Aryankeluskar Poke Video Mcp

This server connects Claude to your Flashback video library, letting you search through personal video collections using natural language queries. It exposes two main operations: query_videos for semantic search across video segments and get_setup_instructions for configuration help. Under the hood, it hits a FastAPI backend that uses Pinecone for vector search across video chunks that have been pre-processed with Claude for visual analysis and Whisper for transcription. Results come back with AI-generated descriptions, relevance scores, and presigned URLs to 30-second clips. You'd reach for this if you're recording your screen or life with Flashback and need to find specific moments without manually scrubbing through hours of footage.