Evaluates AI agent endpoints on trust and capability metrics, providing a comprehensive score and actionable insights.
Sponsored
Agent SEO is a powerful tool designed to score any AI agent endpoint on crucial trust and capability metrics. With the proliferation of AI agents, determining their reliability and discoverability is paramount. This tool offers a unified solution for both agent users—to verify trustworthiness, documentation, and maintenance before use—and agent developers—to identify missing elements and improve discoverability before release. It leverages a sophisticated scoring system across five dimensions, totaling 100 points, which includes an MCP protocol handshake, intelligent GitHub analysis, and probing of well-known HTTP endpoints to provide a holistic assessment and actionable fix recommendations.
Key Features
01Deep agent inspection via MCP protocol handshake (SSE and Streamable HTTP)
02Intelligent GitHub repository analysis for ecosystem signal and maintenance health
03Comprehensive AI agent scoring across 5 categories with a 100-point system
04Actionable fix recommendations with expected point gains and code templates
05Integrates as an MCP Server, enabling inline agent evaluation by AI assistants
060 GitHub stars
Use Cases
01Enable AI assistants like Claude, Cursor, and ChatGPT to score agents inline through an MCP Server integration.
02Evaluate and enhance an AI agent's discoverability and quality prior to its public release.
03Assess an AI agent's trustworthiness, documentation, and maintenance before integration or use.
