GitHub's 7 Hottest Repos, Tested: agent-desktop, Hex, Floci, Game Studios, Worktrunk, Scrapling and Spotify Portal

GitHub's trending page shows which projects are getting attention right now. Stars don't tell you whether any of them actually work. So we installed the seven hottest new repos on the trending page on November 3, 2026, and tested each one for real. The short answer: five work, one half works, and one is a skip for most people.

Each repo gets a stamp: works, half works or skip, plus how long setup took and the one catch to know before you install it. Everything ran on an Apple Silicon Mac in a scratch folder or a throwaway config, and the agent tasks ran in Claude Code (Sonnet).

The results at a glance

1. agent-desktop: Claude uses your apps

agent-desktop is from Vercel, and it was the biggest mover on GitHub that day, picking up almost four thousand stars since the morning. Most tools that let AI use your computer take screenshots and guess where to click. This one doesn't. It reads the list of buttons and menus your Mac already keeps for screen readers. Every button gets a label the AI can point at, so it clicks the real button, not a pixel.

Setup is one install command and one permission. Then we gave Claude Code a job: open Calculator, work out 1,847 × 23 by pressing its real buttons, then write the answer into a new note.

It took 33 seconds and read 42,481 off the screen, which is correct. One of its 13 commands failed on a typo, and it fixed that by itself.

The catch: it can see whatever is on your screen, and the README itself warns that its snapshots can hold private data. Only point it at apps you'd let a coworker touch.

2. Hex: offline voice typing

This is the one we'd install first if you don't code at all. You hold a key, talk, let go, and your words get typed into whatever app you're in: email, Slack, Word, anything. The first run downloads a speech model. After that, nothing leaves your machine.

We tested Hex's Linux build, which uses the same speech model, inside a container with the network disconnected, on 8 clean voice-over clips totaling 225 words. It got two words wrong. One of them is the funny one: it wrote "Claude" as "cloud". Every sentence came back in under a second. We didn't count number formatting as a mistake (it writes "$500,000" when you say "five hundred thousand dollars").

The catch: it's brand new. It came out in July, and the team doesn't take outside code changes. If something breaks, you report it and wait.

3. Floci: free AWS on your laptop

This one is for anyone who has ever been scared of an Amazon cloud bill. Floci runs a copy of AWS (Amazon Web Services, Amazon's cloud) on your laptop. No account, no credit card, no token.

You start it with one command, and your normal AWS tools talk to your laptop instead of Amazon. Ours was ready in 4 seconds. We made a storage bucket, uploaded a file, made a database table and saved a record. All of that took 1.8 seconds, and it used about 30 megabytes of memory. The bill is zero, because Amazon never saw any of it.

Two catches: the README says you can skip Docker with a standalone download, but the last three releases don't include it. So today, you need Docker. And it's for practice and testing. It's not a free server.

4. Claude Code Game Studios: 49 agents?

This repo turns Claude Code into a whole game studio: 49 agents, including directors, designers, programmers and testers, each with a job. The README asks the fair question itself: does it make games, or just documents? So we asked it for a tiny browser dodge game.

In 94 seconds we had one game file and four planning documents. But here's the part nobody mentions: not one of the 49 agents showed up. We ran it again with its review mode switched on. Still none.

Its own README admits something honest, too. The version with thirty documents and an hour of process was ranked last by its reviewers.

Our take: use it as a prototyping kit, not a 49-person studio. The full studio asks for the top model for its directors, so a big session eats your usage limits fast.

5. Worktrunk: parallel Claude agents

Worktrunk fixes a problem you only hit once you love Claude Code. You want two agents working at the same time, and they keep overwriting each other's files. Worktrunk gives each agent its own copy of the project. One command makes the copy and starts Claude in it.

We gave two agents two features on the same little tip calculator. One splits the bill between people. The other rounds the total up. They finished in 14 and 16 seconds, side by side, without touching each other's work.

The first merge was clean. The second one clashed, because both agents had rewritten the same lines. We handed that to Claude, and it fixed it in 22 seconds. Now both features work together.

The catch: it keeps agents apart while they work, but clashes at merge time are still yours to sort out. And two agents means double the usage.

6. Scrapling: web pages into data

Scrapling is the biggest repo on the list, at about ninety-five thousand stars. It turns a web page into clean data: prices, listings, articles, whatever is on the page. "Scraping" just means a program reads a website and copies out the parts you want.

We pointed it at a practice bookstore site that's built for this. It pulled 60 books, with the title, price, stock and star rating, from three pages, in one second. We checked the rows against the site, and they match.

The catch: just because you can scrape a site doesn't mean you're allowed to, so check the site's terms. And notice that every sponsor on the README sells proxies. That tells you how a lot of people use it.

7. Spotify Portal plugins: skip it

The last one is here so you can skip it. Spotify released its own plugin for Claude Code and Codex. Big name, so it's trending.

It installs in two seconds. Then it says "No instances found." Ask it to search, and it says "Not authenticated." It only works if your company already uses Spotify Portal, Spotify's tool for big engineering teams.

The one idea worth stealing is inside: a helper that sends boring bulk work to a cheaper model. Keep that idea in your pocket.

The scoreboard

• Works: agent-desktop, Hex, Floci (with Docker), Worktrunk and Scrapling.
• Half works: Claude Code Game Studios. It builds a game fast, but the 49 agents didn't run.
• Skip: Spotify Portal plugins, unless your job already uses Spotify Portal.

If you don't code, start with Hex. If you use Claude Code every day, Worktrunk and agent-desktop are the two that change how you work.

Get the install card

We put every install command from the video on one card, with the catch for each repo. Comment HOT7 on the video, or grab it below.

How we tested: each repo was installed fresh on an Apple Silicon Mac on November 3, 2026, in a scratch folder or a throwaway config. Agent tasks ran in Claude Code (Sonnet). Hex was tested with its Linux build inside a container with the network disconnected. One test per repo, not a study. Star counts are from the GitHub API on that date. We're not affiliated with any of these projects, and nobody paid for a spot.