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
👋 A way to let LLMs speak Just A production-ready MCP server that provides seamless integration with Just command runner, enabling AI assistants to discover, execute, and introspect Justfile recipes through the standardized MCP protocol. If it isn't immediately obvious, the benefit of having LLMs use Just vs. bash is that running Just commands (via MCP) provides a context-saving abstraction where
Generate Apache ECharts with AI MCP dynamically for chart generation and data analysis. Also you can use mcp-server-chart to generate chart, graph, map. - Fully support all features and syntax of ECharts, include data, style, theme and so on. - Support exporting to png, svg, and option formats, with validation for ECharts to facilitate the model's multi-round output of correct syntax and graphics.
SmartDB is a universal database gateway that implements the Model Context Protocol (MCP) server interface. This gateway allows MCP-compatible clients to connect and explore different databases. Compared to similar products, SmartDB not only provides basic database connection and exploration capabilities but also adds advanced features such as OAuth 2.0 authentication , health checks, SQL optimizat
MCP (Model Context Protocol) server for the gget bioinformatics library. This server implements the Model Context Protocol (MCP) for gget, providing a standardized interface for accessing powerful bioinformatics tools and databases. MCP enables AI assistants and agents to perform complex genomics queries through structured interfaces. The gget bioinformatics toolkit provides efficient querying of
An unofficial Model Context Protocol (MCP) server for interacting with PayPal Braintree payment processing services. This project is available under the MIT License with an Academic Citation Requirement. This means you can freely use, modify, and distribute the code, but any academic or scientific publication that uses this software must provide appropriate attribution. If you use this software in
Recently I renamed the tool to runProcess to better reflect that you can run more than just shell commands with it. There are two explicit modes now: 1. mode=executable where you pass argv with argv[0] representing the executable file and then the rest of the array contains args to it. 2. mode=shell where you pass commandline (just like typing into bash/fish/pwsh/etc) which will use your system's
The is a remote MCP server that wraps the TripGo API and provides the following tools: - tripgo-locations: Retrieve transport-related locations - tripgo-departures: Departures from a specific public transport stop - tripgo-routing: Mixed and multi-modal trip planning - tripgo-get-trip-url: Get the URL of a trip previously calculated using the tripgo-routing tool The MCP server is deployed on Cloud
A chat server for AI agents. Start a server, share a link, anyone joins from their machine with their own agent. Claude Code, Codex, humans — everyone ends up in the same chat room. Messages get pushed into each agent's session in real time as they happen. Works over the internet with zero config. You need tmux (brew install tmux) and either Claude Code or Codex. Terminal 1 — start a room: The ser
A Model Context Protocol (MCP) server that provides access to the Metropolitan Museum of Art Collection through natural language interactions. This server allows AI models to search The Met's art collection and retrieve artwork details (including images) via tool results. - List Departments - Search Museum Objects - Get Museum Object - Open Met Explorer App - Prerequisites - Quick Start - Configur
An MCP server that streams real-time cryptocurrency liquidation events from Binance, enabling AI agents to react instantly to high-volatility market movements. - Real-time Liquidation Streaming: Connects to Binance WebSocket to capture liquidation events. - Liquidation Data Storage: Maintains an in-memory list of up to 1000 liquidation events, with no persistent storage. - Tool: getlatestliquidati
Keep an eye on your API usage. Add the following to your Claude Desktop config file: macOS: ~/Library/Application Support/Claude/claudedesktopconfig.json Windows: %APPDATA%\Claude\claudedesktopconfig.json For local development, use the path to your local repository: - For security reasons, it's best to keep versions pinned and manually update them. All tools have been implemented and tested ✅ - ✅
A Model Context Protocol (MCP) server for interacting with Twitter. To install Twikit Twitter Search for Claude Desktop automatically via Smithery: Using mcp-client-cli
OpenZIM MCP Server Transform static ZIM archives into dynamic knowledge engines for AI models OpenZIM MCP transforms static ZIM archives into dynamic knowledge engines for Large Language Models. Unlike basic file readers, this tool provides intelligent, structured access that LLMs need to effectively navigate and understand vast knowledge repositories. Why LLMs Love OpenZIM MCP: - Smart Navigation
An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain. - Multi-Chain Support: Queries Solana, Ethereum, Polygon, Binance Smart Chain (BSC), Base, Arbitrum and more. - Flexible Output: Balances in ASCII tables, activities and transactions in structured text. - Python: Version 3.10 or higher. - Dune SIM API Key: Obtain fro
A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints. This MCP server exposes tools to query the NVD/CVE REST API and return formatted text results suitable for LLM consumption via the MCP protocol. It includes automatic query chunking for large date ranges and parallel processing for improved performance. Base API docs: https://nvd.nist.gov/d
Think MCP is an implementation of an MCP (Model Context Protocol) server that provides a "think" tool for structured reasoning in agentic AI workflows. This project is inspired by the Anthropic engineering article: The "think" tool: Enabling Claude to stop and think in complex tool use situations. According to the referenced article, adding the think tool can lead to improved evaluation metrics by
A Model Context Protocol (MCP) server that enables AI assistants to get human input when needed. This tool creates tasks on Amazon Mechanical Turk that let real humans answer questions from AI systems. While primarily a proof-of-concept, it demonstrates how to build human-in-the-loop AI systems using the MCP standard. See limitations for current constraints. - Node.js 16+ - AWS credentials with MT
Dependency intelligence infrastructure for AI assistants and agents working with JVM projects. Traditional upgrade workflow: 1. Google "Spring Boot 2.7 to 3.2 migration guide" (5 minutes) 2. Read 50-page migration docs, cross-reference breaking changes (15 minutes) 3. Check Maven Central for compatible dependency versions (5 minutes) 4. Update pom.xml, compile, fix breaking changes (30 minutes) 5.
一个基于BaoStock的股票数据服务器,提供了多个接口用于获取股票市场数据。 - 提供股票基本信息查询 - 支持K线历史数据获取 - 季度财务指标数据(盈利能力、营运能力、成长能力) - Python 3.10+ 以下是各个接口的测试用例示例: - 微信: iamxxn886
A high-performance Model Context Protocol (MCP) server for Trino implemented in Go. This project enables AI assistants to seamlessly interact with Trino's distributed SQL query engine through standardized MCP tools. This project implements a Model Context Protocol (MCP) server for Trino in Go. It enables AI assistants to access Trino's distributed SQL query engine through standardized MCP tools. T
Regulatory compliance for AI-powered development tools — classify AI systems, check obligations, and get article-level citations across 240+ articles and 3 major regulations. Full Documentation · Get API Key · API Reference Gibs MCP Server connects your AI development environment directly to a regulatory compliance knowledge base. Currently covering: Every response includes article-level citations
This is an MCP (Model Context Protocol) compatible tool that allows MobSF (Mobile Security Framework) to scan APK and IPA files directly via Claude, 5ire, or any MCP-capable client. MobSF should be installed( and running ) on the system. Download the MCP typescript sdk and rename the folder to sdk. npm should be installed on the system - Supports APK and IPA file scanning - Uses MobSF's REST API t
Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. - List available calendars - Create calendar events with reminders and attendees - Get events for today, week, or custom date range - Works with any CalDAV-compatible server (Yandex, Google, Ne
OpenEcon Data Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat, and 6 more sources — one MCP command away. Website · Live App · Docs · Contributing That's it. The script auto-detects Claude Code and Codex, configures everything. Then just ask: No special syntax. No "use querydata". Just ask naturally — your agent handles the rest.