All MCP Servers

Enables AI agents to debug embedded systems by providing a comprehensive interface for GDB operations across multiple architectures like ARM and x86. It supports remote debugging via gdbserver or QEMU, allowing for detailed inspection of memory, registers, stack frames, and variables.

This MCP server bridges Apify workflows with locally-run Ollama language models, allowing for private and cost-effective AI-driven data processing and web scraping analysis.

AI-Powered Out-of-Band Management The open alternative to iDRAC, iLO, and IPMI. Remote system control without network dependency.

A self-hosted remote MCP server that provides reusable prompts and development conventions across various AI tools. It features a modular architecture for organizing and namespacing custom prompts to streamline AI-assisted coding workflows.

A comprehensive MCP server providing programmatic access to Google NotebookLM, allowing users to manage notebooks, perform deep research, query sources with AI, and generate multimedia content like podcasts and slide decks.

MCP server that provides Claude AI assistants with the ability to search the web, get news, and perform research using the You.com API.

MCP (Model Context Protocol) Server. Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support for rapid prototyping of context-aware tools and resources.

A simple, tiny, and asynchronous server and client implementation for the Modern Context Protocol that allows you to easily expose functions as remote tools using a decorator with hot-reloading capability.

A Fastify plugin that automatically converts API routes into Model Context Protocol tools, enabling AI assistants to directly interact with your API.

Multi-hazard geophysical risk scoring, prediction, weather, insurance, and climate tools

Enables bidirectional synchronization of vector database collections between local and remote Qdrant instances with tools for comparison, dry-run previews, and sync operations in both directions.

Enables AI agents to dynamically discover and invoke containerized tools that can be registered at runtime without redeployment. Built on Cloudflare Workers with scale-to-zero containers for secure, isolated tool execution.

Enables Purdue University students to access their Brightspace academic data including courses, assignments, and grades through web scraping with Duo Mobile 2FA authentication. Provides programmatic access to student academic information when official API access is restricted.

Audits local package folders to generate publish-readiness reports and previews of NPM tarball contents. It helps developers identify and resolve configuration issues like missing types or broken exports before releasing code.

A robust MCP server that interfaces with Kali Linux security tools, allowing AI assistants to perform authorized network scanning, web penetration testing, and vulnerability research through a secure and validated command layer.

A robust integration for Oomol Connect that provides tools for executing complex workflows, managing blocks and packages, and handling file-based tasks with real-time monitoring.

A sophisticated orchestration layer for n8n and Docker that uses 'expert kernels' to manage workflows, infrastructure, and automated system healing. It provides high-fidelity agentic control over automation environments through strategic protocols and predictive diagnostics.

MCP Server Lifecycle Manager - Intelligent daemon for managing MCP server processes

MCP server for Symbols.app — documentation search and framework reference

Open Identity Standard for AI Agents — DID, Agent Cards, delegation, reputation

Claude-powered warehouse management system that coordinates inventory, AGVs, and order processing through specialized agents using Model Context Protocol patterns.

A tool that enables AI-powered product searches on Amazon, utilizing Hugging Face models to provide tailored recommendations based on price and specific product features.

Provides browser automation and web interaction capabilities using Playwright. Enables scripted navigation, data extraction, and automated testing workflows.

Jinko

A specialized MCP server for video and image analysis using the Qwen3-VL-8B-Instruct model on Blaxel, supporting video Q&A, summarization, and OCR.

A comprehensive MCP server providing integration with the Maiga API for cryptocurrency market intelligence, offering technical analysis, social sentiment, KOL insights, and on-chain data.

A template for deploying remote MCP servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools without authentication for use with Claude Desktop and Cloudflare AI Playground.

Provides tools for training, managing, and making predictions with scikit-learn's HistGradientBoostingClassifier models. It allows users to handle model lifecycles, including creation, evaluation, and serialization, via the Model Context Protocol.

A robust MCP server that bridges Figma designs and development by providing tools for design data extraction, screenshot capture, and automatic conversion of Figma components into semantic HTML, CSS, and Bootstrap 5 code.