# Lanqiao-Luca/ai-video-marker > A toolkit and methodology for AI video production: a six-layer process (Graph, Loop, Workflow, Agent, Skill, Standards), templates, local scripts, and three runnable pixel scenes in Python. - Magnitude: 2.7 out of 10 — Early signal - Stars: 117 total · +2 stars measured 2026-10-31, 00:27–02:35 UTC, ≈ 20 by evening - Star trust: star growth looks organic - Category: Generative media · Language: Python · License: MIT · Created: 2026-10-25 · Last push: 2026-10-30 - GitHub: https://github.com/Lanqiao-Luca/ai-video-marker · Page: https://gitnova.dev/en/r/Lanqiao-Luca/ai-video-marker ## Useful for - Render a 36-second pixel short from bundled assets with make_video.py - Initialize a new project along the pixel route via init_project.py - Validate a rendered video and build a contact sheet with check_video.py and contact_sheet.py ## Why it’s here - Star-counter measurements on 2026-10-31 (UTC), 00:27–02:35: 115 → 117 stars (+2). This is the change over that interval. - Estimated end-of-day forecast: about +20 stars, using observed gains and the previous day. - The repository is 6 days old and already has 117 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #167. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 4 - Issues and pull requests: 0 - Watchers: 9 - Average over the last week: 20 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 1 ## Stars per day, last 7 days (oldest → newest, today is partial) 2026-10-25 … 2026-10-31: 6, 20, 9, 15, 46, 21, 2 ## Spotted in now - Top new repositories this week: #167 ## More in this category 1. **paipiange/nvzhuang** — 7.7 · Early signal · Generative media · Go · +68 stars measured 2026-10-31, 00:27–02:33 UTC, ≈ 777 by evening A static catalog of 1407 AI-generated women's clothing images with bilingual search and optional virtual try-on via external image generation models. Full card: https://gitnova.dev/en/r/paipiange/nvzhuang.md 2. **EntranceStarfish/VoiceStudioV2** — 6.1 · Early signal · Generative media · +0 stars measured 2026-10-31, 00:35–02:33 UTC, ≈ 100 by evening Local desktop voice studio for real-time voice changing, text-to-speech, voice cloning and dubbing, with an OpenAI-compatible API and fully offline operation. Full card: https://gitnova.dev/en/r/EntranceStarfish/VoiceStudioV2.md 3. **anhao/ai-pose-gallery-zh** — 6.1 · Cooling · Generative media · TypeScript · +58 stars measured 2026-10-31, 00:27–02:33 UTC, ≈ 547 by evening Chinese localization of an AI pose reference gallery: 1439 records and 2878 images with a ready-to-deploy dependency-free static site. Useful for artists and 3D modelers picking poses. Full card: https://gitnova.dev/en/r/anhao/ai-pose-gallery-zh.md 4. **sleepy-zone/ai-ref-library-cn** — 6.0 · Early signal · Generative media · JavaScript · +15 stars measured 2026-10-31, 00:27–02:33 UTC, ≈ 173 by evening A Chinese-language search interface for three sets of AI drawing reference materials (faces, poses, clothing) by author agi/gia, with translated tags, bilingual search and one-click prompt copying. Full card: https://gitnova.dev/en/r/sleepy-zone/ai-ref-library-cn.md 5. **D3voz/openjutsu** — 6.0 · Early signal · Generative media · TypeScript · +22 stars measured 2026-10-31, 00:27–02:33 UTC, ≈ 205 by evening A local web app for swapping characters and objects in videos: drop a video and a character photo, and the main person in the frame is replaced by your character while camera, cuts and soundtrack stay intact. Runs on your own GPU via… Full card: https://gitnova.dev/en/r/D3voz/openjutsu.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-10-31 02:43 UTC, updated every 30 minutes.