The MCP Speaker Diarization and Recognition System is a complete solution integrating GPU-accelerated speaker separation, speech recognition, emotion detection, and a web interface. It combines the speaker separation of pyannote.audio with the faster-whisper transcription technology, supporting persistent speaker recognition (one-time registration, permanent recognition), dual-detector emotion analysis (combining general AI and personalized voiceprints), real-time stream processing, REST API, and MCP server, and is designed for AI intelligent agent integration and hobby projects.

The Douyin and Xiaohongshu Content Extraction MCP Server supports extracting video, image, and text content from Douyin and Xiaohongshu sharing links, providing functions such as watermark-free video acquisition, AI speech recognition, and text extraction.