AI & ML

A robust MCP server for pfSense firewalls that allows security administrators to manage rules, interfaces, aliases, and logs through natural language using the pfSense REST API.

OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.

A demonstration of connecting Google's Agent Development Kit (ADK) with the Model Context Protocol to enable YouTube search capabilities for local Gemma 3 models via Ollama.

A robust toolset for scraping and analyzing data from the Google Play Store and Apple App Store, specifically designed for App Store Optimization (ASO). It enables LLMs to perform keyword research, sentiment analysis on reviews, and competitor app comparisons.

A multi-database MCP server that enables AI clients to query PostgreSQL, MySQL, and ClickHouse databases directly.

Professional Gemini API integration for Claude and all MCP-compatible hosts with intelligent model selection and advanced file handling | Smithery.ai verified

A comprehensive MCP server for the Wealthy trading platform that allows users to execute trades, manage portfolios, and source market research through natural language interfaces in Claude or Cursor.

A turn-based games app built with Next.js and TypeScript that features Tic-Tac-Toe and Rock Paper Scissors games with AI opponents powered by the Model Context Protocol (MCP), offering three difficulty levels.

DollhouseMCP is an open-source framework for personalizing AI through custom Personas, Skills, Templates, Agents, and Memories, featuring a community-driven collection and local portfolio management.

Model Context Provider for Amazing Marvin productivity app - Access your tasks, projects, and categories in AI assistants

A Symfony package designed for building secure servers based on the Model Context Protocol, utilizing Server-Sent Events (SSE) and/or StreamableHTTP for real-time communication. It offers a scalable tool system tailored for enterprise-grade applications.

An automated web research agent that uses Google Gemini models and LangGraph to conduct multi-step searches and synthesize comprehensive, citation-indexed answers.

A Google-style web search MCP server that provides real-time information retrieval via a crawler service, featuring domain filtering and Cloudflare bypass capabilities.

Simple solution to give Claude ability to check current time via MCP

A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.

A high-performance MCP server that integrates Notion into AI workflows, enabling agents to create, update, and search Notion pages and databases.

A comprehensive MCP server enabling LLMs to interact with JustCall's telephony services, including making voice calls, sending SMS/WhatsApp messages, managing CRM contacts, and accessing AI call analysis through the Model Context Protocol.

A task management Model Context Protocol (MCP) server that helps AI assistants break down user requests into manageable tasks with subtasks, dependencies, and notes. Enforces a structured workflow with user approval steps.

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.

Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.

A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud resources operations seamlessly.

PAMPA is a semantic code search and retrieval server that transforms codebases into queryable memory graphs using intelligent chunking, hybrid search (BM25 + Vector), and an adaptive learning system.

Reduce Claude Desktop consumption by 10x - Integrate Google's Gemini or Z.ai's GLM-5 (744B params) with Claude via MCP for intelligent task delegation

A human-in-the-loop workflow server that enables AI assistants to request user feedback and command execution through a real-time web interface, reducing speculative tool calls.

A text-to-speech MCP server that utilizes the Rime API to generate high-quality voice synthesis and plays it directly through the system's native audio output.

Enables AI assistants to perform real-time web searches and retrieve AI-generated answers using the Yandex Search API and Yazeka model. It provides both summarized content and raw search results with source citations for up-to-date information retrieval.

A specialized reasoning engine for penetration testing that uses Beam Search and Monte Carlo Tree Search to automate attack path planning, vulnerability chaining, and tool recommendation.

A comprehensive MCP server for Unity that enables AI agents to interact with the Unity Editor, perform multimodal vision tasks like screenshots, analyze code using the Unity compiler, and manage project assets and scenes.

MCP (Model Context Protocol) Server. Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer descriptors.

A privacy-focused MCP server that integrates with SearXNG to provide customizable meta-search results across multiple engines and categories without user tracking.