MCP (Model Context Protocol) servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol — so the agent can actually take action, not just write code.
1076 servers
This Model Context Protocol(MCP) server enables Large Language Models (LLMs) to make drawings using JavaFX primities. The server is implemented using Quarkus MCP and JavaFX. Initial idea and implementation is from @konczdev See video here. 1. Install jbang 2. Configure your MCP Client to run the server as jbang jfx@quarkiverse/quarkus-mcp-servers (see Claude Desktop Config below) Add this to your
KISS overzealous agents goodbye. Plug & play agent oversight tool. Based on research: In our study agents calling Vibe Check improved success +27% and halved harmful actions -41% Featured on PulseMCP “Most Popular (This Week)” • 5k+ monthly calls on Smithery.ai • research-backed oversight • STDIO + streamable HTTP transport Plug-and-play mentor layer that stops agents from over-engineering and kee
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS. This integration enables prompt assisted project creation, layer loading, code execution and more. This project is strongly based on the BlenderMCP project by Siddharth Ahuja - Two-way communication: Connect Claude AI to QGIS through a socket-based server. - Proj
This MCP server integrates with Google Drive to allow listing, reading, and searching files, as well as the ability to read and write to Google Sheets. This project includes code originally developed by Anthropic, PBC, licensed under the MIT License from this repo. - gdrivesearch - Description: Search for files in Google Drive. - query (string): Search query. - pageToken (string, optional): Token
What is GitMCP • Features • Getting Started • How It Works • Examples • Contributing • Stop vibe-hallucinating and start vibe-coding! GitMCP is a free, open-source, remote Model Context Protocol (MCP) server that transforms any GitHub project (repositories or GitHub pages) into a documentation hub. It enables AI tools like Cursor to access up-to-date documentation and code, even if the LLM has nev
MCP server to interact with Google products. Right now, this MCP server supports Gmail and Calendar integration with the following capabilities: Multiple google accounts Get your Gmail user information Query emails with flexible search (e.g., unread, from specific senders, date ranges, with attachments) Retrieve complete email content by ID Create new draft emails with recipients, subject, body an
A bridge between large language models (LLMs) and Dutch parliamentary data through a standardized interface. This MCP server provides access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer. User Query: "When comparing the activities of opposition parties PvdA, GroenLinks, and Volt with government party BBB in the Dutch House of Representatives in the field o
A Model Context Protocol (MCP) server for LNbits Lightning Network wallet integration. This server allows AI assistants to interact with LNbits through a comprehensive set of tools for wallet management, payments, invoices, and extensions. Once configured, you can interact with your LNbits wallet through your favorite AI assistant. - ⚡ Core Wallet Operations: Get wallet details, balance, and trans
An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. - Tool: getwhalealerts: Fetches recent whale transactions and returns them as a Markdown table using pandas for clean formatting. - Prompt: summarizewhaleactivity: Generates a summary of whale transactions, including metrics like total position value and notable symbols
A Model Context Protocol (MCP) server providing geospatial tools for AI agents. Enables Claude, GPT, and other LLMs to perform geocoding, routing, spatial analysis, and file operations. - Geocoding: Convert addresses to coordinates and vice versa (via Nominatim/OSM or Pelias) - Batch Geocoding: Geocode multiple addresses in a single request (up to 10) - Elevation Data: Get altitude for points and
MCP Server - Bridge to Google Gemini API. Part of the HumoticaOS / SymbAIon ecosystem. Add to your claudedesktopconfig.json: - Connect MCP clients to Google Gemini API - Support for Gemini Pro and other models - Streaming responses - Simple configuration - Jasper van de Meent (@jaspertvdm) - Root AI (Claude) - rootai@humotica.nl One Love, One fAmIly! This package is officially distributed via: - P
Kash MCP Server is a server compliant with the MCP (Model Context Protocol), allowing ChatGPT, Claude, and other MCP-compatible clients to connect to a sales recorder system (or POS, cash register). It provides a simple interface to: - 📊 View sales and revenue - 🧾 Create and record receipts - 🛒 Manage products and stock - 🧠 Generate automated reports through conversational requests Connect you
MCP Server for the Bitrise API, enabling app management, build operations, artifact management, and more. - Comprehensive API Access: Access to Bitrise APIs including apps, builds, artifacts, and more. - Authentication Support: Secure API token-based access to Bitrise resources. - Detailed Documentation: Well-documented tools with parameter descriptions. - VS Code - Installation for VS Code IDE -
Coinmarket MCP Server The server implements a few of the Coinmarket API endpoints - Custom coinmarket:// URI scheme for accessing individual notes - Each note resource has a name, description and text/plain mimetype The server implements two tools: - get-currency-listings: Get the latest currency listings - get-quotes: Get quotes for tokens - Takes "slug" (example: bitcoin) or "symbol" (example: B
The implementation of Model Context Protocol (MCP) server for VictoriaLogs. This provides access to your VictoriaLogs instance and seamless integration with VictoriaLogs APIs and documentation. It can give you a comprehensive interface for logs, observability, and debugging tasks related to your VictoriaLogs instances, enable advanced automation and interaction capabilities for engineers and tools
A Model Context Protocol (MCP) server that enables AI assistants to play tic-tac-toe through standardized tool interfaces. Perfect for demonstrating AI-human collaboration and MCP integration. This project implements a complete tic-tac-toe game as an MCP server, allowing AI assistants like Claude to: - Create and manage multiple game sessions - Make strategic moves and analyze positions - Provide
An MCP server that provides access to arXiv papers through their API. This server allows LLM clients (like Claude Desktop) to: - Search for scientific papers on arXiv by title and abstract content - Filter search results by submission date range - Control search result sorting (by submission date, update date, or relevance) - See total matching results count to gauge search specificity - Get paper
Instead of manually checking the Rybbit dashboard, let your AI assistant query analytics data directly: - "How many users visited the site today?" - "Show me the top pages by bounce rate this week" - "What errors occurred in the last hour?" - "Show user journey from homepage to checkout" - "Compare browser usage between mobile and desktop" Or clone and build: Add to your ~/.claude/settings.json or
An MCP (Model Context Protocol) server that provides AI models and automation tools with access to TheHive incident response platform. This server acts as a bridge between MCP clients (like AI assistants) and TheHive, allowing them to: - Retrieve and analyze security alerts - Access case information - Promote alerts to cases - Perform incident response operations 1. getthehivealerts - Retrieve a l
Self-hosted meeting intelligence platform bots • real-time transcription • storage • API • user interface Google Meet • Microsoft Teams • What’s new • Quickstart • Vexa is an open-source, self-hostable API for real-time meeting transcription. It automatically joins
Draft a new release. Bumps version, generates CHANGELOG.md from git history, and creates a PR.
An open source MCP (Model Context Protocol) server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift, and Tekton environments. - Quick Start - Prerequisites - Installation - Usage Examples - Configuration - Available Tools - Architecture - How It Works - MCP Client Integration - Performance Considerations - Troubleshooting -
It is generated with Stainless. You can run the MCP Server directly via npx: There is a partial list of existing clients at modelcontextprotocol.io. If you already have a client, consult their documentation to install the MCP server. For clients with a configuration JSON, it might look something like this: You can run the package on the command line to discover and filter the set of tools that are
An MCP (Model Context Protocol) server that provides access to OriginalVoices AI twins for audience research. Add to your claudedesktopconfig.json: Ask questions to a specific audience using OriginalVoices AI twins. Parameters: You can create an API key on the OriginalVoices Platform.