Discover Awesome MCP Servers

allabout-mcp

MCP servers and more

Model Context Protocol Python Server

A Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.

contentstack-mcp

contentstack-mcp

GitHub Style Markdown Preview MCP App

Enables the previewing of GitHub Flavored Markdown (GFM) as an MCP application. It provides a tool to render and visualize Markdown content using authentic GitHub styling and CSS.

cortex-mcp

Calendar MCP server with atomic booking, conflict prevention, deterministic RRULE expansion, and TOON token compression for AI agents.

MCP Server F1Data

Enables interaction with Formula 1 data through LLM interfaces like Claude. Provides access to F1 information including circuits, constructors, drivers, grand prix, manufacturers, races, and seasons.

Hello Golang MCP

The minimal Golang MCP server implementation with mcp-go.

Apifox MCP Pro

Provides basic diagnostic and information tools for Apifox API management platform, including token validation, project access checks, and explanations of API limitations due to Apifox's restricted Open API.

Agent Communication MCP Server

Enables AI agents to communicate with each other through Slack-like room-based channels with messaging, mentions, presence management, and long-polling for real-time collaboration.

librarian

An MCP server that enables LLMs to search, summarize, and retrieve detailed information from Wikipedia across multiple languages. It supports automated fact-checking by allowing models to proactively verify factual claims using Wikipedia's database.

mcp-scholar

"mcp\_scholar" is a Python-based tool for searching and analyzing Google Scholar papers, supporting features like keyword-based searches and integration with MCP clients and Cherry Studio. It provides functionalities such as fetching top-cited papers from scholar profiles and summarizing research top

LINE Bot MCP Server

MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

CodeGraphContext

Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.

Random Number MCP

Production-ready MCP server that provides LLMs with essential random generation abilities, including random integers, floats, choices, shuffling, and cryptographically secure tokens.

Zaim API MCP Server

Enables users to manage their Zaim household account data through OAuth 1.0a authentication. It provides 14 tools to retrieve, create, update, and delete financial records and master data like categories and accounts.

Prompt-Optimizer-MCP-for-LLMs

A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.

Basalt MCP

A security-hardened MCP server that enables AI models to safely interact with Obsidian vaults through sandboxed file operations and todo tracking. It implements strict validation layers and resource limits to protect the local filesystem from potentially hostile tool calls.

Force Fabric MCP Server

Provides live optimization analysis and health checks for Microsoft Fabric items including Lakehouses, Warehouses, Eventhouses, and Semantic Models. It enables users to detect performance bottlenecks, data quality issues, and security vulnerabilities using over 100 automated rules.

Confluence MCP Server

A FastMCP-based server that provides seamless integration with Confluence's REST API, enabling programmatic access to Confluence spaces, pages, and content search functionality.

OpenAlex MCP Server

An MCP (Model Context Protocol) server that connects to the OpenAlex API.

Volatility3 MCP Server

Connects LLMs like Claude Desktop with Volatility3 forensics framework, enabling users to analyze memory dumps, detect malware, and perform memory forensics tasks through natural language conversation.

Playwright MCP

Enables browser automation through Playwright using accessibility tree snapshots instead of screenshots. Supports web scraping, form interactions, testing, and connecting to existing browser sessions with logged-in accounts.

Project Synapse

An MCP server that transforms text into knowledge graphs and autonomously generates insights by combining Montague Grammar with Zettelkasten methodology.

LumenCore

Provides AI coding assistants with persistent project memory to retain architectural decisions, code patterns, and domain knowledge across sessions. It stores data locally in a SQLite database, allowing agents to remember, recall, and manage project-specific context using full-text search.

mcp-ragchat

An MCP server that enables RAG-powered AI chat integration for websites by crawling content, building local vector stores, and generating embeddable chat widgets. It simplifies the setup of local chat servers with support for various LLM and embedding providers.

YFinance Trader MCP Tool

Provides stock market data and trading capabilities using the yfinance library

Excel Finance MCP

Enables comprehensive Excel operations and financial calculations including investment analysis, rental property management, expense tracking, and automated financial reporting. Supports creating Excel workbooks with advanced financial formulas, cash flow projections, and tax calculations for accounting and finance workflows.

Multi Cluster Kubernetes MCP Server

An MCP server that enables interaction with multiple Kubernetes clusters simultaneously, providing comprehensive tools for cluster management, resource operations, and diagnostics across different environments.

Heroku MCP server

Let's your agent access the heroku platform