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oxbshw/watch-skill

Give any AI agent the ability to watch video — and to watch its own work and fix it. MCP + CLI + REST; scene-aware frames, OCR, local-first transcription, persistent index, and THE LOOP.

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Python

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1 contributors

MIT License

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[Workflow] Persistent Video Memory for Claude: An MCP Skill to Index and Query Video Content

r/ClaudeWorkflows

I got tired of reprocessing the same videos, so I built a local-first indexing pipeline instead

r/LocalLLM

Built a local-first video indexing pipeline for LLMs (MCP + offline)

r/LocalLLaMA

[Open Source] I replaced repeated multimodal inference with a retrieval pipeline for video

r/LLMDevs

I stopped treating video as context and started treating it as knowledge.

r/LLM

Building a video retrieval pipeline taught me a few things I wasn't expecting

r/learnmachinelearning

I built a video memory tool that works completely offline with DeepSeek

r/DeepSeek

I spent 3 weeks building a Claude Skill that lets it watch videos.

r/claudeskills

I built an open-source MCP server that gives AI agents persistent memory for videos

r/ArtificialInteligence

We're building agents that can read millions of documents, but still forget a video they watched yesterday.

r/artificial

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