#llm-tool

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

Web content fetching and conversion for efficient LLM usage

A Model Context Protocol (MCP) server that provides secure SSH capabilities for AI assistants, enabling remote command execution and port forwarding with comprehensive security controls.

Let your LLM find the right tool automatically – no manual setup for each tool! MCPIndex is a Model Context Protocol (MCP) server that enables LLMs to automatically discover and invoke suitable MCP tools, eliminating the need to manually find and configure suitable MCP tools for every task.

MCP Ambari API is a powerful Model Context Protocol (MCP) server that enables seamless Apache Ambari cluster management through natural language commands. Built for DevOps engineers, data engineers, and system administrators who work with Hadoop ecosystems.

A lightweight MCP server providing a sleep tool for LLMs to wait for specified durations. Perfect for API response delays and controlled timing in AI workflows.

A Model Context Protocol (MCP) server that provides onchain tools for LLMs, allowing them to interact with the Solana network.

QuerySculptor is a GraphQL query builder designed for AI agents that provides 26 structured tools via the Model Context Protocol (MCP). Instead of generating complex GraphQL queries from scratch, AI agents can build queries step-by-step with real-time validation, schema introspection, and error prevention. It works with Claude, Cursor, and other MCP clients, using Redis for session management and featuring a live demo with the Pokemon API. The tool transforms the traditional error-prone approach of raw GraphQL generation into a guided, conversational workflow perfect for AI assistants and chatbots.

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

MCP Sandbox transforms JavaScript modules into secure MCP servers, enabling AI systems to access functions safely. With automatic reflection and type inference, it simplifies the integration process for developers. 🛠️💻

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

Comprehensive, highly performant Google Workspace Streamable HTTP & SSE MCP Server with complete coverage for Calendar, Gmail, Docs, Sheets, Slides, Chat & Drive!

# 🐢🚀 Node.js Sandbox MCP ServerThis repository hosts a Node.js server that implements the Model Context Protocol (MCP) for running JavaScript in isolated Docker containers. It allows for on-the-fly npm dependency installation, making it easy to execute code safely and efficiently.

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

mcp-ffmpeg-tools is an open-source Python MCP (Model-Command Protocol) server that enables LLMs to perform media processing tasks by interpreting natural language instructions. It automatically generates and executes FFmpeg commands, then validates results using `ffprobe` or screenshots. The tool also supports querying FFmpeg source code to verify command correctness, making it ideal for intelligent, language-driven media workflows across platforms.

📚✨ A powerful MCP (Model Context Protocol) server that brings Readium's documentation analysis capabilities to LLMs like Claude and other MCP-compatible clients. 🤖🔍 Seamlessly analyze local directories, public/private Git repositories, and URLs with support for multiple file formats (code, Markdown, text). Readium-MCP delivers structured results with summary, file tree, and content organization—making it the perfect tool when you need an AI to comprehend large documentation bodies, code repositories, or technical websites. 🧠💻 Easy to integrate with VSCode, Claude Desktop, or any MCP client for enhanced AI-powered documentation analysis!

MCP server to query clinicaltrial.gov to identify mutation specific trials

Tool-based LLM integration with Zenodo via the Model Context Protocol (MCP)

A tool for automatically converting OpenAPI specifications into Model Context Protocol (MCP) Server instance

MCP server to help LLMs clone websites by providing tools to fetch, analyze, and download website assets.

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

An MCP server built with Node.js/TypeScript that allows AI agents to securely read PDF files (local or URL) and extract text, metadata, or page counts. Uses pdf-parse.

MCP-NixOS - Model Context Protocol Server for NixOS resources

Official Oxylabs MCP integration

A tool for automatically converting OpenAPI specifications into Model Context Protocol (MCP) Server

A template repository for creating Model Context Protocol (MCP) servers in Node.js/TypeScript. This template demonstrates how to build a simple notes management system using the MCP protocol, which can be used with LLM-powered applications.

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A Model Context Protocol (MCP) server that provides notifications for Claude Desktop on macOS. It plays configurable system sounds when Claude completes a task, enhancing user experience by eliminating the need for constant visual monitoring.

** THIS REPO HAS MOVED TO

Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.

Manage / Proxy / Secure your MCP Servers

Claude MCP Server - Intelligent Prompt Orchestration & Management

Model Context Protocol (MCP) Server for Graphlit Platform

Adapters for integrating Model Context Protocol (MCP) tools with LangChain.js applications, supporting both stdio and SSE transports.

MCP Server for using Yr Weather Data as Context in LLM tools.

Thingsboard MCP Server for using Thingsboard Data as context in LLM tools

MCP server for working with PDF files

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.