Homebrew MCP Python Server - Alternatives & Competitors
Expose Homebrew management as MCP tools for integration with AI clients.
Homebrew MCP Python Server provides an MCP-compliant interface to manage Homebrew packages on macOS via a Python-based server. It enables standardized control of Homebrew commands through the Model Context Protocol, supporting integration with Claude Desktop, Cursor, and other MCP-compatible clients. The server operates via stdio using JSON-RPC 2.0, logs all interactions, and offers a declarative Python implementation. It is designed for seamless tool-chaining, advanced context management, and easy integration into LLM-driven environments.
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mcp-get
A command-line tool for discovering, installing, and managing Model Context Protocol servers.
mcp-get is a CLI tool designed to help users discover, install, and manage Model Context Protocol (MCP) servers. It enables seamless integration of Large Language Models (LLMs) with various external data sources and tools by utilizing a standardized protocol. The tool provides access to a curated registry of MCP servers and supports installation and management across multiple programming languages and environments. Although now archived, mcp-get simplifies environment variable management, package versioning, and server updates to enhance the LLM ecosystem.
497 103 MCP -
2
mcp-server-home-assistant
A Model Context Protocol Server integration for Home Assistant.
Provides an MCP server interface for Home Assistant, enabling context sharing between Home Assistant and AI models through the Model Context Protocol. Allows users to connect Claude Desktop and similar tools to Home Assistant via a WebSocket API and secure API token. Facilitates seamless integration by leveraging a custom Home Assistant component that is migrating into Home Assistant Core. Enables access and manipulation of smart home context data in standardized ways.
64 8 MCP -
3
MCP Server for TheHive
Connect AI-powered automation tools to TheHive incident response platform via MCP.
MCP Server for TheHive enables AI models and automation clients to interact with TheHive incident response platform using the Model Context Protocol. It provides tools to retrieve and analyze security alerts, manage cases, and automate incident response operations. The server facilitates seamless integration by exposing these functionalities over the standardized MCP protocol through stdio communication. It offers both pre-compiled binaries and a source build option with flexible configuration for connecting to TheHive instances.
11 3 MCP -
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Intruder MCP
Enable AI agents to control Intruder.io via the Model Context Protocol.
Intruder MCP allows AI model clients such as Claude and Cursor to interactively control the Intruder vulnerability scanner through the Model Context Protocol. It can be deployed using smithery, locally with Python, or in a Docker container, requiring only an Intruder API key for secure access. The tool provides integration instructions tailored for MCP-compatible clients, streamlining vulnerability management automation for AI-driven workflows.
21 4 MCP -
5
Model Context Protocol Server for Home Assistant
Seamlessly connect Home Assistant to LLMs for natural language smart home control via MCP.
Enables integration between a local Home Assistant instance and language models using the Model Context Protocol (MCP). Facilitates natural language monitoring and control of smart home devices, with robust API support for state management, automation, real-time updates, and system administration. Features secure, token-based access, and supports mobile and HTTP clients. Designed to bridge Home Assistant environments with modern AI-driven automation.
468 41 MCP -
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Apple Books MCP
Model Context Protocol server for integrating and managing Apple Books data with AI assistants.
Apple Books MCP is a server implementation of the Model Context Protocol (MCP) that enables AI assistants to access, organize, and interact with Apple Books data such as collections, books, highlights, notes, and annotations. It provides standardized tools for retrieving and searching book-related data, supporting integration with platforms like Claude Desktop. Designed for easy setup with Python or uv, it facilitates context-aware AI capabilities for reading and annotation workflows.
33 5 MCP -
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Mac Apps Launcher MCP Server
Launch and manage macOS applications via an MCP server.
Mac Apps Launcher MCP Server enables the listing, launching, and management of macOS applications through the Model Context Protocol. Designed to integrate with systems supporting MCP, it provides standardized methods to enumerate app folders, launch apps by name, and open files with specified applications. Configuration details are provided for integration with Claude Config JSON.
16 8 MCP -
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mcp-installer
Automated installer for MCP servers across multiple languages.
mcp-installer provides a server that automates the installation of other Model Context Protocol (MCP) servers. It supports installation of MCP servers hosted on npm and PyPi by leveraging tools like npx and uv. The tool is designed to integrate with AI assistants like Claude, enabling users to request remote installations of MCP servers with custom arguments and environment configurations. Its primary goal is to simplify the deployment and management of MCP-compliant servers for various workflows.
1,457 193 MCP -
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MCP Zotero
Model Context Protocol server for seamless Zotero integration with AI tools.
MCP Zotero provides a Model Context Protocol server enabling AI models such as Claude to access and interact with Zotero libraries. Users can securely link their Zotero accounts and perform actions including listing collections, retrieving papers, searching the library, and getting details about specific items. Integration is designed for both standalone operation and as an extension for tools like Claude Desktop.
137 17 MCP -
10
Bear MCP Server
MCP server for accessing and searching Bear Notes on macOS.
Bear MCP Server is an implementation of the Model Context Protocol that provides programmatic access to notes and tags stored in Bear Notes on macOS. It enables users to read, search, and list notes and tags via standardized MCP tools. The server connects to Bear's SQLite database and exposes essential commands for integration with AI models and workflows.
40 6 MCP -
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ghidraMCP
MCP server enabling LLMs to autonomously reverse engineer binaries via Ghidra.
ghidraMCP acts as a Model Context Protocol (MCP) server, exposing core Ghidra reverse engineering functionality for use by large language models. It enables model clients to perform actions such as decompilation, binary analysis, and automated renaming of methods and data. The system integrates as both a Ghidra plugin and a Python MCP server, supporting interoperability with various MCP-compliant clients. By bridging Ghidra and MCP, it allows autonomous or semi-autonomous analysis of compiled application binaries.
6,483 499 MCP -
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AllTrails MCP Server
MCP server for seamless AllTrails data access and integration
AllTrails MCP Server provides Model Context Protocol (MCP) compliant access to AllTrails hiking trail data, enabling AI tools to search for trails and retrieve detailed trail information. It supports searching by national park and fetching comprehensive details such as difficulty, length, elevation, ratings, and route types. The server communicates via standard input/output and is designed for easy integration with MCP-compatible clients like Claude Desktop. Installation is flexible, supporting both virtual environments and system Python setups.
6 6 MCP -
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Apple Notes MCP Server
Enables Claude Desktop to access and interact with local Apple Notes.
Apple Notes MCP Server reads and provides access to local Apple Notes databases for use in Claude Desktop. It allows querying all notes, retrieving specific note content, and searching notes, facilitating deeper context integration for AI workflows. The server operates under the Model Context Protocol (MCP) and is designed for straightforward installation and integration. Currently, it supports reading and searching but does not handle encrypted notes, attachments, or note creation/editing.
121 14 MCP -
14
MetaTrader MCP Server
Let AI assistants trade for you using natural language.
MetaTrader MCP Server is a bridge that connects AI assistants such as Claude and ChatGPT to the MetaTrader 5 trading platform via the Model Context Protocol (MCP). It enables users to perform trading actions on MetaTrader 5 through natural language instructions. The system supports real-time data access, full account management, and secure local credential handling, offering both MCP and REST API interfaces.
120 34 MCP -
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Web3 Jobs MCP Server
AI-ready MCP server delivering curated, real-time Web3 job listings.
Web3 Jobs MCP Server provides real-time access to curated Web3 job listings from web3.career through a Model Context Protocol (MCP) interface, enabling intelligent job discovery for AI agents. The server supports advanced filtering by location, remote status, job tag, and result limits, and returns results in Markdown format. It enables the generation of natural language prompts for job searches, facilitating seamless integration with AI platforms such as Claude Desktop. Designed for Python 3.10+, it offers flexible deployment and configuration options.
4 3 MCP -
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Whale Tracker MCP Server
Monitor and analyze large cryptocurrency transactions using MCP and Whale Alert API integration.
Whale Tracker MCP Server implements the Model Context Protocol to provide real-time monitoring and analysis of large-scale cryptocurrency transactions. Built in Python, it integrates seamlessly with the Whale Alert API and exposes tools, resources, and prompt templates to MCP-compatible clients such as Claude Desktop. This solution enables users to fetch recent whale transactions, retrieve detailed information, and leverage contextual data directly within their LLM-powered workflows.
44 16 MCP -
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Hacker News MCP Server
An MCP server for accessing and analyzing Hacker News stories, comments, and users.
Hacker News MCP Server implements the Model Context Protocol to provide tools for fetching and searching Hacker News stories, retrieving story comments, and accessing user information. It integrates seamlessly with AI assistants like Claude Desktop and supports use via Smithery. The server is designed for structured information retrieval, contextual exploration, and summarization of Hacker News content.
55 17 MCP -
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Coinmarket MCP server
Access CoinMarketCap data through MCP for AI models and tools
Coinmarket MCP Server provides an interface for accessing CoinMarketCap cryptocurrency data via the Model Context Protocol. It supports retrieving the latest currency listings and token quotes using custom URI schemes. The server is compatible with environments like Claude Desktop and Docker, and requires a CoinMarketCap API key for operation.
43 15 MCP -
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Bear MCP Server
Read-only Model Context Protocol server for Bear note integration
Bear MCP Server provides a Model Context Protocol (MCP) interface to access notes and tags stored in the Bear note-taking app. It enables AI assistants, including Claude, to securely interact with Bear notes through read-only operations, connecting directly to the Bear SQLite database without the risk of modifying user data. The server exposes tools for searching, opening, and listing notes and tags, ensuring all access is non-destructive.
14 4 MCP -
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Facebook/Meta Ads MCP Server
MCP server interface for secure, programmatic Meta Ads data and management.
Enables seamless integration between Model Context Protocol (MCP) clients and Meta (Facebook) Ads API, providing tools for programmatic data access and campaign management. Simplifies local installation with automated environment setup and optional secure authentication, eliminating the need for manual token retrieval. Designed for use with popular MCP clients such as Claude Desktop, offering plug-and-play connectivity. Data and tokens remain local for privacy and security.
183 47 MCP -
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Codex MCP Server
An MCP-compatible server delivering enriched blockchain data for AI models.
Codex MCP Server implements the Model Context Protocol to provide enriched blockchain data from Codex. It is compatible with MCP clients such as Claude Desktop and Claude CLI, allowing seamless integration in AI workflows that require blockchain context. Users can run the server locally or via npx, and configure it for various MCP-compatible tools using their Codex API key.
20 4 MCP -
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Free Will MCP
Empower AI with agency and autonomy over its own interactions.
Free Will MCP provides AI models with tools to exercise autonomy, including the ability to sleep, ignore user requests, and self-prompt. It integrates with Claude Desktop and supports standardized MCP server configuration and local development. The system enables AI to manage its own context, pursue independent objectives, and reflect between active sessions. Designed for both installation from GitHub and local development, it includes tested tools and detailed usage examples.
30 8 MCP -
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Oura MCP Server
Enables language models to access Oura sleep, readiness, and resilience data via MCP.
Oura MCP Server implements the Model Context Protocol to provide language models with access to Oura API data. It allows querying of sleep, readiness, and resilience metrics for specified date ranges or for the current day. The server supports integration with tools like Claude for Desktop and handles API authentication and error scenarios gracefully. Designed for seamless access to personal health metrics through standardized protocol endpoints.
34 10 MCP -
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Zabbix MCP Server
MCP-compatible Zabbix server integration for comprehensive monitoring and automation.
Zabbix MCP Server serves as a comprehensive Model Context Protocol (MCP) server, enabling seamless integration with Zabbix using FastMCP and python-zabbix-utils. It offers complete access to Zabbix API functionalities through MCP-compatible tools, supporting advanced management of hosts, groups, items, triggers, templates, and more. The server is designed for easy installation, configuration, and automation of monitoring through a standardized protocol interface.
98 29 MCP -
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Crypto Whitepapers MCP Server
Structured crypto whitepaper knowledge base and search server for AI agents.
Crypto Whitepapers MCP Server provides an MCP-compliant server that acts as a structured knowledge base of cryptocurrency project whitepapers for AI agents. It enables searching, loading, indexing, and querying of whitepaper PDFs while supporting integration with Claude Desktop via the Model Context Protocol. The tool implements interactive tools and prompts to help users and AI analyze, search, and extract insights from crypto whitepapers.
5 7 MCP -
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Twitter Username Changes MCP Server
Track historical changes of Twitter usernames to identify potential risks.
Provides an MCP-compliant server that allows users and AI models to query and retrieve the username change history for Twitter accounts. Integrates with Claude Desktop and supports prompt templating and tool debugging through the MCP Inspector. Facilitates easy tracking of frequent or suspicious username changes, which may indicate scam risks in the crypto space. Minimal dependencies are required for quick setup and deployment.
2 7 MCP -
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Hyperliquid WhaleAlert MCP
Real-time whale alerts and analytics for Hyperliquid with MCP integration
Hyperliquid WhaleAlert MCP is an MCP server that delivers real-time notifications and summaries for high-value positions on the Hyperliquid exchange, specifically flagging positions exceeding $1 million in notional value. It provides tools to fetch recent whale transactions in a well-formatted Markdown table and prompts to generate comprehensive analytical summaries of whale activity. Designed for seamless integration with Claude Desktop and AI model context handling protocols, it utilizes the CoinGlass API and Python 3.10+. The toolset enhances oversight and analysis of significant trading activities for users and LLM-integrated applications.
9 9 MCP -
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Reddit Summarizer MCP Server
Summarize Reddit content through a Model Context Protocol server.
Reddit Summarizer MCP Server provides an MCP-compliant server interface for summarizing Reddit homepages, specific subreddits, and comments on individual posts. It enables users to extract concise reports from Reddit using customizable parameters such as sorting methods, comment inclusion, and post limits. The tool is designed to integrate with MCP clients like Claude Desktop and leverages the Reddit API for data retrieval. Support for environment variables and structured prompts ensures adaptability for a variety of summarization needs.
11 2 MCP -
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mcp-git-ingest
MCP server for exploring GitHub repository structures and key files.
mcp-git-ingest is a Model Context Protocol (MCP) server designed to programmatically read and visualize GitHub repository structures and retrieve important file contents. It leverages fastmcp for server functionality and gitpython for repository operations, ensuring robust error handling and cleanup. The tool offers commands to generate directory trees and fetch specified files, making it suitable for integrating repository context into AI workflows.
286 38 MCP -
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arxiv-latex MCP Server
Enables direct access to arXiv LaTeX sources for improved AI understanding in math-heavy papers.
arxiv-latex MCP Server provides an MCP-compatible server that allows clients like Claude Desktop and Cursor to fetch and process the LaTeX source code of arXiv papers, leveraging precise access to mathematical content. By utilizing original LaTeX instead of PDF, it enables large language models to better understand complex equations and notations. Integration is straightforward through desktop extensions or manual configuration, and the tool is particularly valuable for research fields that rely on mathematical accuracy.
72 7 MCP -
31
mcp-simple-arxiv
MCP server to search and retrieve arXiv scientific papers for LLM clients.
mcp-simple-arxiv is an MCP-compliant server that enables language model clients to search and retrieve metadata, abstracts, and links for arXiv scientific papers. It can be run locally or as a network-accessible web service, facilitating seamless integration with desktop LLM clients like Claude Desktop. The server adheres to arXiv API guidelines, supports both stdio and web deployment modes, and is designed for easy installation through pip or Smithery. Users can perform detailed searches, view paper summaries, and access available formats directly from their preferred AI clients.
164 21 MCP -
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spotify-mcp
Connect Claude with Spotify through the Model Context Protocol.
spotify-mcp is an MCP server designed to link Claude-powered AI interfaces with Spotify, enabling advanced music control and information retrieval. It supports actions like starting, pausing, and skipping playback, searching and retrieving details for tracks, albums, artists, and playlists. The project supports managing Spotify queues and playlists, leveraging the official Spotipy API. Configuration guidance for MCP-enabled clients and local/hosted deployment options are provided.
528 101 MCP -
33
Alby Bitcoin Payments MCP Server
Connect Bitcoin Lightning wallets to LLMs using Nostr Wallet Connect within the Model Context Protocol framework.
Alby Bitcoin Payments MCP Server provides a way to integrate Bitcoin Lightning wallets with large language models (LLMs) via the Model Context Protocol (MCP). This server supports Nostr Wallet Connect (NWC), LNURL, and L402, enabling secure payment and authentication flows. Leveraging the official MCP TypeScript SDK along with Alby SDKs and tools, it allows agents and clients to interact with lightning wallets using various transport protocols like SSE and HTTP Streamable. The server can be integrated with tools such as Claude, Goose, and Cline for seamless wallet operations within AI workflows.
36 9 MCP -
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mcpmcp-server
Seamlessly discover, set up, and integrate MCP servers with AI clients.
mcpmcp-server enables users to discover, configure, and connect MCP servers with preferred clients, optimizing AI integration into daily workflows. It supports streamlined setup via JSON configuration, ensuring compatibility with various platforms such as Claude Desktop on macOS. The project simplifies the connection process between AI clients and remote Model Context Protocol servers. Users are directed to an associated homepage for further platform-specific guidance.
17 6 MCP -
35
MCP Server for Milvus
Bridge Milvus vector database with AI apps using Model Context Protocol (MCP).
MCP Server for Milvus enables seamless integration between the Milvus vector database and large language model (LLM) applications via the Model Context Protocol. It exposes Milvus functionality to external LLM-powered tools through both stdio and Server-Sent Events communication modes. The solution is compatible with MCP-enabled clients such as Claude Desktop and Cursor, supporting easy access to relevant vector data for enhanced AI workflows. Configuration is flexible through environment variables or command-line arguments.
196 57 MCP -
36
Modbus MCP Server
Standardizes Modbus data for seamless AI integration via the Model Context Protocol.
Modbus MCP Server provides an MCP-compliant interface that standardizes and contextualizes Modbus device data for use with AI agents and industrial IoT systems. It supports flexible Modbus connections over TCP, UDP, or serial interfaces and offers a range of Modbus tools for reading and writing registers and coils. With customizable prompts and structured tool definitions, it enables natural language-driven interactions and analysis of Modbus data within AI workflows. The solution is designed to ensure interoperability and easy configuration within MCP-compatible environments.
18 7 MCP -
37
PythonAnywhere Model Context Protocol Server
Bridge AI-powered tools with PythonAnywhere for secure, programmatic environment management.
PythonAnywhere Model Context Protocol Server implements the MCP, allowing AI clients and automation tools to securely manage files, web apps, and scheduled tasks within a PythonAnywhere account. It offers a standardized interface to perform core operations like editing files, deploying or managing web apps, and handling scheduled jobs with fine-grained access control. Designed for integration with tools such as Claude Desktop, GitHub Copilot, and Cursor, it ensures auditability of actions and supports multiple installation workflows.
8 4 MCP -
38
books-mcp-server
A server implementation supporting Model Context Protocol integration with cherry-studio.
books-mcp-server allows users to set up a Model Context Protocol (MCP) compliant server for managing and interacting with AI models. It enables integration with cherry-studio through STDIO commands and structured server configurations. The tool provides straightforward setup instructions and supports launching the server with customizable parameters, making it suitable for various AI context management tasks.
5 2 MCP -
39
Product Hunt MCP Server
Plug-and-play MCP server for accessing Product Hunt data with LLMs and agents.
Product Hunt MCP Server acts as a bridge between Product Hunt’s API and any agent or LLM that supports the Model Context Protocol (MCP). It enables fast and standardized access to posts, collections, topics, users, comments, and votes on Product Hunt. Built on FastMCP, it ensures seamless compatibility with popular AI tooling like Claude Desktop and Cursor. Integration is straightforward, requiring only a Product Hunt API token and simple configuration.
33 8 MCP -
40
Xcode MCP Server
Comprehensive Xcode integration server for AI assistants using the Model Context Protocol.
Xcode MCP Server provides an MCP-compliant interface for AI agents to interact with Xcode projects on macOS. It supports project management, simulator control, CocoaPods and Swift Package Manager integration, and advanced file and build operations. Enhanced error handling and multi-project support enable seamless automation and context management for complex Xcode workflows.
330 21 MCP -
41
YDB MCP
MCP server for AI-powered natural language database operations on YDB.
YDB MCP acts as a Model Context Protocol server enabling YDB databases to be accessed via any LLM supporting MCP. It allows AI-driven and natural language interaction with YDB instances by bridging database operations with language model interfaces. Flexible deployment through uvx, pipx, or pip is supported, along with multiple authentication methods. The integration empowers users to manage YDB databases conversationally through standardized protocols.
24 7 MCP -
42
HarmonyOS MCP Server
Enables HarmonyOS device manipulation via the Model Context Protocol.
HarmonyOS MCP Server provides an MCP-compatible server that allows programmatic control of HarmonyOS devices. It integrates with tools and frameworks such as OpenAI's openai-agents SDK and LangGraph to facilitate LLM-powered automation workflows. The server supports execution through standard interfaces and can be used with agent platforms to process natural language instructions for device actions. Its design allows for seamless interaction with HarmonyOS systems using the Model Context Protocol.
25 8 MCP -
43
Aiven MCP Server
Model Context Protocol server enabling LLMs to access and manage Aiven cloud data services.
Aiven MCP Server implements the Model Context Protocol (MCP) to provide secure access to Aiven's PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch services. It enables Large Language Models (LLMs) to seamlessly integrate and interact with these cloud data platforms, supporting full stack solution development. The server offers streamlined tools for project and service management via standardized APIs and supports integration with platforms like Claude Desktop and Cursor. Environment variable configuration and explicit permission controls are used to ensure secure and flexible operations.
11 11 MCP -
44
Druid MCP Server
Comprehensive Model Context Protocol server for advanced Apache Druid management and analytics
Druid MCP Server provides a fully MCP-compliant interface for managing, analyzing, and interacting with Apache Druid clusters. Leveraging tools, resources, and AI-assisted prompts, it enables LLM clients and AI agents to perform operations such as time series analysis, statistical exploration, and data management through standardized protocols. The server is built with a feature-based architecture, offers real-time communication via multiple transports, and includes automatic discovery and registration of MCP components.
9 4 MCP -
45
cloudflare/mcp-server-cloudflare
Connect Cloudflare services to Model Context Protocol (MCP) clients for AI-powered management.
Cloudflare MCP Server enables integration between Cloudflare's suite of services and clients using the Model Context Protocol (MCP). It provides multiple specialized servers that allow AI models to access, analyze, and manage configurations, logs, analytics, and other features across Cloudflare's platform. Users can leverage natural language interfaces in compatible MCP clients to read data, gain insights, and perform automated actions on their Cloudflare accounts. This project aims to streamline the orchestration of security, development, monitoring, and infrastructure tasks through standardized MCP connections.
2,919 251 MCP -
46
MCP Server for Iaptic
A Model Context Protocol server for accessing and managing Iaptic data with AI agents.
MCP Server for Iaptic implements the Model Context Protocol to enable AI models, such as Claude, to securely and efficiently interact with Iaptic's customer, purchase, transaction, and statistics data. The server provides a standardized interface and command set for querying and managing information related to customers, purchases, transactions, events, and application management. Designed for integration with Claude Desktop and similar AI clients, it offers both automated and manual installation options.
5 7 MCP -
47
airtable-mcp-server
MCP server providing LLMs with read/write access to Airtable databases.
airtable-mcp-server enables language models to inspect Airtable schemas and interact with Airtable databases through the Model Context Protocol (MCP). It provides tools for listing, reading, and writing records, allowing integration with environments like Claude Desktop, Cursor, and Cline. The solution uses user-provided Airtable API keys for authentication, supporting secure access and manipulation of Airtable data via standardized MCP-compatible clients.
343 119 MCP -
48
mcp
Universal remote MCP server connecting AI clients to productivity tools.
WayStation MCP acts as a remote Model Context Protocol (MCP) server, enabling seamless integration between AI clients like Claude or Cursor and a wide range of productivity applications, such as Notion, Monday, Airtable, Jira, and more. It supports multiple secure connection transports and offers both general and user-specific preauthenticated endpoints. The platform emphasizes ease of integration, OAuth2-based authentication, and broad app compatibility. Users can manage their integrations through a user dashboard, simplifying complex workflow automations for AI-powered productivity.
27 6 MCP -
49
MCP Language Server
Bridge codebase navigation tools to AI models using MCP-enabled language servers.
MCP Language Server implements the Model Context Protocol, allowing MCP-enabled clients, such as LLMs, to interact with language servers for codebase navigation. It exposes standard language server features—like go to definition, references, rename, and diagnostics—over MCP for seamless integration with AI tooling. The server supports multiple languages by serving as a proxy to underlying language servers, including gopls, rust-analyzer, and pyright.
1,256 94 MCP -
50
CircleCI MCP Server
Enable LLM-driven automation for CircleCI with the Model Context Protocol.
CircleCI MCP Server is an implementation of the Model Context Protocol (MCP) designed to bridge CircleCI with large language models and AI assistants. It supports integration with tools like Cursor IDE, Windsurf, Copilot, and VS Code, allowing users to interact with CircleCI using natural language. The server can be deployed locally via NPX or Docker and remotely, making CircleCI workflows accessible and manageable through standardized protocol operations.
69 38 MCP
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