# APUS-AI-Lab/fast-browser-use > A local browser automation engine powered by Qwen3.5 via MLX or PyTorch: it picks actions from visible DOM elements in a single forward pass instead of text generation. Runs fully offline with no cloud APIs. - Magnitude: 4.2 out of 10 — Early signal - Stars: 102 total · +11 stars today, ≈ 37 by evening - Star trust: star growth looks organic - Category: AI agents · Language: Python · License: MIT · Created: 2026-09-19 · Last push: 2026-09-21 - GitHub: https://github.com/APUS-AI-Lab/fast-browser-use · Page: https://gitnova.dev/en/r/APUS-AI-Lab/fast-browser-use ## Useful for - Run local browser automation without sending data to the cloud - Attach the engine as a skill to Claude Code or Cursor for page clicks - Cut agent step latency by scoring action logits instead of generating text ## Why it’s here - 11 stars so far today, about 37 expected by the end of the day. - The spike has held for 3 days in a row — not a one-off blip. - The repository is 3 days old and already has 102 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #182. - About 8 forks a day — people are taking the code. ## 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: 11 - Issues and pull requests: 0 - Watchers: 1 - Average over the last week: 32 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 3 ## Stars per day, last 10 days (oldest → newest, today is partial) 2026-09-13 … 2026-09-22: 0, 0, 0, 0, 0, 0, 9, 29, 53, 11 ## Spotted in now - Top new repositories this week: #182 ## Similar by description 1. **Sac-Y/Jev-cu** — 3.6 · Cooling · AI agents · JavaScript · +10 stars today, ≈ 36 by evening Jev-cu connects Computer Use with the Jev model (TypeSafe System One): Jev picks the element, action, completion level and risk from textual UI candidates, while Codex Computer Use reads the interface and executes actions. Only text is… Full card: https://gitnova.dev/en/r/Sac-Y/Jev-cu.md 2. **mizorewww/laya-mlx** — 8.7 · Breakout · Language models · Python · +268 stars today, ≈ 1,267 by evening Native MLX runtime for Laya typed decision models: returns probabilities for choices, scores or truth values without text generation, running locally on Apple Silicon. Full card: https://gitnova.dev/en/r/mizorewww/laya-mlx.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 2026-09-22 09:34 UTC, updated every 30 minutes.