Server Leaderboard

A comprehensive travel aggregation server that enables AI assistants to search for flights and hotels, track flight statuses in real-time, and retrieve airport information. It integrates with Amadeus and AviationStack APIs to provide data on pricing, schedules, and travel routes through natural language.

Generates harmonious color schemes for design projects using The Color API, offering eight different palette generation methods including monochrome, analogic, complement, triad, and quad schemes.

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.

Automates the creation of standardized documentation by extracting information from source files and applying templates, with integration capabilities for GitHub, Google Drive, and Perplexity AI.

Manages and analyzes personal information across email, social media, documents, and productivity metrics with AI-powered insights, communication pattern analysis, and cross-platform content management.

Analyzes codebases to generate dependency graphs and architectural insights across multiple programming languages, helping developers understand code structure and validate against architectural rules.

An MCP server designed to work with FFmpeg for media processing tasks, offering enhanced performance and secure communication for handling media processing requests.

Clockify MCP

Persistent memory, teams, and projects for AI agents. 76 MCP tools for storing, recalling, and sharing knowledge across sessions with 4-strategy hybrid search.

Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.

Model Context Protocol server for Gmail integration. This allows Claude Desktop (or any MCP client) to interact with your Gmail account through Google Apps Script.

Perpetual futures trading API for AI agents. Access 275+ markets (crypto, stocks, commodities, forex) via Hyperliquid. Copy trading, leaderboard, up to 50x leverage. No KYC. 20% referral commissions.

Enables scraping and comparing pricing information for LLM inference services across multiple providers (CloudRift, DeepInfra, Fireworks, Groq) using Firecrawl API and SQLite storage.

One Piece TCG card search, deck analysis, cost curves, leader browsing, and counter strategy tools. 6 tools, 4,348 cards embedded.

An MCP server that enables interaction with Kafka clusters to manage topics, monitor consumer groups, and stream messages. It provides a comprehensive suite of tools for broker metadata inspection and local Kafka user management.

Generates Lorem Ipsum placeholder text with customizable parameters including paragraph count, length, and formatting options through the API Ninjas service.

"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

A unified MCP server for Tavily and Brave Search APIs that features automatic API key rotation and zero-cost hosting on Cloudflare Workers. It provides tools for web searching, data extraction, and research with secure, encrypted key management.

Connects AI agents to TiddlyWiki through the Model Context Protocol, enabling listing, searching, filtering, creating, updating, and deleting tiddlers. Defaults to read-only mode with optional write permissions.

Fast, token-efficient web content extraction tool that converts websites to clean Markdown for AI agents, featuring smart caching, content extraction with Mozilla Readability, and polite crawling capabilities.

Provides comprehensive Git operations as tools for AI assistants and applications. This server enables AI systems to interact with Git repositories, allowing to initialize, fetch, commit, log, status, etc..

A MCP server that uses Amap API to provide location-based services, allowing users to get geographic information based on IP addresses and search for nearby points of interest.

Enables processing, validation, optimization, and analysis of 3D models with glTF/GLB support, including format conversion, compression (Meshopt/Draco), texture optimization, and detailed model statistics.

MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.

A minimal Python-based MCP server that provides standard arithmetic tools including addition, subtraction, multiplication, and division. It allows language models to perform basic mathematical calculations through a standardized interface.

A sample MCP server implementation for Next.js projects that uses the Vercel MCP Adapter to handle protocol requests across different transport methods.

Enables intelligent semantic conversation routing that automatically branches, maintains, and routes between conversation topics instead of relying on entire conversation histories for context.

Enables comprehensive GitLab integration allowing LLMs to manage projects, issues, merge requests, repository files, CI/CD pipelines, and perform batch operations. Supports advanced features like AI-optimized summaries, smart diffs, and atomic operations with rollback support.

Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping

finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.

Dingo MCP Server

A Model Context Protocol server that enables interaction with Chop's Setup system, providing an interface to retrieve setup information via a REST API.

A next-generation Minecraft server engine built with Python and Cython, aiming to deliver exceptional performance and flexibility through advanced scientific computing libraries and optimized architecture.

Trade, analyze, and automate Polymarket prediction markets via AI. 34 tools for direct trading, smart money flow, copy trading, backtest, and portfolio management.

Connect to your Crawl4AI docker API server.

Integrates Korea's government digital design system (KRDS) with AI assistants, enabling users to search components, validate code compliance, and access design tokens for Korean government digital services.

Helps LLMs maintain coherent timelines, track events, and manage characters across long-form narratives for fiction writing or historical accounts.

GoWeb3 Data MCP Server provides events and news curated by GoWeb3.fyi

Provides comprehensive analytics for Solana wallets, enabling real-time portfolio insights, cross-protocol DeFi position monitoring, behavioral analytics, and AI-powered investment strategy recommendations across the Solana ecosystem.

An MCP server that provides real-time weather information including temperature, humidity, wind speed, and sunrise/sunset times through the OpenWeatherMap API.

A comprehensive, domain-agnostic documentation scraping and AI integration toolkit. Scrape any documentation website, create structured databases, and integrate with Claude Desktop via MCP (Model Context Protocol) for seamless AI-powered documentation assistance.

Asana project management — create tasks, manage projects, track workflows, and search across workspaces.

Enables users to create, manage, and monitor n8n workflows through natural language using AI interfaces like Claude and Cursor. It supports multi-instance environments and provides tools for workflow lifecycle management, execution monitoring, and tag organization.

An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.

Enables AI agents to deploy applications to AWS with DevOps capabilities by automatically inferring infrastructure needs from code and generating inspectable Infrastructure as Code specifications.

Provides fast, multilingual spell-checking for text and files, featuring syntax-aware parsing that intelligently checks only comments and strings in code. It supports over 15 languages and enables directory-wide scanning with custom dictionary management.

A template for deploying MCP servers on Cloudflare Workers without authentication. Provides a foundation for building custom MCP tools that can be accessed remotely from various MCP clients like Claude Desktop or the Cloudflare AI Playground.