Discover Awesome MCP Servers

iOS Automation MCP Server

A Model Context Protocol server that enables AI assistants to interact with iOS simulators, perform accessibility testing, manage apps, and automate complex iOS workflows.

mcp-clevelandart

Enables querying the Cleveland Museum of Art's open access API to search artworks by filters like type, artist, and CC0 status, retrieve details by accession number, find creators, and explore exhibitions.

Alko MCP Server

Provides AI assistants with access to Finland's Alko alcohol product catalog, enabling product search across 11,900+ items, store availability checks, Vivino ratings lookup, and personalized recommendations based on food pairings and preferences.

notion-autopilot

Turns Notion task databases into an intelligent task management system with automated daily standups, overdue alerts, session summaries, and bulk task operations.

ssh-mcp-server

Enables remote server management via SSH, including executing commands, managing persistent interactive sessions, and transferring files over SFTP.

DWD MCP Server

Provides access to German Weather Service (DWD) data via the Bright Sky API, including current conditions, forecasts, and official weather alerts. Users can retrieve weather information and locate stations using either city names or geographic coordinates.

pubmed-mcp-server

쿼리에 일치하는 논문을 PubMed에서 검색합니다.

MCP Server

Flask 기반 서버로, 모델 컨텍스트 프로토콜을 구현하여 LLM을 자연어를 통해 외부 도구 기능으로 강화합니다. 날씨 조회 및 계산과 같은 도구를 모델의 텍스트 출력에서 직접 호출할 수 있습니다.

xueqiu-mcp

Enables querying real-time stock data for A-shares, Hong Kong, and US markets, including search, price details, and market indices via natural language.

PCCheck MCP Server

Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.

zrw-mcp

MCP server for Zero Range Wave Compression, enabling efficient compression and decompression of integer sequences with record-breaking performance.

PyRIT MCP Server

Exposes Microsoft's PyRIT AI red-teaming framework as structured tools for MCP-compatible agents, enabling authorized AI security assessments through engagements, targets, attacks, scoring, and reporting.

Agent Farm

An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.

atlassian-server-mcp

A TypeScript MCP server that enables LLM agents to interact with Atlassian Data Center products (Jira, Confluence, Bitbucket) through typed tools, with tiered operation exposure and safety defaults.

Saju Fortune-Telling MCP Server

Provides Korean traditional Saju (Four Pillars of Destiny) fortune-telling analysis including birth chart calculations, compatibility checks, daily/yearly fortunes, calendar conversions, and personalized life advice based on ancient Eastern astrology.

FrameworkIA MCP Server

Enables AI coding assistants to manage persistent memory, search project context, generate tests, review architecture, and orchestrate workflows through 15 MCP tools, enhancing context-aware code generation.

Fusion Agent Harness MCP Server

Exposes CAD design tools (box, cylinder, shell, etc.) via MCP, allowing AI agents and clients like Claude to create and manipulate parametric CAD models in Autodesk Fusion or a simulator.

NovelAI MCP Server

Enables AI assistants to generate images using NovelAI, supporting text-to-image, image-to-image, and tag suggestions.

TIA-Portal MCP-Server

Enables interaction with Siemens TIA Portal projects directly from VS Code or Claude Desktop using GitHub Copilot and the TIA Openness API. It supports connecting to TIA Portal instances, exporting blocks or types, and performing project operations like compilation via natural language.

Microsoft MCP Server for Enterprise

Enables AI agents to query Microsoft Entra data using natural language, converting requests into Microsoft Graph API calls for read-only enterprise IT scenarios.

Claude-Modeling-Labs MCP Server

A comprehensive toolkit that enables automated interaction with Cisco Modeling Labs (CML) for creating network topologies, configuring devices, and managing lab environments.

SearXNG MCP Server

An MCP server that enables web search capabilities by integrating with a SearXNG instance to aggregate results from over 130 engines. It allows users to perform filtered searches across categories like news, science, and social media while supporting advanced parameters for language and time range.

hayabusa-mcp

Enables Windows Event Log (EVTX) analysis by wrapping Hayabusa, exposing scan and rule retrieval tools.

ultrabrain-mcp

A local MCP reasoning gate that enables structured engineering thought through step-by-step reasoning, branching, merging, validation, and quality metrics without calling external LLM APIs.

VectorCart Shopping Assistant

MCP server that enables AI shopping assistants to understand customer needs, search products using visual and semantic queries, apply metadata filters, and recommend relevant products from an inventory.

Glass Box Framework

Runtime constitutional verification for AI answers — claim extraction with reasoning chains, Epistemic Confidence Score (ECS), 7-angle Glassbox Court red team, constitution compilation, Trust Card assembly, and deterministic SHA-256 audit logs.

mcp-film

The mcp.film directory as an MCP server — search a curated, continuously re-verified catalog of MCP servers for AI filmmaking, get install configs for any client, and plan a full production stack.

Docker MCP Server

Allows Claude and other AI assistants to interact with Docker through the MCP protocol, enabling container and image management including listing, running, stopping, and pulling Docker resources.

mcp-sql-metrics

Exposes read-only PostgreSQL queries as typed MCP tools, enabling natural-language data analysis while keeping raw tables hidden and enforcing safety limits.

docverify-mcp

MCP server that extracts financial statement figures from PDFs and deterministically verifies all totals before returning them, refusing to disclose any numbers that fail tie-out checks.