In March 2026, Alisamei developed and integrated the Crabcut MCP server into the punkpeye/awesome-mcp-servers repository, enabling automated AI-powered short-form video clip generation from YouTube. Leveraging skills in AI development, API integration, and video processing, Alisamei implemented highlight detection, automatic subtitle generation, and 9:16 reframing to streamline content creation workflows. The solution established an end-to-end pipeline that outputs downloadable clips with automated URLs, improving production speed and consistency. Documentation and repository alignment were delivered to support maintainability and onboarding. The work focused on performance, scalability, and reliability, with ongoing quality assurance planned to ensure MCP server stability.