AgentoolRank

AgentoolRank is a data-driven directory and ranking platform for open-source AI agent tools, MCP servers, and frameworks. It aggregates and ranks over 600 tools based on live metrics from GitHub (stars, star growth, commits, releases) and package registries (npm and PyPI downloads). The platform targets AI developers, researchers, and product teams seeking to discover, compare, and select the best tools for building AI agents. Key features include an AI-powered search that recommends tool stacks based on natural language descriptions, categorized browsing (e.g., Agent Frameworks, Memory & Knowledge, Coding Agents), trending and most downloaded lists, and a weekly digest. The directory is automatically updated daily, ensuring accuracy and freshness. Users can submit their own tools for free, with optional paid featured listings for increased visibility. AgentoolRank also offers valuable resources like a Submit Kit for launching products and a free table of where to list AI tools. The site is user-friendly, supports multiple languages (English, Chinese, Japanese), and emphasizes objective, data-driven rankings without pay-to-win. Its technical infrastructure leverages GitHub and package registry APIs for real-time data collection, and it provides an open-source dataset of all tools in JSON/CSV format.