ClipForge turns one product photo into a short selling video, extracting the selling points, writing the pitch, and keeping your product looking like itself instead of letting a generator redraw it. Paste a product link and it pulls the title, price, and images into a review form before anything enters your library, or start from a single sentence when the video is not about a product at all. Choose the free path and it composes with openly licensed stock footage, free voiceover, and local rendering, so your first video costs nothing and needs no API key. Choose AI generation and a script gate shows the full plan and price before a paid call, while a judge panel revises weak lines and a quality check can order a precise retake of only the bad segment. Ten script styles cover drama skits, unboxings, comparisons, talking heads, and pain-point pitches, with a different voice cast for each character in dialogue scenes. A library of 391 commerce templates, a variant matrix for hook and caption combinations, and resumable batch production let one person prepare dozens of platform-ready cuts for TikTok Shop, Reels, Shorts, Douyin, Kuaishou, and Xiaohongshu. Exports arrive without watermarks, with titles, hashtags, and caption copy ready to paste. Running on a dedicated VPS on RepoCloud with guaranteed CPU, RAM, and SSD, full root SSH access, and a browser serial console. AGPL-3.0 licensed.