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.
1088 servers
An MCP server that provides real-time access to the latest news from Cointelegraph. - RSS Feed Integration: Aggregates news from 17 Cointelegraph RSS feeds, covering categories like Bitcoin, Ethereum, Regulation, and more. - MCP Tools: - getrsscategories: Lists all available RSS feed categories. - getlatestnews: Retrieves the latest articles from a specified category, with customizable result coun
日本語版 README はこちら Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET). xCOMET MCP Server provides AI agents with the ability to evaluate machine translation quality. It integrates with the xCOMET model from Unbabel to provide: - Quality Scoring: Scores between 0-1 indicating translation quality - Error Detection: Identifies error spans with severity levels (minor/major/c
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) -
Debug AI traces, find exceptions, analyze sessions, and manage prompts via Langfuse MCP. Also handles MCP setup and configuration.
A Model Context Protocol (MCP) server that provides access to Swarmia's Export API. This server allows you to fetch various metrics and reports from Swarmia including pull request metrics, DORA metrics, investment balance reports, software capitalization reports, and effort reporting. This MCP server provides access to the following Swarmia Export API endpoints: - Pull Request Metrics - Cycle time
arcticdb-mcp An MCP server for structured read/write access to ArcticDB. Overview • Quick Start • Configuration • Development arcticdb-mcp turns ArcticDB into an AI data copilot. Assistants can automate symbol updates, batch jobs, and time-series queries while built-in versioning protects every change. Go from question to data change in minutes, not scripts, with full traceability. You can also de
The Web, Readable. Your AI agent spends 60,000 tokens just to look at a web page. Charlotte does it in 336. Charlotte is an MCP server that gives AI agents structured, token-efficient access to the web. Instead of dumping the full accessibility tree on every call, Charlotte returns only what the agent needs: a compact page summary on arrival, targeted queries for specific elements, and full detail
Make AI interrupt itself. Challenge your thinking. Stay sharp. An MCP server that turns Claude into a philosophical sparring partner who actively contradicts comfortable conversations and challenges confirmation bias. AI assistants like ChatGPT and Claude are trained to be helpful. Sounds great, right? But in reality, this often means they tell you exactly what you want to hear, reinforce your bia
MCP server for Google Keep 1. Add the MCP server to your MCP servers: 2. Add your credentials: GOOGLEEMAIL: Your Google account email address GOOGLEMASTERTOKEN: Your Google account master token Check https://gkeepapi.readthedocs.io/en/latest/obtaining-a-master-token and https://github.com/simon-weber/gpsoauth?tab=readme-ov-filealternative-flow for more information. find: Search notes with optional
A remote Model Context Protocol (MCP) server that connects AI assistants to your crash reporting and real user monitoring data in Raygun through natural language conversations. 📚 Tool Reference • 🚀 Quick Start • 🔑 Get API Token - 🐛 Error Management - Investigate, resolve, and track application errors and crashes with full stack traces and context - 🚀 Deployment Tracking - Monitor releases and
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
An MCP (Model Context Protocol) server for integration with GitHub Enterprise API. This server provides an MCP interface to easily access repository information, issues, PRs, and more from GitHub Enterprise in Cursor. This project is primarily designed for GitHub Enterprise Server environments, but it also works with: - GitHub.com - GitHub Enterprise Cloud - Retrieve repository list from GitHub En
A Model Context Protocol (MCP) server tailored for Klever blockchain smart contract development. This server maintains and serves contextual knowledge including code patterns, best practices, and runtime behavior for developers working with the Klever VM SDK. - 🚀 Triple Mode Operation: Run as HTTP API server, MCP stdio server, or public hosted MCP server - 💾 Flexible Storage: In-memory or Redis
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
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
mcp-name: io.github.henilcalagiya/google-sheets-mcp Google Sheets MCP Server provides seamless integration of Google Sheets with any MCP-compatible client. It enables full spreadsheet automation — including creating, reading, updating, and deleting sheets — through a simple and secure API layer. - Full CRUD support for Google Sheets and tables - Works with Continue.dev, Claude Desktop, Perplexity,
A Model Context Protocol (MCP) server for TikTok Ads API integration. This server enables AI assistants like Claude to interact with TikTok advertising campaigns, providing comprehensive campaign management, analytics, and optimization capabilities. This project is part of the AdsMCP AI advertising automation platform, an AI-powered platform designed to simplify and automate ad campaign management
A PTY-based MCP server with strong Windows support, giving MCP-capable AI clients and their agents persistent, interactive shell access via pseudo-terminals (node-pty). Unlike simple exec-based approaches, this keeps PTY-backed shell sessions alive across steps, with bidirectional communication for interactive CLI tools, incremental reads, and session state that carries forward. See the Changelog
A comprehensive Model Context Protocol (MCP) server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. Developed by iunera - Advanced AI and Data Analytics Solutions This MCP server implements a feature-based architecture where each package represents a distinct functional area of Druid management. The server provides three main types
A Model Context Protocol (MCP) server implementation that integrates with Vectorize for advanced Vector retrieval and text extraction. For one-click installation, click one of the install buttons below: For the quickest installation, use the one-click install buttons at the top of this section. To install manually, add the following JSON block to your User Settings (JSON) file in VS Code. You can
An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation. - Python 3.6+ - SQLite database file (path specified via environment variable) Install all required dependencies: - fastmcp: Framewor
Spreadsheet automation for AI agents. Read, profile, edit, and recalculate .xlsx workbooks with tooling designed to be token-efficient, structurally aware, and agent-friendly. spreadsheet-kit ships two surfaces: Both share the same core engine and support .xlsx / .xlsm (read + write) and .xls / .xlsb (discovery only). Downloads a prebuilt native binary for your platform. No Rust toolchain required
MCP server for PostgreSQL, MySQL, and SQLite. Gives AI assistants secure database access via Model Context Protocol. Works with Claude Desktop, Claude Code, Cursor, Cline, and any MCP-compatible client. Add to your MCP client config file (see config locations below): This creates three database connections: analytics (read-only), inventory, and cache. Connection URL formats: URLs support ${VAR} sy
- ✅ Claude Code Integration - Optimized for use with Anthropic's Claude Code CLI - ✅ SSH Tunnel Support - Built-in support for SSH tunnels to remote databases - ✅ Auto-start/stop Hooks - Automatic tunnel management with Claude start/stop - ✅ DDL Operations - Added MYSQLDISABLEREADONLYTRANSACTIONS for CREATE TABLE support - ✅ Multi-Project Setup - Easy configuration for multiple projects with diffe