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.
1089 servers
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
An implementation of a Model Context Protocol (MCP) for internet speed testing. It allows AI models and agents to measure, analyze, and report network performance metrics through a standardized interface. 📦 Available on PyPI: https://pypi.org/project/mcp-internet-speed-test/ 🚀 Quick Start: The Model Context Protocol (MCP) provides a standardized way for Large Language Models (LLMs) to interact w
A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API. This server provides a set of tools that allow AI models to interact with Confluence content. This MCP server provides the following operations for Confluence: - Execute CQL (Confluence Query Language) searches - Get page content by ID - Get page content with body - Find pages by space key - Find page b
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
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
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
AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. Topaz Labs makes AI-powered image and video enhancement software used by photographers, filmmakers, and developers worldwide. Enhanced with the Wonder 2 model. View interactive comparison → Sign up at developer.topazlabs.com. Add to your Claude Desktop config (~/Library/
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. This is especially useful for developing desktop applications that require complex user interactions to test. For the best results, add the following to your custom prompt: This will ensure Cline uses this MCP server to request user feedback before marking the task as completed. Hitting Save Configuration crea
An MCP server for the Rootly API that integrates seamlessly with MCP-compatible editors like Cursor, Windsurf, and Claude. Resolve production incidents in under a minute without leaving your IDE. - Python 3.12 or higher - uv package manager - Rootly API token with appropriate permissions (see below) The MCP server requires a Rootly API token. Choose the appropriate token type based on your needs:
ROS MCP is a MCP server designed for controlling robots in ROS environments using natural language. It supports communication via ROS topics, services, and actions, and works with any ROS message type. - Socket Server (socketserver.py): A lightweight server that runs on localhost:8765 to handle GUI-related operations. It receives instructions from the MCP server to launch tools such as Gazebo or r
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
MCP server providing AI assistants with full Datadog observability access. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics. Use environment variables instead of container args: When running with --transport=http: - POST /mcp — MCP protocol endpoint - GET /mcp —
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
A Model Context Protocol (MCP) server that provides AI-powered PostgreSQL performance tuning capabilities. This server helps identify slow queries, recommend optimal indexes, analyze execution plans, and leverage HypoPG for hypothetical index testing. - Retrieve slow queries from pgstatstatements with detailed statistics - Analyze query execution plans with EXPLAIN and EXPLAIN ANALYZE - Identify p
This project provides a Model Context Protocol (MCP) server wrapper around the esp-rainmaker-cli Python library. It allows MCP-compatible clients (like LLMs or applications such as Cursor, Claude Desktop, and Windsurf) to interact with your ESP RainMaker devices using the official CLI. The Model Context Protocol (MCP) is a standardized framework that enables AI systems to interact with external to
An MCP server that provides real-time access to Chainlink's decentralized on-chain price feeds, optimized for seamless integration into AI agents and autonomous systems - Query Latest Price: Fetch the latest price for a specified price feed pair (e.g., FIL/ETH) on a given chain (e.g., ethereum), including price, decimals, round ID, and timestamp. - Query Price by Round ID: Retrieve price data for
You can run the MCP Server in a Docker container. This is useful if you want to avoid managing Python environments or dependencies on your local machine. See kestramcpdocker. Paste the following configuration into your MCP settings (e.g., Cursor, Claude, or VS Code): - Replace , , and with your actual credentials. - For OSS installations, you can use KESTRAUSERNAME and KESTRAPASSWORD instead of KE
Model Context Protocol (MCP) is a standardized protocol for managing context between large language models (LLMs) and external systems. This repository provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language. This lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Redis Cloud account, e
A Model Context Protocol server implementation for ChatterBox, enabling AI agents to interact with online meetings and generate meeting summaries. The ChatterBox MCP Server provides tools for AI agents to: - Join online meetings (Zoom, Google Meet, or Microsoft Teams) - Capture transcripts and recordings - Generate meeting summaries To install chatterboxio-mcp-server for Claude Desktop automatical
Enabling web apps to provide JavaScript-based tools that can be accessed by AI agents and assistive technologies to create collaborative, human-in-the-loop workflows. > First published August 13, 2025 > > Brandon Walderman <brwalder@microsoft.com> > Leo Lee <leo.lee@microsoft.com> > Andrew Nolan <annolan@microsoft.com> > David Bokan <bokan@google.com> > Khushal Sagar <kh
This MCP server provides a Model Context Protocol (MCP) client that interfaces with the PapersWithCode API. It includes tools for searching, retrieving, and parsing information on research papers, authors, datasets, conferences, and more. To install mcp-paperswithcode for Claude Desktop automatically via Smithery: Search for papers using optional filters. - abstract (str, optional): Filter by abst
A full write-up can be found here: https://blog.securitybreak.io/building-a-threat-intelligence-genai-reporter-with-orkl-and-claude-a0ae2e969693 A Model Context Protocol (MCP) server for querying the ORKL API. This server provides tools for fetching and analyzing threat reports, threat actors, and sources. It integrates smoothly with MCP-compatible applications. Edit or create the file /Users/user
A Model Context Protocol (MCP) server to retrieve train schedules from National Rail. This project implements a server using the Model Context Protocol (MCP) that allows AI agents to retrieve train information on National Rail trains using the Realtime Trains API. It provides tools for: - getlivedepartures - getlivearrivals - getdeparturesbydate - getarrivalsbydate Real Time Trains API account can
A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question. This creates a "council of advisors" approach where Claude can synthesize multiple viewpoints alongside its own to provide more comprehensive answers. - Query multiple Ollama models with a single question - Assign different roles/personas t