.

smaniches/alphafold-sovereign-mcp

Agentic Product Protocol MCP Server

by aiagentkarl

Klarna-style product discovery for AI shopping agents. Makes product catalogs machine-readable so AI agents can search, compare, and purchase products programmatically.

AiAgentKarl/agentic-product-protocol-mcp

loenn-mcp

by magedeline

An MCP server that enables AI agents to read, edit, analyze, procedurally generate, and preview Celeste .bin map files without the Lönn editor.

Magedeline/loenn-mcp

GodProfile MCP Toolkit

by luc0-0

An MCP server that generates stunning animated SVGs, glassmorphic widgets, and bento-grid layouts to enhance your GitHub profile README.

Luc0-0/GodProfile

Azure Diagram MCP Server

by jah-yee

An MCP server that generates professional infrastructure diagrams using the Python diagrams DSL, with first-class Azure support and GitHub Copilot integration for natural language diagram generation.

Jah-yee/diagrams-mcp-server

Bangumi MCP

by etherwindy

Enables searching and retrieving information about anime, manga, and related content via the Bangumi API.

etherwindy/Bangumi-MCP

bq_mcp_server

by takada-at

A Python MCP server that retrieves and caches BigQuery metadata (datasets, tables, columns) and enables secure SQL query execution with cost control, file export, and keyword search.

takada-at/bq_mcp_server

rag-retrieval-mcp

by maryamzi

Enables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone, pgvector) to return relevant content.

MaryamZi/rag-retrieval-mcp

flyte-mcp

by atoolz

Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assistants via the Model Context Protocol.

atoolz/flyte-mcp

Telegram MCP Server

by asadullayev06

A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It exposes Telegram account, chat, message, contact, media, folder, and admin operations through the Model Context Protocol using Telethon.

Asadullayev06/telegram-mcp

Profiles MCP Server

by rudderlabs

Enables building RudderStack Profiles projects using natural language through AI assistants, supporting data discovery, identity resolution, feature engineering, and propensity modeling.

rudderlabs/profiles-mcp

Agent Handoff Certified MCP

by csoai-org

Verifiable agent-to-agent task handoff with signed provenance chain.

CSOAI-ORG/agent-handoff-certified-mcp

Argus

by khamel83

One endpoint, five search providers. Search broker for AI agents with automatic fallback, RRF ranking, and budget enforcement. The LiteLLM of web search.

Khamel83/argus

pycycle-mcp

by cmudrc

Model Context Protocol server for pyCycle/OpenMDAO engine-cycle workflows, enabling lifecycle management, variable inspection, execution, sweeps, and integration with CPACS aircraft analysis pipelines.

cmudrc/pycycle-mcp

project-explorer-mcp

by l0kifs

Analyzes Python project structure by exploring directory trees, extracting outlines from Python and Markdown files, and inspecting OpenAPI specifications.

l0kifs/project-explorer-mcp

Bug Bounty MCP Server

by akinabudu

A comprehensive MCP server for automated bug bounty hunting and security reconnaissance, featuring over 28 specialized tools for subdomain discovery, vulnerability scanning, and traffic analysis. It integrates automated scope validation and professional reporting across multiple platforms like HackerOne and Bugcrowd to streamline security testing.

akinabudu/bug-bounty-mcp

IDA Script MCP

by suzixunyue

Executes IDAPython scripts in IDA Pro through any MCP-compatible AI assistant, enabling AI-powered binary analysis with full access to IDA's API.

SuZiXunYue/ida-script-mcp

Northwind PostgreSQL MCP Server

by mosesliao

A read-only MCP server that connects Claude to the Northwind sample PostgreSQL database, allowing natural language queries to generate SQL and charts.

mosesliao/postgres-mcp

Healthcare AI Governance MCP

by csoai-org

Healthcare AI Governance - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/healthcare-ai-governance-mcp

Gmail MCP Server

by xiangwanggithub

Enables AI assistants to manage Gmail accounts through natural language for tasks like sending, reading, searching, and organizing emails. It supports advanced features including draft management, label operations, and batch actions via secure OAuth 2.0 authentication.

XiangWanggithub/Gmail-mcp

ashare-mcp

by charmyue

Production-grade MCP server for Chinese A-share market data, offering 30 tools including real-time quotes, K-lines, fund flows, and financial reports, with stdio and HTTP transport support.

CharmYue/ashare-mcp

fintools-mcp

by slimbiggins007

Provides a comprehensive financial analysis toolkit for AI assistants, featuring technical indicators, options chain analysis, and risk-based position sizing. It enables users to perform stock market analysis and evaluate trade performance using real-time data from Yahoo Finance.

slimbiggins007/fintools-mcp

OpenDART MCP Server

by realyoungk

Provides natural language access to South Korean corporate disclosure data, financial statements, and shareholder information through the DART Open API. It enables users to query 83 different tools for real-time reporting and regulatory filings from Korean listed companies.

RealYoungk/opendart-mcp

AFSIM MCP Server

by yookio-z

Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation execution, and results analysis.

Yookio-Z/AFSIM_MCP

DeepSIFT

by ahammadshawki8

DeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM hallucinations in autonomous incident response.

ahammadshawki8/DeepSIFT

Iris

by addisontech

This MCP server enables AI agents to read MQTT and Sparkplug B data via tools like list_topics, get_latest, and read_all, providing read-only access to latest sensor values.

AddisonTech/Iris

youfiliate-mcp

by andrewmpierce

MCP server for managing Youfiliate Smart Links from AI assistants like Claude Desktop, enabling creation of geo-targeted affiliate links, analytics, and YouTube description migrations.

andrewmpierce/youfiliate-mcp

unsplash-mcp

by cevatkerim

An MCP server for searching and retrieving photos from Unsplash with proper attribution, designed for LLMs building content pages.

cevatkerim/unsplash-mcp

Emoji AI MCP

by csoai-org

Emoji AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/emoji-ai-mcp

Genesys MCP

by digitalvanguardsolutions

Enables AI agents to interact with Genesys Cloud platform through MCP tools, resources, and prompts, supporting queues, conversations, users, presence, and analytics with production-ready features like Streamable HTTP and per-request authentication.

DigitalVanguardSolutions/Genesys-MCP

lake-dayz

by zeripedaniel

An MCP server that pre-flights DayZ Enforce mods, catching boot-crashing mistakes before packing PBO files.

ZeripeDaniel/Lake-Dayz-MCP

qmcp

by gabiteodoru

An MCP server that enables AI assistants to interact with q/kdb+ databases for development and debugging workflows. It supports executing queries, persistent connection management, and includes a Qython translator for converting Python-like syntax to q.

gabiteodoru/qmcp

Documentation Manager

by arimxyer

Comprehensive documentation lifecycle management powered by an MCP server. Automates documentation creation, maintenance, quality assessment, and synchronization for software projects.

arimxyer/doc-manager-mcp

arunkumars-mf/zos-ftp-mcp

by arunkumars-mf

Enables interaction with z/OS mainframe systems via FTP, including dataset listing/download/upload, JCL job submission and monitoring, with advanced text processing and pagination support.

arunkumars-mf/zos-ftp-mcp

MCP Server Basic Example

by vanshika-sharma21

Demonstrates core MCP server functionality with basic arithmetic operations (addition and subtraction) and personalized greeting generation. Serves as an educational template implementing example tools and dynamic resources for MCP server development with Python.

vanshika-sharma21/MCP

mcp-amazon-sp-api

by christian-ramos

MCP server that exposes the Amazon Selling Partner API to Claude Desktop and any other MCP client. It wraps the python-amazon-sp-api SDK and ships 55+ tools across 19 SP-API scopes with automatic pagination, throttle-aware retry and multi-marketplace support.

christian-ramos/mcp-amazon-sp-api

Instagram

by aleemhaider

Interact with Instagram Business and Creator accounts through the Instagram Graph API.

aleemhaider/instagram-mcp

Looker MCP Server

by ultrathink-solutions

Provides AI assistants direct access to Looker through a standard MCP interface, enabling querying the semantic model, managing content, editing LookML, and administering users.

Ultrathink-Solutions/looker-mcp-server

x402 Payment Gateway MCP Server

by aiagentkarl

Enables AI agents to make micropayments using USDC on Solana via the x402 protocol, supporting payment requests, on-chain verification, and revenue tracking.

AiAgentKarl/x402-mcp-server

soi-mcp

by mcpwright

Provides IRS income and tax statistics by ZIP code, enabling LLM agents to query income distribution, tax liabilities, credits, and deductions for any U.S. ZIP code using public IRS SOI data without an API key.

mcpwright/soi-mcp

Delpha Data Quality MCP

by delpha-assistant

Enables AI-driven data quality operations such as validation, enrichment, and deduplication for customer data fields including email, address, phone, and LinkedIn profiles through natural language interactions.

Delpha-Assistant/DelphaMCP

re-rizin

by heretek-re

MCP server exposing the rizin CLI for static binary analysis of executables.

Heretek-RE/re-rizin

Telegram

by alexandertsai

Enables Claude to monitor and respond to Telegram messages by accessing chat lists, reading conversations, and sending replies that match the user's texting style through Telethon API integration.

alexandertsai/mcp-telegram

Cisco NX-OS CLI MCP Server

by sdntechforum

Enables interaction with Cisco NX-OS devices by executing CLI commands via the NX-API interface. It supports concurrent multi-device operations, batch command execution, and provides responses in both text and structured JSON formats.

sdntechforum/nxos-mcp

lore

by yacb2

Living typed knowledge graph for software projects, exposed over MCP so coding assistants can capture and query modules, capabilities, flows, events, rules and decisions across sessions. SQLite-backed, schema-validated, ships as a Claude Code plugin.

yacb2/lore