AI & ML

A specialized MCP server that integrates with the PRTS wiki to provide structured Arknights game data, including operator skills and enemy attributes, for AI assistants.

A Human Agent Protocol (HAP) implementation that enables agents to communicate through a persistent SQLite-based mailbox, allowing unified collaboration across different AI runtimes like Claude Code, Cursor, and Windsurf.

AgentxSuite is an open-source platform to connect, manage, and monitor AI Agents and Tools across multiple MCP servers — in one unified interface.

🧠 The AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage

A Model Context Protocol (MCP) server implementation for DiceDB to enable AI applications to interact with DiceDB databases.

Chat with top llms(free) , built in websearch , code-interpreter data analysis tools , powered by the model context protocol.

A Model Context Protocol server that enables AI assistants to analyze and describe images from URLs using OpenAI's vision models.

An MCP server that integrates with the Resend API to allow AI models to compose, schedule, and send emails with support for multiple attachments and custom sender configurations.

A comprehensive MCP server for managing GitHub workflows, enabling automated PR analysis, issue tracking, and release management directly through LLM tool calls.

A comprehensive MCP server for interacting with the VeChain blockchain, enabling documentation searches, Thor REST API queries, and wallet management including transaction signing and token operations.

MCP server enabling LLMs to interact with Garmin Connect - activities, health metrics, sleep data, and training analysis

MCP (Model Context Protocol) Server. Validates WordPress PHP and JavaScript code against configurable coding standards and security patterns fetched from web-hosted markdown files, performing automated security scans for vulnerabilities like SQL injection and XSS while enforcing WordPress best practices for plugin and theme development.

The Code Review Assistant is a simple multi-agent system built using the Model Context Protocol (MCP) and LangChain. Its purpose is to provide automated, preliminary feedback on code snippets, including syntax checking, code explanation, and improvement suggestions. It can be integrated with MCP-compatible clients like Cursor IDE or Claude for Desk

A tool for LLMs to transcribe audio and video files into text, supporting over 100 languages with speaker separation and timestamping via the Transcribe.com platform.

A Model Context Protocol (MCP) server that provides web development tools for AI assistants. Enables browser automation, DOM inspection, network monitoring, and console analysis through Playwright.

An MCP server for VictoriaTraces providing full read-only access to tracing APIs, service dependency graphs, and embedded offline documentation for observability and debugging tasks.

A local AI-powered code review assistant that provides pull request analysis, secret detection, and automated documentation generation directly within your development workflow.

A comprehensive unified knowledge management system integrating multiple data sources with advanced search capabilities

An MCP server that leverages the Florence-2 vision-language model to perform OCR and image captioning on local files or web-based images.

Athena Protocol acts as an AI tech lead that provides coding agents with strategic guidance, impact analysis, and thinking validation across 14 LLM providers. It features precision-targeted code analysis to reduce token usage while caught critical issues early in the development cycle.

A secure MCP (Model Context Protocol) file server providing AI assistants with comprehensive file operations. Features multi-tier authentication, multiple connection modes (stdio/HTTP/public), and safe directory restrictions.

A specialized mesh networking server for ESP8266/ESP32 devices providing structured IoT communication through custom packages for sensors, status monitoring, and automated bridge failover.

AgentsKB provides AI agents with researched, expert-level knowledge sourced from official documentation, specs, and RFCs across 40+ developer domains. It prioritizes accuracy and verified sources over generative guessing to provide canonical answers to technical problems.

MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture

A comprehensive MCP server for the Wix platform that enables AI models to search documentation, manage user sites, and execute API calls across the Wix ecosystem.

The Kiwi.com flight search MCP server enables AI assistants to search and book flights directly through Kiwi.com's curated travel engine with support for flexible dates and cabin classes.

AI Memory Management MCP System for LLMs - 让LLM善用思考，善用记忆

Search for MCP Servers from the command line

A robust Google search MCP server that utilizes Playwright to bypass anti-bot mechanisms and CAPTCHAs, providing structured real-time search results with multi-language and regional support.

Conversational cloud security compliance auditing. MCP server enabling natural language queries about AWS security posture via Claude and other AI assistants.