mcp-video vs atlas
mcp-video: mcp-video is a free, open-source MCP server, Python library, and CLI that gives AI agents a structured video-editing surface. It wraps FFmpeg, cinematic planning, media analysis, quality checks, subtitles, audio, effects, Hyperframes rendering, and local repurposing packages behind typed tool schemas.; atlas: Atlas is an open-source local-first cognitive memory system that implements AGM-compliant belief revision on a property graph. It adds a propagation engine called Ripple that recomputes downstream beliefs when an upstream fact changes. The system runs entirely on your laptop and includes a hash-chained ledger, continuous ingestion from multiple sources, and API surfaces for integration.
TL;DR
Creating social media clips from long-form video
Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price.
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