You don't have to follow every AI repo

Published:

You don’t have to follow every AI repo

AI for LEVERAGE

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Read time: 3 minutes

GitHub’s trending page fills with AI projects every month. You save a few and open none.

The list never ends, so the worry never does.

You don’t need all of them.
​You need the two or three that match what you do.

How I cut it to 39

On November 12 I pulled GitHub Trending’s monthly view and kept the repos whose main job is AI.

I dropped general dev tools and courses.

Receipt: 39 AI repos selected from GitHub Trending’s monthly view, ranked by displayed monthly star gains. Checked November 12, 2026.
I also dropped one repo whose monthly jump was about 80% of its total stars, because I could not verify it.

This is Trending only, not every AI repo on GitHub. GitHub does not say how it counts “stars this month,” so read the ranking as a signal.

Pick your route

You code with an AI agent

  • orca: runs Claude Code, Codex and others side by side. 33,316 stars this month.
  • t3code: one app for all of them, including from your phone. 29,814.
  • claude-mem: your agent remembers between sessions. 17,247.

↳ Catch: claude-mem’s install asks for a browser sign-in. Its observer option starts a 30-day trial that asks for a payment method.

You want sites that don’t look machine-made

  • impeccable: commands like polish, bolder and critique that catch AI slop. 28,902 stars this month.
  • hallmark: checks a page against AI-generated tells. 23,478.
  • taste-skill: pushes agents toward a real company site, not a generic landing page. 19,310.

↳ Catch: these are skills, and design taste is subjective. taste-skill needs Node 22 or newer and Chrome.

You install skills and plugins

  • anthropics/skills: Anthropic’s own examples of skills Claude loads. 13,018 stars this month.
  • claude-plugins-official: the official plugin directory for Claude Code. 9,448.
  • SkillSpector: NVIDIA’s scanner that checks a skill for malicious patterns before you install it. 5,524.

↳ Catch: SkillSpector can miss things. New third-party plugin submissions moved to claude.ai/directory/manage.

The other 30

The biggest monthly gain is VoiceStudio, a voice tool that runs on your own device. 50,619 stars this month, 109,128 total.

I ranked all 39 by that monthly number. Each has what it does, who it is for, and one catch.

Full list:ericmelillo.substack.com/p/39-ai-repos-gaining-github-stars-this-month​

Do this Saturday

☐ Pick the route that matches your week.
☐ Open the first repo and read its README.
☐ Read the catch before you install anything.

Star counts move every hour. Check a repo’s page first.

Reply with the first repo you open. I read every reply.


Eric Melillo
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Find me on X​, ​LinkedIn​, ​Instagram​,
or ​Book 1:1 Strategy Call​​

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