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Runnable demo: a CI gate that denies an agent's undeclared privileged tool action before it runs, with evidence in the Security tab. Built on assay.

MCP tool for Laravel log analysing with AI

MCP server wrapping Kimi Code CLI (kimi-k2.5) to provide tools for filesystem, shell, web, and agent operations.

MCP for Replicate Flux Model. Generating images by prompts

An MCP server for weather information.

A Python Model Context Protocol (MCP) weather server for Claude using Open-Meteo, with structured error handling, differentiated tool descriptions, and unit-tested forecast logic.

Enables LLMs to fetch live weather forecasts for Israeli cities by controlling a Chromium browser to scrape weather data from weather2day.co.il.

This MCP server enables AI agents to read MQTT and Sparkplug B data via tools like list_topics, get_latest, and read_all, providing read-only access to latest sensor values.

This MCP server provides browser automation capabilities through a browser extension and WebSocket-based communication, enabling AI assistants to interact with web pages in real-time. Built by Diamond-IT-615 using TypeScript with a monorepo structure containing a WXT-based browser extension, Node.js server, and shared types, it offers tools for extracting page content as markdown using Mozilla Readability, injecting custom CSS styles for visual modifications, retrieving current page URLs, and searching browser history with optional permissions. The implementation features a React-based popup interface for permission management, WebSocket communication on localhost:11223 for real-time browser interaction, automatic connection retry logic, and support for Chrome, Edge, and Firefox browsers, making it valuable for web scraping workflows, automated testing scenarios, content analysis tasks, and building AI assistants that need direct access to browser state and content without manual navigation.

This Google Workspace MCP server, developed by epaproditus, integrates with Gmail and Google Calendar APIs to provide a comprehensive suite of email and calendar management tools. Built with TypeScript and leveraging the Model Context Protocol SDK, it offers functionalities such as listing, searching, and modifying emails, as well as creating, updating, and deleting calendar events. The server implements OAuth 2.0 authentication and includes a refresh token mechanism for secure API access. By abstracting the complexities of Google Workspace APIs, it enables AI assistants to efficiently manage emails and schedules. This implementation is particularly valuable for productivity applications, facilitating use cases such as automated email organization, intelligent scheduling, and streamlined communication management within the Google ecosystem.

MCP server for Pequerecetas. Read Spanish family recipes, rescale them, and browse by diet, ingredient, technique or age. No API key.

Enables aggregated investment research by combining data from Yahoo/SEC EDGAR, Finnhub, and GDELT with analysis modules for price momentum, news signals, and estimate revisions.

A simple AI assistant with OPENAI & MCP (Model Context Protocol) tool support and a Gradio chat UI. Built with FastAPI, FastMCP, and Gradio.

An MCP server that integrates with Discord to provide AI-powered features.

Reads the local Microsoft Teams (v2) message cache and exposes it over MCP, enabling AI assistants to list accounts/conversations and search/read messages without Graph API or network.

MySQL MCP server — multi-instance MySQL access for AI assistants. SQL static analysis, read-only enforcement, dual transport.

Provides semantic search and exploration capabilities for UVM (Universal Verification Methodology) 1.2 source code through locally-hosted embeddings and ChromaDB indexing. Parses SystemVerilog files from the official Accellera UVM repository, chunks the code for optimal retrieval, and enables natural language queries against UVM classes, methods, and macros without requiring external API keys. Designed for verification engineers who need quick access to UVM implementation details, usage patterns, and code examples during testbench development.

Create designed Figma Slides by chatting with GitHub Copilot or Claude. It generates polished, multi-layout decks with 31 layouts and 17 design systems directly in Figma.

Enables automatic memory retrieval and injection for AI conversations to provide continuous learning through semantic search and memory management.