Discover Awesome MCP Servers

LanceDB MCP Server

A basic serverless MCP server using LanceDB to store and retrieve documents via three tools: ingest, retrieve, and get table details.

Godot MCP Server

Connects Claude directly to Godot 4 projects to read and manipulate scenes, nodes, scripts, and assets within the editor. It enables real-time scene tree management, script editing, and resource configuration through a local Node.js bridge and GDScript plugin.

mario-playwright-mcp

MCP server for browser automation with AI agents, enabling network payload capture and QA workflows.

llms-mcp

An MCP server that exposes the llms.txt file and its referenced local or external resources from a project root to provide context for AI models. It automatically parses documentation links and URLs to make them accessible as additional MCP resources.

Scholar Feed MCP Server

Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.

mcp-semclone

Enables LLMs to perform software composition analysis including license detection, vulnerability assessment, SBOM generation, and policy validation using the SEMCL.ONE toolchain.

MLflow MCP Server

A Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare metrics, manage the model registry, and promote models through natural language.

mcp-tw-lvr

MCP server for querying Taiwan's real estate transaction registry via web scraping of the Ministry of the Interior's official portal. Enables natural language queries for real estate sales, rentals, and pre-sale housing data.

Booli MCP Server

Enables AI assistants to search and analyze Swedish real estate data from Booli.se using natural language queries. Supports property searches with comprehensive filtering options and location discovery through GraphQL API integration.

Amazon Cart MCP Server

Enables AI assistants to interact with your personal Amazon cart through browser automation, allowing search, add to cart, and view cart functionalities.

Status Invest MCP Server

Status Invest MCP Server

tacc-mcp-bio

Enables Claude Code to interact with a TACC or SLURM HPC cluster for bioinformatics pipelines, allowing job management, log reading, file browsing, remote script execution, and job submission through natural language.

Expense Tracker MCP Server

Enables users to add, list, and summarize expenses, and exposes expense categories as a resource.

Codecks MCP Server

Enables AI assistants to interact with Codecks project management for querying cards, creating tasks, and managing game development workflows. It supports comprehensive operations for cards, decks, spaces, and projects through natural language commands.

evc-team-relay-mcp

Read, search, and write Obsidian vault notes via Team Relay collaborative server. Supports shared folders, real-time sync, and AI agent access.

BizIntel MCP Server

Enables AI assistants to perform real-time business intelligence tasks including competitive analysis, website scoring, review analysis, and market research.

FastApply MCP Server

Enterprise-grade code intelligence platform providing AI-powered code analysis, semantic search, security scanning, and automated refactoring capabilities. Integrates with local AI models for zero-cost operations while delivering comprehensive development workflow automation.

mcp-oauth

FastMCP server with Bearer token authentication mounted on FastAPI, including OAuth 2.1 endpoints for dynamic client registration and metadata discovery.

Photoshop MCP Server

Enables remote control of Adobe Photoshop on macOS and Windows via MCP, supporting multiple backends including AppleScript, PowerShell, and UXP plugin.

Web Search MCP

A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.

Logseq MCP Server

A NestJS-based server that enables AI agents to interact with Logseq graphs through its HTTP API for managing notes, journals, and blocks. It features specialized tools for project development tracking, including progress logs, technical decisions, and workflow prompts.

sql-explorer-mcp

Read-only MCP server for SQL databases (SQL Server, Postgres, SQLite) with multi-server support and three-layer safety using AST validation and linting.

obsidian-mcp

A self-hosted MCP server with a management UI for reading, searching, editing, and organizing notes in an Obsidian vault, with OAuth and token authentication, git snapshots, and optional Obsidian Sync.

cascade-cms-mcp-server

Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, search, publish, workflow, and more through 37 MCP tools and 4 resources.

mcp-sandbox

A sandbox MCP server for testing and debugging MCP tools and interactions via the MCP Inspector.

Solana Trading Server

Un servidor que muestra tokens en tendencia e integra Grok, la comprensión y visión de imágenes de xAI (interpretado como una IA con capacidad de visión), y las capacidades de uso de computadoras de Claude.

zont-mcp

An MCP server that connects AI assistants to the ZONT heating system via the official REST API. It enables users to monitor device states, control heating modes, and perform diagnostics using natural language.

VulnMCP

An MCP server for vulnerability management that provides tools for automated severity and CWE classification using NLP models. It enables AI agents to query the Vulnerability Lookup API for detailed CVE information and search for security vulnerabilities across various sources.

Python MCP Server Template

A foundational template for building MCP servers in Python using Streamable HTTP transport. Provides example implementations of tools, resources, and prompts to help developers create custom MCP integrations for AI assistants.