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.
1085 servers
This MCP Server is used to summarize your chat messages. - querychatmessages - Query chat messages - Query chat messages with given parameters - Summarize chat messages based on the query prompt 1. Set up environment variables: create .env file in the root directory, and set your chat database path. 2. Install dependencies: Build the server: For development with auto-rebuild: To use with Claude De
This document covers the set up and use of a generic ODBC server for the Model Context Protocol (MCP), referred to as an mcp-odbc server. It has been developed to provide Large Language Models with transparent access to ODBC-accessible data sources via a Data Source Name configured for a specific ODBC Connector (also called an ODBC Driver). This MCP Server for ODBC is a small TypeScript layer buil
This project provides Model Context Protocol (MCP) for the Mifos X Ecosystem, enabling AI agents to access financial data and operations. Implementations is available in Java (Quarkus). Use the MCP Inspector to test and debug your server: This starts a local web UI to connect to your MCP server via STDIO or SSE. Prerequisites: JDK 21+, Maven 1. Configure environment variables in your shell or IDE:
An MCP server for tracking and managing cryptocurrency portfolio allocations, enabling AI agents to query and optimize portfolio strategies in real time. - Portfolio Management: Add and track cryptocurrency holdings with real-time Binance prices. - Price Retrieval: Fetch current prices for any Binance trading pair (e.g., BTC/USDT). - Value History: Generate visual charts of portfolio value over ti
1. 入门示例: tablestore-java-mcp-server 2. 基于 MCP 架构实现知识库答疑系统: tablestore-java-mcp-server-rag - 实现一个目前最常见的一类 AI 应用即答疑系统，支持基于私有知识库的问答，会对知识库构建和 RAG 做一些优化。 1. 入门示例: tablestore-python-mcp-server 1. Mem0-OpenMemory-MCP: tablestore-python-mem0-mcp-server 欢迎加入我们的钉钉公开群，与我们一起探讨 AI 技术。钉钉群号：36165029092
一个将 OpenAPI/Swagger 规范转换为 Model Context Protocol (MCP) 格式的工具 零配置将您的 REST API 转换为 AI 可调用的工具 🚀 快速开始 • 📖 使用指南 • 🛠️ 开发 Languages: English | 中文 MCP Swagger Server 是一个将 OpenAPI/Swagger 规范转换为 Model Context Protocol (MCP) 格式的工具。 - 🔄 零配置转换: 输入 OpenAPI 规范，立即获得 MCP 工具 - 🎯 渐进式命令行: 提供逐步引导的命令行界面，方便用户配置 - 🔌 多传输协议: 支持 SSE、Streamable 和 Stdio 传输 - 🔐 安全认证: 支持 Bearer Token 认证保护 API 访问 - Node.js ≥ 20.0.0 - pnpm
한국어 | English 1969년 Ken Thompson이 Unix를 만들 때, 그는 출력 대상이 사람이라고 가정했다. 정확히 말하면 터미널 앞에 앉아 있는, 눈이 달린 생물. 반세기가 지났다. 이제 터미널을 읽는 것은 사람만이 아니다. AI 에이전트는 ls -la를 실행하고, 그 출력을 받는다. 그리고 거기서 진짜 작업이 시작된다. 공백을 기준으로 분리하고, 첫 번째 열이 권한이고, 세 번째가 소유자이고, 파일명이 어디서 시작하는지를 토큰을 태워가며 추론한다. 인간의 눈이 0.1초에 처리하는 것을. 이것은 번역이 아니다. 암호화된 적도 없는 메시지를 해독하는 일이다. 세 번의 번역이 일어난다. 첫 번째: 커널이 파일시스템 메타데이터를 stat 구조체로 관리한다. inode, mode, uid, gid,
Keboola MCP Server is an open-source bridge between your Keboola project and modern AI tools. It turns Keboola features—like storage access, SQL transformations, and job triggers—into callable tools for Claude, Cursor, CrewAI, LangChain, Amazon Q, and more. - Quick Start - Local Setup With the AI Agent and MCP Server, you can: - Storage: Query tables directly and manage table or bucket description
📖 Blog Post: Learn more about this project in the detailed blog post: Telephony MCP Server for Agentic AI and Language Models This directory contains MCP (Model Context Protocol) Server tools for telephony operations, such as making voice calls and sending SMS messages using the Vonage API. These tools are designed to be integrated with Large Language Model (LLM) applications, enabling LLMs to pe
MCP Access Point is a lightweight protocol conversion gateway tool designed to establish a communication bridge between traditional HTTP services and MCP (Model Context Protocol) clients. It enables MCP clients to interact directly with existing HTTP services without requiring any server-side interface modifications. This project is built on Pingora - an ultra-high performance gateway proxy librar
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
Analyze & generate docs for React code using the Model Context Protocol. Based on react-analyzer library. This tool analyzes React component files (JSX/TSX) and extracts information about components and their props. - analyze-react: Analyzes a single React component from source code - analyze-project: Generates documentation for all React components in a project folder - list-projects: Lists all p
A professional Model Context Protocol (MCP) server for serial port communication. Provides AI assistants with comprehensive serial communication capabilities for embedded systems, IoT devices, and hardware debugging with real hardware integration. - 🚀 Production Ready: Real hardware integration with 5 comprehensive serial communication tools - 🔌 Cross-Platform Support: Windows, Linux, macOS with
MCP server for Naver Search API and DataLab API integration, enabling comprehensive search across various Naver services and data trend analysis. You can use this server immediately without API keys through Kakao PlayMCP. Simply visit the link and start using it right away! - findcategory: Category search tool so you no longer need to manually check category numbers in URLs for trend and shopping
A Model Context Protocol (MCP) server that provides access to the Rijksmuseum's collection through natural language interactions. This server enables AI models to explore, analyze, and interact with artworks and collections from the Rijksmuseum. The server provides several tools for interacting with the Rijksmuseum's collection: Search and filter artworks using various criteria including: - Text-b
Model Context Protocol server for OriginSelect — search ethical, origin-verified products and brands via AI agents. Works with Claude Desktop, Cursor, Windsurf, and any MCP-compatible client. No install needed — just add to your Claude Desktop config: Then add to Claude Desktop config: Add to your MCP settings: Once connected, ask your AI assistant: - "Find organic baby products from Canada under
🎨 Pixelle MCP - Omnimodal Agent Framework English | 中文 ✨ An AIGC solution based on the MCP protocol, supporting both local ComfyUI and cloud ComfyUI (RunningHub) modes, seamlessly converting workflows into MCP tools with zero code. - ✅ 2025-09-29: Added RunningHub cloud ComfyUI support, enabling workflow execution without local GPU and ComfyUI environment - ✅ 2025-09-03: Architecture refactoring
A next-generation framework documentation provider for Claude Code via Model Context Protocol (MCP). Provides query-focused API context by extracting TypeScript definitions directly from npm packages - delivering minimal, accurate information instead of dumping entire documentation pages. mcp-name: dev.augments/mcp Version 4.0 introduces a fundamentally new approach to framework documentation: Doc
The first general-purpose sentiment analysis tool for AI agents. KeyNeg MCP Server brings enterprise-grade sentiment analysis to Claude, ChatGPT, Gemini, and any AI assistant that supports the Model Context Protocol (MCP). - 95+ Sentiment Labels - Comprehensive negative sentiment taxonomy - Keyword Extraction - Identify specific complaints and issues - Batch Processing - Analyze multiple texts eff
tip.md is a platform that allows developers to receive cryptocurrency tips directly to their wallets via a simple button embeddable in GitHub READMEs, websites, or any markdown content. It supports: - Multiple Blockchains: Ethereum, Base,Solana, and Bitcoin Lightning Network - Direct-to-Wallet Payments: Tips go straight to your wallet, no custody - Simple Integration: One button, works everywhere
A comprehensive Model Context Protocol (MCP) server for managing Netskope Private Access (NPA) infrastructure through AI-powered automation. This project includes extensive documentation organized for easy navigation: 👉 Start with the Complete Documentation - Overview and navigation guide The MCP server provides 84 specialized tools across 10 categories: AI Response: Executes comprehensive deploy
A Model Context Protocol server implementation for Last9 that enables AI agents to seamlessly bring real-time production context — logs, metrics, and traces — into your local environment to auto-fix code faster. - View demo announcement blog post - Installation - Configuration - Tools Documentation - Development You can connect to Last9 MCP in two ways: This is the easiest and cleanest setup. You
👋 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
A Model Context Protocol (MCP) server interface to Catalysis Hub's GraphQL API, enabling programmatic access to catalysis research data through flexible GraphQL queries. - Direct GraphQL Access: Execute any valid GraphQL query against Catalysis Hub's API - Comprehensive Data Access: - Catalytic reactions (equations, conditions, catalysts) - Material systems (structures, properties, descriptors) -