The Excellence
Directory Platform Template

Home Assistant MCP server integrates Anthropic's Claude with Home Assistant, enabling AI agents to control smart home devices via natural language. Features device monitoring, automation, and conversational management of IoT systems. Suited for AI-driven smart home use cases, with focused Claude compatibility versus other Home Assistant MCP implementations.

Tyk API-to-AI converts APIs into AI-agent interactable MCP resources through Tyk's API management platform. Features include governance, observability, rate limiting, access control, and monitoring for enterprise deployments. Ideal for bridging traditional APIs with AI workflows in production settings.

AiMCP is a web directory cataloging MCP clients and servers, enabling developers to discover, compare, and select appropriate Model Context Protocol tools. Features include a gallery view, filtering by tags/properties, featured highlights, and coverage of 50+ integrations across IDEs, productivity tools, and domain-specific servers. Use cases include MCP tool discovery; it offers a visual, filterable interface superior to plain GitHub awesome lists for quick comparisons.

AI-powered code completion tool integrated with GitHub, providing MCP services for code hosting, CI/CD, and development workflows. Supports seamless interactions with code, pull requests, reviews, and CI tools.

A curated GitHub repository listing remote Model Context Protocol (MCP) servers, including categories, authentication details, and usage examples for integrating MCP servers with LLM clients. It serves as a central directory for discovering and contributing OAuth 2.0–enabled remote MCP servers.

The GitHub MCP Server connects AI tools directly to GitHub's platform, enabling AI agents, assistants, and chatbots to read repositories and code files, manage issues and PRs, analyze code, and automate workflows through natural language interactions.

A Model Context Protocol (MCP) server implementation that provides database interaction and business intelligence capabilities through SQLite. This server enables running SQL queries, analyzing business data, and automatically generating business insight memos.

Facilitates interaction with Airtop's browser automation service through a Model Context Protocol server. Enables AI-driven browser automation and web interaction.

Facilitates device information retrieval and troubleshooting through a Model Context Protocol server.

Facilitates structured product development via specialized AI roles using the Model Context Protocol, converting requirements into actionable tasks. Highlights workflow automation with MCP servers.

A server providing data retrieval capabilities powered by the Chroma embedding database, enabling AI models to create and retrieve data collections using vector search, full text search, and metadata filtering.

MCP server for generating human face images with various shapes and sizes. Categorized under Image & Video Processing.

TypeScript framework for extensible MCP servers using decorators, DI, and modular design. Facilitates building complex, maintainable MCP services. Compared to simple-mcp, adds structure for larger apps; akin to NestJS for MCP. Use cases: enterprise MCP servers with interdependent tools and scalable architectures.

TypeScript AI agent framework with native MCP server support for orchestration and tool integration. Enables building composable agents that expose MCP endpoints. Compared to LangGraph or CrewAI, emphasizes MCP interoperability. Use cases: multi-agent systems, workflow automation via MCP-compatible tools.

MCP server for discord bot. Categorized under Communication.

Analytics and monitoring toolkit for MCP servers, featuring user tracking, session replay, and live debugging. Provides insights into tool invocations, errors, and performance. Similar to Sentry or PostHog but MCP-specific. Use cases: observing AI agent behaviors, debugging tool chains, and optimizing MCP performance in production.

An MCP proxy server to connect to the resource hub. Categorized under Cloud Platforms.

A spec-compliant OAuth 2.1 authorization server for MCP that provides SSO-integrated access, scoped tokens, PKCE, consent flows, and client registration (supporting both CIMD and DCR) for enterprise MCP server deployments.

Official or mirrored repository listing Model Context Protocol (MCP) servers.

Full-stack MCP platform unifying over 100 managed MCP servers through a single interface. Provides built-in authorization flows and governance controls for enterprise use. Ideal for teams seeking minimal coding to connect tools.

Specialized provider for web crawling and scraping, converting web pages into structured formats like JSON or Markdown for AI agent consumption. Supports authenticated scraping and dynamic content handling via MCP servers.

Infrastructure platform offering low-latency compute across clouds with an MCP server for connecting Fly applications to AI systems. Positioned for web applications and agentic systems.

Observability and monitoring tool with its own MCP server for connecting to wider tools and services. Offers dynamic tool discovery for testing and evaluation to combat AI hallucinations.

DevOps solution providing MCP integration within its supply chain ecosystem, enabling easy connections for agents already in the JFrog environment.

Full-service API integration platform with extensive tools across categories, including MCP offerings for observability, authentication, and authorization. Serves as a one-stop shop for service provider integrations. Features simple connectivity requiring minimal code.

Managed MCP platform connecting AI agents to external APIs and services with observability, context management, and intelligent routing. Includes security, caching, and monitoring for production AI applications.

Hosting and deployment platform for MCP-driven systems and AI agents like Claude, enabling quick deployment with minimal code.

AI platform connecting systems to over 5,400 MCP servers and 1,000 AI agent tools using MCP-compatible endpoints for plug-and-play integration.

A GitHub repository that appears intended as a curated list of MCP (Model Context Protocol) projects and resources. The current repository primarily contains HTML and minimal visible content, suggesting it is an early-stage or placeholder list for MCP-related servers and tools rather than a fully populated directory.

Cherry Studio is a code editor that now supports MCP servers, enabling enhanced development workflows directly with Model Context Protocol integration. The release v1.1.1 introduces this support.

Connects Claude to Blender for analyzing and interacting with IFC building models via MCP, featuring specialized tools for querying and exploring BIM data. A practical BIM-focused MCP server.

A modular server framework for building and managing extensible MCP services, simplifying module loading and registration for MCP server development.

A Python-based server that assists users in easily installing and configuring other MCP servers across various platforms. Useful for managing and deploying MCP Servers.

An MCP server that connects to the Layer API service to provide cat facts through a stdio transport server built with the MCP SDK. Relevant as an example of a Model Context Protocol (MCP) server implementation.

Implements CEDARScript, a SQL-like language, as an MCP server for code manipulation, showcasing the adaptability of MCP servers for language and code-based tasks.

An MCP server integrating Arduino-based robotics (ESP32 or Arduino Nano) with AI, enabling control of hardware components like LEDs, motors, servos, and sensors through AI assistants. Highly relevant as an innovative MCP server expanding hardware interaction capabilities.

An MCP server integrating with ClickSend's API to provide SMS messaging and Text-to-Speech call automation. Directly relevant as a communication-focused MCP server.

An MCP server bridging to ClickZetta databases for executing SQL queries, exploring schema information, and documenting insights via natural language interaction.

A Model Context Protocol server providing clj-kondo linting capabilities for Clojure/ClojureScript/EDN files. Useful in environments lacking built-in linting, directly as an MCP server.

An MCP server that enables natural language management of Apache CloudStack infrastructure, translating user requests into API calls for VM deployment, resource management, and infrastructure operations without requiring direct API knowledge. Directly relevant as an example of a specialized Model Context Protocol (MCP) server.

An MCP server for interacting with Google Cloud Tasks queues and tasks using natural language, allowing management and handling of tasks via Claude Desktop. Illustrates the use of MCP servers for cloud task automation.

A Python-based MCP server providing direct access to AWS CloudWatch logs, with tools for listing log groups and retrieving filtered log entries, built on FastMCP and boto3. Demonstrates an MCP server for cloud log management.

An MCP server implementation providing endpoints for wallet-based authentication, cluster management, and name registration. Direct example of an MCP server for cluster operations.

Cross-platform MCP server for executing command-line operations and SSH connections on Windows and Linux through a standardized interface. Relevant as a foundational MCP server tool.

A server wrapping the code2flow tool as an MCP service, enabling AI applications to generate and access code call graphs using a standardized protocol. Directly demonstrates MCP server integration.

A Model Context Protocol (MCP) server designed for dumping codebase context into LLMs, making it easier for AI models to access relevant project information. Exemplifies MCP server usage.

MCP Compass is a discovery and recommendation service that helps AI assistants find and understand MCP servers using natural language queries. It's directly relevant as a tool to locate and interact with MCP servers.

A Model Context Protocol server that connects LLMs to the Compiler Explorer API, enabling compilation and exploration of code across different compilers and languages. This is an MCP server providing LLMs with code analysis and compiler features.

A comprehensive memory management system MCP server for Cursor IDE, allowing AI assistants to remember, recall, and manage information across conversations—showcasing advanced MCP server design.

An MCP server bridging Claude with the ConnectWise Manage API, providing natural language search and memory features for efficient IT service management—demonstrating MCP server integration for business workflows.

Integrates with Dafny for code correctness verification via formal specification analysis—a specialized MCP server for formal methods and verification.

Facilitates discovery and intelligent routing of user requests to the most appropriate MCP servers using metadata-based search—crucial for scalable MCP server infrastructures.

An MCP server for accessing Israeli Government Data from Data.gov.il, allowing structured data retrieval and interaction via the MCP protocol. It is a direct example of a domain-specific Awesome MCP Server.

Provides a JSON-RPC interface to Datomic databases through the MCP protocol, enabling schema exploration and Datalog query execution. This makes it a specialized MCP server for interacting with Datomic.

A Model Context Protocol (MCP) implementation for connecting to and working with various database systems, serving as a versatile MCP server.

An all-in-one MCP service that allows AI-powered data analysis by connecting to multiple types of databases (sqlite, mysql, postgres, etc.) within a single, unified configuration, making it a comprehensive MCP server solution.

Official MCP server for AIStor, directly relevant as a reference implementation for MCP server capabilities.

Comprehensive MCP server for interacting with the Algorand blockchain, supporting over 40 tooling interactions and resource access.

MCP server connecting AI agents to the Chargebee billing platform, enabling automation and query of payment workflows.

An MCP server for reading .ged files and genetic data, integrating ancestry information into AI workflows via MCP.

An MCP server that utilizes Amazon Nova Canvas model for image generation, integrating Amazon Bedrock with MCP-compatible clients.

An MCP server for mathematical expression calculation, enabling AI models to perform calculations via MCP.

A specialized MCP server providing LLM enhancement prompts and jailbreaks with dynamic schema adaptation, designed to augment AI capabilities via the MCP protocol.

An MCP server for accessing and interacting with Coda documents and APIs, integrating Coda functionality into AI workflows using MCP.

MCP server designed for analyzing ROADrecon gather results from Azure tenant enumeration, illustrating specialized security analysis via MCP servers.

An MCP Server implementation that integrates the Balldontlie API, providing information about NBA, NFL, and MLB players, teams, and games.

An MCP server for searching job listings, with filters for date, keywords, remote work, and more, adhering to the MCP server protocol.

Search ArXiv research papers via this MCP server, providing academic search functionality in the MCP ecosystem.

A Python-based MCP server that exposes OpenAI's built-in web_search tool as an MCP-compliant service.

An MCP Server for running Bruno Collections, providing integration and automation capabilities for Model Context Protocol workflows. Directly relevant as an MCP Server implementation for API automation.

The official MCP server for dbt (data build tool), providing integration with dbt Core/Cloud, metadata discovery, model info, and semantic layer querying.

An MCP server for creating dynamic email inboxes for AI agents, allowing them to send, receive, and act on email—an excellent example of a specialized MCP server.

MCP server for managing and interacting with Aiven projects, supporting PostgreSQL, Apache Kafka, ClickHouse, and OpenSearch services. Enables navigation and operations across multiple data services within the Aiven platform.

MCP server for uploading and manipulating IPFS storage, allowing AI assistants or agents to interact with decentralized storage via the MCP protocol.

An MCP server that securely integrates with your iMessage database, enabling LLMs to query and analyze iMessages—showcasing advanced MCP server capabilities.

Couchbase MCP server for unified access to both Capella cloud and self-managed clusters, supporting document operations, SQL++ queries, and natural language analysis.

An MCP server providing control over Android devices via ADB, including screenshot capture, UI analysis, package management, and command execution.

An MCP server that enables LLMs to use a calculator for precise numerical calculations through the MCP protocol.

An MCP server to get Confluence data via CQL and read pages, supporting multiple platforms.

APKTool MCP Server is an MCP server for Apk Tool, enabling automated reverse engineering of Android APKs through the Model Context Protocol.

A secure MCP server for executing shell commands with robust security controls, enabling protected command-line operations. Directly relevant as a widely-used MCP server for secure CLI automation.

A Model Context Protocol server that exposes over 200+ APIs from API.market as MCP resources, allowing large language models to discover and interact with various APIs. A robust and feature-rich MCP server for API aggregation.

MCP server for interacting with the CyberChef API, enabling automated use of CyberChef operations via MCP clients.

An MCP server to communicate with the App Store Connect API for iOS Developers, enabling automation and data access.

An MCP tool providing cryptocurrency market data using the CoinGecko API.

A tool for building MCP servers tailored for AI agents such as CrewAI and LangGraph. It streamlines the process of deploying and connecting MCP servers to platforms like Cursor and Claude.

Provides aviation weather information through a Model Context Protocol (MCP) server, enabling access to METARs, TAFs, PIREPs, and route weather data.

MCP servers for fetching Bilibili's trending videos and searching Bilibili content, with LangChain integration examples. Includes implementations by xspadex and 34892002.

A VMware ESXi/vCenter management server based on MCP, providing REST API interfaces for virtual machine management via the MCP protocol.

MCP servers for automating and controlling the user's browser using existing browser profiles, ideal for tasks requiring logged-in sessions and avoiding bot detection. Includes implementations by browsermcp and modelcontext.

Dockerized MCP server that enables AI agents to access any API with OpenAPI documentation through the MCP protocol.

Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.

An MCP server offering secure, sandboxed environments for executing code, running commands, accessing files, and performing web operations through containerization and isolation technologies.

MCP server enabling AI agents to fix Playwright test failures reported to Currents, integrating CI/CD test management with MCP.

An MCP server that integrates with 3D printer management systems (OctoPrint, Klipper, Duet, etc.) enabling remote control, STL file manipulation, slicing, and advanced print job workflows, highlighting MCP servers in IoT and device automation.

An MCP server that enables AI assistants to search and access arXiv research papers through a simple Message Control Protocol interface, allowing for paper search, download, listing, and reading capabilities. Highly relevant as a specialized MCP server.

MCP server for searching Baseline status with the Web Platform API, fitting into the MCP server directory.

A real-time cryptocurrency data MCP server built on Node.js Express, interfacing with CoinGecko's API and managing API endpoint switching. Highlights MCP integration for financial data.

An MCP server providing real-time cross-chain bridge rates and optimal transfer routes for onchain AI agents.

Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization, making it a relevant MCP server for database interaction and analysis.

An MCP server integrating with OpenAI's GPT-4o model for text analysis, summarization, and generation, providing advanced language capabilities through the Model Context Protocol.

An MCP server for accessing the Climatiq API, enabling real-time carbon calculations and climate impact insights via MCP.

An official MCP Server for Cloudflare Edge, providing edge-AI caching and the ability to deploy Cloudflare Workers via MCP integration.

An MCP server that integrates with RepoMix to enable codebase retrieval and analysis, supporting tasks such as code review and documentation generation.

An MCP server offering real-time access to the latest news from Cointelegraph for AI-driven applications.

An MCP server integrating with Atlassian Confluence Cloud for space management, page operations, content searching, and label handling, facilitating documentation and knowledge management workflows via the MCP protocol.

Provides a robust bridge to the Atlassian Confluence API as an MCP server, enabling search, retrieval, creation, and update of Confluence pages with full-text search and version control.

A Model Context Protocol server enabling LLMs to interact with SQLite and SQL Server databases, supporting schema inspection and SQL query execution, as an exemplary database MCP server.

A Model Context Protocol server for MongoDB, enabling LLMs to query, insert, delete, and aggregate documents via natural language—demonstrating MCP server database integration.

A Model Context Protocol (MCP) server for executing SQL queries against Databricks using the Statement Execution API. Enables AI assistants to directly query Databricks data warehouses, analyze schemas, and retrieve structured results.

An MCP server enabling high-speed trading of Solana blockchain tokens by monitoring Raydium AMM pools and Serum markets with sub-second execution, demonstrating advanced MCP server capabilities for real-time blockchain applications.

An MCP server enabling LLMs to interact with the Solana blockchain, supporting 40+ protocol actions. This server exemplifies advanced MCP server capabilities for blockchain integration.

A Model Context Protocol server for AI agents to interact with Twitter, supporting tweet operations and user interactions. Demonstrates MCP server utility for social media integration.

Provides read and write access to Airtable databases via an MCP server, offering a simple and effective database integration for MCP applications.

MCP server implementation for Alibaba Cloud Tablestore, supporting document management, semantic and vector search, RAG-friendly, and serverless capabilities.

A Model Context Protocol (MCP) server designed to analyze claims, validate sources, and detect manipulation using various epistemological frameworks. Highly relevant for those seeking advanced MCP Server solutions with tools for epistemic analysis and manipulation detection.

A Model Context Protocol (MCP) server to enforce CISA BOD 25-01 security controls for Microsoft 365 via Microsoft Graph API, enabling automated policy management and compliance monitoring.

An unofficial MCP server that provides an interface to Autumn's pricing API for managing customers, entitlements, invoices, and generating billing portal links.

A Node.js-based MCP server for ClickUp, enabling workspace, task, document, and checklist management directly from conversation interfaces.

An AI-powered IDE that integrates Claude agents with MCP capabilities, providing session-based memory, function calling, and agent chaining directly within the coding editor for advanced AI-assisted development.

A Model Context Protocol (MCP) server for Cursor IDE that simplifies the installation and configuration of other MCP servers, streamlining MCP ecosystem expansion and management.

An MCP server for controlling and pulling data from Cursor IDE, powering and automating development workflows through the MCP protocol.

A research-focused MCP server that conducts intelligent, iterative research through web searches, analysis, and comprehensive report generation, offering citation-rich research automation.

A TypeScript implementation of the MCP Agent framework, providing essential tools for building context-aware MCP servers with workflow management and execution capabilities.

Provides a flexible agent framework with pre-configured MCP agents for tasks such as marketing, code review, and scheduling. Uses YAML configuration for dynamic agent creation, showcasing MCP server versatility.

Enables interaction with the Solana blockchain using the AgentiPy framework, allowing MCP server-based blockchain operations like querying account data and sending transactions.

Extracts structured data from web pages using natural language input, converting content into JSON format without custom scraping code. A practical MCP server for web data extraction.

A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup. Demonstrates MCP server use for codebase analysis.

A sandboxed MCP server enabling secure, multi-language code execution with resource limits and network restrictions. Direct example of an MCP server providing isolated code execution environments.

An MCP server that provides access to coding style guidelines and best practices for multiple technologies, offering standardized protocol-based retrieval of coding standards.

Connects to Context7.com's documentation database as an MCP server, providing intelligent access to library and framework documentation for developers and AI assistants.

A Model Context Protocol (MCP) server that transforms text into structured JSON data using templates with placeholders, directly supporting MCP server ecosystems.

A community-driven, extensible MCP server implementation focused on flexibility for Claude-based AI agents. It offers customizable memory persistence and toolchains, suitable for indie developers and personal projects.

An MCP server dedicated to parsing files for Claude Desktop, requiring a 302AI API key, showcasing the extensibility of MCP servers for file parsing and desktop application integration.

A reimagined MCP server for filesystem access, featuring privacy-preserving path aliases and an optimized LLM-friendly API.

The official MCP bridge for Google BigQuery, enabling petabyte-scale analytics and integration with other MCP servers for advanced querying and automation.

Integrates Playwright with MCP to enable automated web interactions, scraping, and testing across browsers.

An MCP server paired with a browser extension that allows LLMs to control Firefox browsers.

Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. This is a popular and well-maintained MCP server focused on browser automation.

Transforms complex codebases into structured summaries optimized for language models through an MCP server, facilitating better code understanding and analysis workflows. Directly relevant as an MCP server.

A code review tool for Cursor IDE that uses OpenAI's GPT models to provide intelligent code analysis and suggestions via an MCP server interface. An MCP server example for code analysis.

Bridges to the CodeQL static analysis engine through an MCP server, allowing for identification of security vulnerabilities and quality issues via structured queries. A prominent MCP server for code analysis.

An MCP server that enables desktop automation, including mouse control, keyboard input, screenshots, OCR, and window management, allowing LLMs to interact with graphical user interfaces.

3D Printer MCP enables LLMs to control and monitor 3D printing hardware, manage print jobs, and optimize the additive manufacturing process.

Provides a searchable index and marketplace of 5000+ AI agents and tools, allowing users to discover and monitor MCP servers for various tasks.

A Model Context Protocol (MCP) server that enhances AI-generated content to sound more natural and human-like, with features like AI detection and text refinement. Highly relevant as an example of an advanced MCP server implementation.

An MCP-compliant server that generates images from text prompts using Replicate's model, demonstrating extensibility and protocol adherence in the MCP server ecosystem.

A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript architecture, showcasing MCP server capabilities for AI prompt management.

An MCP server for Apify's RAG Web Browser Actor, performing web searches, scraping URLs, and returning content in Markdown within the MCP protocol.

An MCP server designed for interacting with the App Store Connect API, providing tools for managing apps, beta testers, bundle IDs, devices, and users. Directly relevant as a Model Context Protocol (MCP) server solution.

Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using local credentials. Implements the Model Context Protocol (MCP), making it a notable MCP Server.

An MCP server implementation for Microsoft OneNote, allowing AI language models to interface with and manage OneNote notebooks, sections, and pages. Demonstrates MCP server patterns.

An MCP server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to monitor Azure infrastructure via MCP.

A simple MCP server that allows desktop clients to query Bluesky instances, illustrating a social network integration via MCP.

Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with configurable browser contexts. This is a robust MCP server solution for browser automation.

An MCP server for cloud browser automation using Browserbase, Puppeteer, and Stagehand, enabling LLMs to interact with web pages, take screenshots, and execute JavaScript in a headless browser environment.

Automate browser interactions in the cloud, including navigation, data extraction, and form filling, via MCP server.

An MCP server running inside a trusted execution environment, enabling remote attestation and secure server verification for MCP clients.

Codex MCP server integrates Codex API to provide real-time, enriched blockchain and market data across 60+ networks for AI agents using Model Context Protocol.

An MCP server offering Coinmarket API integration, enabling AI agents to fetch cryptocurrency listings and real-time quotes via Model Context Protocol.

An MCP server providing API security testing tools, including authentication and vulnerability scanning, with detailed severity ratings and remediation—illustrating security-focused MCP server capabilities.

An MCP server bridging debugging tools with AI systems via the Debug Adapter Protocol, enabling debugger control and enhanced workflows—showcasing developer tool integration in MCP servers.

An MCP server designed for querying and analyzing Azure Data Explorer databases, supporting time-series and analytics MCP use cases.

An open-source Model Context Protocol (MCP) server that provides LLMs with clean, markdown documentation for libraries and frameworks. Directly relevant as it is a robust MCP server solution designed for enhancing AI assistant capabilities with up-to-date library docs.

An MCP server that allows AI to read notes from Bear Notes on macOS, enabling integration with the Bear note-taking app.

An MCP server designed for querying books, compatible with common MCP clients such as Cherry Studio, providing book data access via the MCP protocol.