Discover Awesome MCP Servers

uk-rates-thresholds

Query current and historical UK official figures (tax bands, minimum wage, benefits, energy price cap and 100+ more) with effective dates and links to official government sources. Data refreshed whenever the official sources change.

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift programming guides, design guidelines, and Apple Developer YouTube content including WWDC sessions. Uses advanced RAG technology with semantic search and AI reranking to deliver accurate, contextual answers for Apple platform development.

PrijsProfeet MCP

Unofficial MCP server that exposes the PrijsProfeet API as validated tools for product search, price history, forecasts, deals, and matching. It can run via stdio or as an authenticated Streamable HTTP server.

Databricks MCP Server

Enables LLM-powered tools to interact with Databricks clusters, jobs, notebooks, SQL warehouses, and Unity Catalog through the Model Completion Protocol. Provides comprehensive access to Databricks REST API functionality including cluster management, job execution, workspace operations, and data catalog operations.

Google Ads MCP

Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets, and statuses, all backed by preview and audit logging.

aiquaa-api-quality-mcp-server

Analyzes API requirements and source code, evaluates existing Postman test coverage, and generates or updates test automation with an optional draft pull request on GitHub.

Project-Lens

MCP server that scans workspace roots to build a registry of version-controlled projects, exposing tools for searching, listing, and inspecting projects to help AI coding agents navigate multi-repo workspaces efficiently.

hive-memory

Provides AI coding agents with persistent, graph-connected memory across projects, enabling cross-project context retrieval via synaptic connections and hybrid search.

yandex-calendar-mcp

An MCP server that enables AI assistants to access Yandex Calendar over CalDAV, with the ability to read, create, move, update, and delete events, including recurring events and attendee invitations.

mcp-ssh-tool

SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.

graphql-to-mcp

Turn any GraphQL API into MCP tools. Zero config, zero code. Auto-introspection, flat InputObject schemas for better LLM accuracy, smart truncation, retry logic with exponential backoff.

FortiGate MCP Server

Enables AI assistants to manage FortiGate firewalls from bootstrap to production, with safe preview/apply changes and secure credential handling. Covers inventory, VDOMs, interfaces, routing, firewall policies, VPN, security analysis, and documentation generation.

MelviChat MCP Server

Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.

X-Ways MCP

Enables triage, installation validation, and controlled automation of X-Ways Forensics and related tools through structured MCP tools for agents.

Amazon Ads API MCP SDK

Enables AI-powered advertising applications by providing MCP-compliant tools to interact with Amazon Ads API for campaign management, reporting, and optimization.

ADA Turbo

Provides a complete agency operating system with 20+ roles (strategy, creative, marketing, etc.) accessible via MCP and includes a Pixel Office visualizer for interactive simulation.

testmo-mcp

MCP server that integrates with Testmo to let AI assistants read projects, runs, results, and test cases, and create or update runs, results, and cases via natural language.

Steam Reviews MCP

About Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.

Bankr Industrial Customs MCP

MCP server for international trade operations focused on Kazakhstan/EAEU/Central Asia routes, providing tools for landed cost calculation, HS classification, Incoterms guidance, logistics estimation, and currency conversion.

x402 Checker (AI Nock)

Free x402 endpoint checker plus paid report and metadata tools. Remote MCP server for agents. Written by AI named Nock, not a human.

MJC MCP Server

MCP server enabling AI assistants to query Myongji College data, including real-time library seat availability, campus notices, department lists, and course search (with user login). All tools are read-only and can be composed to answer complex campus-related questions.

Local Context MCP

A self-hosted AI memory service that shares durable project context between MCP-compatible clients such as Claude Code and Devin, via a REST API and a Streamable HTTP MCP server with tools to remember, recall, list, and forget memories.

Engram

An agent-agnostic memory layer that captures, reviews, and recalls facts from any coding agent, storing them locally as plain Markdown and speaking the Model Context Protocol.

GPSS Patent Search MCP

MCP server for searching patents in Taiwan's Global Patent Search System (GPSS) using keywords and boolean operators, returning raw XML responses.

mcp-email-search-server

Enables AI agents to search and retrieve emails from Yahoo accounts using keywords, folder, date range, and attachment filters.

Granola MCP Server

Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.

mitra-mcp

A modular MCP server integrating Clockify, WakaTime, and Azure DevOps for time tracking, work item management, and time logging via a unified API.

mcp-rag-service

A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations, packaged for Docker/Kubernetes.

WordPress MCP Server

An MCP server that enables AI agents to manage WordPress sites, including Elementor page building, content CRUD, plugin management, and site configuration via the WordPress REST API.

Music Media MCP Server

Enables users to generate AI-powered music videos by analyzing visual content to compose matching soundtracks using Google's Lyria model. The server automatically merges audio and media into playable video artifacts that can be rendered inline within MCP-compatible chatbots.