# GitHub Trending — Sunday 1 November 2026

*A daily reading of GitHub’s trending page — a supplement to The AI Gazette*

- Digest: 2026-11-01
- Issued: 1 Nov 2026, 08:03 CET (Paris)
- Source: [GitHub Trending, daily](<https://github.com/trending?since=daily>), checked 1 Nov 2026, 08:00 CET; 14 repositories listed; 4 picked.

GitHub listed fourteen projects this Sunday morning. Ten had been featured before, and none showed a change big enough to bring it back, so all four picks are first-time entries. Orkas leads as **a desktop app that runs a team of AI agents**, including coding agents you already use. The other three widen the mix: Vorssaint, a free macOS menu bar toolkit; OpenMAIC, a self-hosted AI classroom from a university group; and a long-running DevOps question bank. **Two of the four picks are not AI tools**. Curation order reflects practical interest, not GitHub rank. Trending is not a release date or an endorsement.

> Picks are listed in curation order, not GitHub’s rank; each card shows the rank GitHub displayed when the page was checked. Stars measure attention, not security, quality or fitness for use, and no project here was installed or run. “Stars today” is GitHub’s own displayed figure for its daily window, not an audited rolling 24-hour count.

## Picks

### 1. [Orkas-AI/Orkas](<https://github.com/Orkas-AI/Orkas>)

*AI agents / desktop orchestration · GitHub rank #11 of 14 · JavaScript · License: MIT*

**What it does:** A **local-first desktop app that runs a team of AI agents**. You give a Commander agent a goal; it handles simple work itself and, for bigger jobs, splits it into to-dos for 16 built-in specialists (research, writing, slide decks, video, office files, UI and code, e-commerce) and for coding or personal agents you already have installed, such as Claude Code, Codex, OpenCode, OpenClaw and Hermes-Agent. Projects keep goals, rules, memory and files between chats, and automations can repeat tasks on a schedule.

**Why it is interesting (editorial):** *First time on our list. Most agent tools focus on one assistant or on code; Orkas **coordinates several existing CLI agents under one plan** and adds a project to-do list that people and agents share, with an Auto-advance mode that picks up the next item and returns finished work for review. The source build has no account layer and, by the README's account, can run fully offline against a local model endpoint.*

**Caveat:** The free source build lacks shared projects, cloud sync and web-app publishing, which are **only in the packaged app, which requires sign-in**; its built-in model runs on Orkas's managed service with 500 free credits, then paid plans from $11.99 a month or your own provider keys. Voice input sends audio to Orkas. The first source launch downloads Python, Node, FFmpeg, whisper.cpp and an embedding model, and **the agents it drives can act on your files and accounts**. We did not install or run it.

**Attention, not endorsement:** GitHub showed “1,044 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 6,880 at the metadata check.

**Primary evidence:**

1. <https://github.com/Orkas-AI/Orkas>
2. <https://api.github.com/repos/Orkas-AI/Orkas>
3. <https://github.com/Orkas-AI/Orkas/blob/main/LICENSE>
4. <https://github.com/Orkas-AI/Orkas/releases/tag/v2026.10.27>

*Metadata checked 1 Nov 2026, 08:01 CET. README read from <https://api.github.com/repos/Orkas-AI/Orkas/readme>, checked 1 Nov 2026, 08:01 CET.*

### 2. [vorssaint/vorssaint-utils](<https://github.com/vorssaint/vorssaint-utils>)

*Desktop utilities / macOS · GitHub rank #14 of 14 · Swift · License: GPL-3.0*

**What it does:** Vorssaint is a **free macOS menu bar toolkit** that bundles utilities Mac users often buy separately: a per-app volume mixer, a system monitor with fan control, an app switcher and window snapping, Dock previews, clipboard history, text snippets, a file shelf, screen capture and recording, an uninstaller and a Homebrew manager. You install only the features you want; unused ones stop loading.

**Why it is interesting (editorial):** *First time on our list, and a break from the AI tooling that fills most of the listing. It replaces **a dozen small paid utilities with one open-source app**, and its privacy notes list every network connection it can make (update checks, an on-demand speed test, optional lyrics lookup, temporary share links, feedback) and state that it collects no usage statistics or crash reports. Releases are signed and notarized, and it installs with Homebrew.*

**Caveat:** **Apple Silicon Macs on macOS 14 or newer only**. Many features need Accessibility, Screen Recording or Microphone permission, which gives one app broad control of your Mac; each permission is optional. Fan Control is beta. Temporary screenshot and recording links upload to Vorssaint's service, and anyone with a link can view and save the file until it expires. Licensed GPL-3.0. We did not install or run it, so the privacy statements are the maintainers' own.

**Attention, not endorsement:** GitHub showed “501 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 32,056 at the metadata check.

**Primary evidence:**

1. <https://github.com/vorssaint/vorssaint-utils>
2. <https://api.github.com/repos/vorssaint/vorssaint-utils>
3. <https://github.com/vorssaint/vorssaint-utils/blob/main/docs/PRIVACY.md>
4. <https://github.com/vorssaint/vorssaint-utils/releases/tag/v3.4.3>

*Metadata checked 1 Nov 2026, 08:01 CET. README read from <https://api.github.com/repos/vorssaint/vorssaint-utils/readme>, checked 1 Nov 2026, 08:01 CET.*

### 3. [THU-MAIC/OpenMAIC](<https://github.com/THU-MAIC/OpenMAIC>)

*AI / education · GitHub rank #12 of 14 · TypeScript · License: MIT*

**What it does:** OpenMAIC (Open Multi-Agent Interactive Classroom) **turns a topic or a document into an interactive lesson** led by AI teacher and classmate agents. It generates slides, quizzes, HTML simulations and project-based activities, draws on a whiteboard and speaks with text-to-speech. Lessons export as a PowerPoint file, a single offline HTML file or a ZIP for another server. It is self-hosted and works with many model providers, including local ones through Ollama.

**Why it is interesting (editorial):** *First time on our list. It is an academic project from the THU-MAIC group, which gives a Tsinghua University contact and links a 2026 journal paper, yet it ships like a product: v1.3.0 on 29 October added a per-user knowledge base for uploaded materials. Its changelog also shows **published security advisories and fixes for SSRF and DNS rebinding**, a good sign for a server that fetches documents and calls many APIs.*

**Caveat:** Self-hosting needs Node 22.19+, pnpm and PostgreSQL 16, plus model API keys; the README recommends turning on images, narration, video and web search, which **multiplies paid API calls per lesson**. Generated lessons can contain model errors, so a teacher still needs to check them. The root licence is MIT, but the bundled mathml2omml package is LGPL-3.0-or-later. We did not run it.

**Attention, not endorsement:** GitHub showed “116 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 42,284 at the metadata check.

**Primary evidence:**

1. <https://github.com/THU-MAIC/OpenMAIC>
2. <https://api.github.com/repos/THU-MAIC/OpenMAIC>
3. <https://github.com/THU-MAIC/OpenMAIC/blob/main/LICENSE>
4. <https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.3.0>
5. <https://github.com/THU-MAIC/OpenMAIC/security/advisories/GHSA-g87c-cm4q-cw5x>

*Metadata checked 1 Nov 2026, 08:01 CET. README read from <https://api.github.com/repos/THU-MAIC/OpenMAIC/readme>, checked 1 Nov 2026, 08:01 CET.*

### 4. [bregman-arie/devops-exercises](<https://github.com/bregman-arie/devops-exercises>)

*Learning / DevOps and SRE · GitHub rank #13 of 14 · Python · License: Creative Commons, non-commercial, no derivatives*

**What it does:** A large, **free bank of DevOps and SRE questions and exercises**, with answers folded under each question. It covers Linux, networking, Git, Docker, Kubernetes, Terraform, Ansible, AWS, Azure, GCP, Prometheus, databases, Python and more; the README counts 2,624 questions and exercises. It is plain Markdown, so there is nothing to install.

**Why it is interesting (editorial):** *First time on our list, and the only infrastructure-learning project on today's list. It is a long-running community resource, created in 2019, that is useful for **self-testing across the whole operations stack** rather than one tool, and the hands-on exercises go beyond trivia questions.*

**Caveat:** The last commit is from 27 December 2025, so **some answers may lag current tool versions**, and community-written answers are not reviewed like a textbook. The README warns that most questions do not represent real interviews. GitHub detects no licence: the LICENSE file is Creative Commons legal text that allows **non-commercial sharing without adaptations**, so it cannot be reworked into a paid course.

**Attention, not endorsement:** GitHub showed “342 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 86,135 at the metadata check.

**Primary evidence:**

1. <https://github.com/bregman-arie/devops-exercises>
2. <https://api.github.com/repos/bregman-arie/devops-exercises>
3. <https://github.com/bregman-arie/devops-exercises/blob/master/LICENSE>
4. <https://github.com/bregman-arie/devops-exercises/commits/master>

*Metadata checked 1 Nov 2026, 08:01 CET. README read from <https://api.github.com/repos/bregman-arie/devops-exercises/readme>, checked 1 Nov 2026, 08:01 CET.*

## The full list

Every repository GitHub listed, in GitHub's order, as displayed at 1 Nov 2026, 08:00 CET.

1. [thedotmack/claude-mem](<https://github.com/thedotmack/claude-mem>) · TypeScript · 1,723 stars today · 108,183 stars in total
   *Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More*
   **Covered before:** first picked 30 Oct 2026 at 105,064 stars; now 108,183: +3,119 stars (+3.0%) in 2 days, about 1,560 a day.
2. [mattpocock/skills](<https://github.com/mattpocock/skills>) · Shell · 883 stars today · 308,642 stars in total
   *Skills for Real Engineers. Straight from my .agents directory.*
   **Covered before:** first picked 31 Oct 2026 at 307,678 stars; now 308,642: +964 stars (+0.3%) in 1 day.
3. [Donchitos/Claude-Code-Game-Studios](<https://github.com/Donchitos/Claude-Code-Game-Studios>) · Shell · 742 stars today · 31,381 stars in total
   *Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy.*
   **Covered before:** first picked 30 Oct 2026 at 29,601 stars; now 31,381: +1,780 stars (+6.0%) in 2 days, about 890 a day.
4. [pingdotgg/t3code](<https://github.com/pingdotgg/t3code>) · TypeScript · 1,148 stars today · 36,061 stars in total
   **Covered before:** first picked 31 Oct 2026 at 33,065 stars; now 36,061: +2,996 stars (+9.1%) in 1 day.
5. [Renhuai123/ziwei-doushu](<https://github.com/Renhuai123/ziwei-doushu>) · TypeScript · 1,092 stars today · 12,526 stars in total
   *紫微斗数开源排盘引擎 — 基于倪海厦《天纪》体系，含完整排盘算法、四化系统、格局知识库、古籍原文数据*
   **Covered before:** first picked 24 Oct 2026 at 7,018 stars; now 12,526: +5,508 stars (+78.5%) in 8 days, about 688 a day.
6. [milind-soni/OpenMausBot](<https://github.com/milind-soni/OpenMausBot>) · TypeScript · 1,303 stars today · 9,896 stars in total
   *Open-source Grok Bot alternative with a virtual machine that bots can use*
   **Covered before:** first picked 30 Oct 2026 at 7,703 stars; now 9,896: +2,193 stars (+28.5%) in 2 days, about 1,096 a day.
7. [pbakaus/impeccable](<https://github.com/pbakaus/impeccable>) · Rust · 1,338 stars today · 98,552 stars in total
   *The design vocabulary for your coding agent. Steer with polish and bolder, review with critique and audit, catch AI slop before it ships.*
   **Covered before:** first picked 25 Oct 2026 at 86,664 stars; now 98,552: +11,888 stars (+13.7%) in 7 days, about 1,698 a day.
8. [obra/superpowers](<https://github.com/obra/superpowers>) · Shell · 665 stars today · 310,214 stars in total
   *An agentic skills framework & software development methodology that works.*
   **Covered before:** first picked 17 Oct 2026 at 300,784 stars; now 310,214: +9,430 stars (+3.1%) in 15 days, about 629 a day. Also picked 28 Oct 2026.
9. [lightpanda-io/browser](<https://github.com/lightpanda-io/browser>) · Zig · 929 stars today · 39,414 stars in total
   *Lightpanda: the headless browser designed for AI and automation*
   **Covered before:** first picked 31 Oct 2026 at 38,628 stars; now 39,414: +786 stars (+2.0%) in 1 day.
10. [HKUDS/DeepTutor](<https://github.com/HKUDS/DeepTutor>) · Python · 1,034 stars today · 53,102 stars in total
   *DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.*
   **Covered before:** first picked 28 Oct 2026 at 46,603 stars; now 53,102: +6,499 stars (+13.9%) in 4 days, about 1,625 a day.
11. [Orkas-AI/Orkas](<https://github.com/Orkas-AI/Orkas>) · JavaScript · 1,044 stars today · 6,880 stars in total
   *Orkas is an open-source (MIT), local-first AI team for your desktop: a Commander turns your goal into to-dos and coordinates 16 built-in specialist agents plus Claude Code, Codex, OpenCode, OpenClaw and Hermes, with projects, scheduled automations and connectors. Free app for macOS & Windows; built-in models or your own keys.*
   **Picked today** (pick 1).
12. [THU-MAIC/OpenMAIC](<https://github.com/THU-MAIC/OpenMAIC>) · TypeScript · 116 stars today · 42,284 stars in total
   *Open Multi-Agent Interactive Classroom — Get an immersive, multi-agent learning experience in just one click*
   **Picked today** (pick 3).
13. [bregman-arie/devops-exercises](<https://github.com/bregman-arie/devops-exercises>) · Python · 342 stars today · 86,135 stars in total
   *Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions*
   **Picked today** (pick 4).
14. [vorssaint/vorssaint-utils](<https://github.com/vorssaint/vorssaint-utils>) · Swift · 501 stars today · 32,055 stars in total
   *Free and open-source macOS menu bar toolkit.*
   **Picked today** (pick 2).

## Following our picks

Then: total stars at our first pick. Now: GitHub API star count at the check time.

| Project | First picked | Stars then | Stars now | Change | Per day | Since last check |
| --- | --- | ---: | ---: | ---: | ---: | --- |
| [morluto/rea](<https://github.com/morluto/rea>) | 15 Oct 2026 | 250,334 | 416,253 | +165,919 (+66.3%) | 9,760 | +3,125 since 31 Oct 2026 |
| [debpalash/VoiceStudio](<https://github.com/debpalash/VoiceStudio>) | 15 Oct 2026 | 67,106 | 97,092 | +29,986 (+44.7%) | 1,764 | +1,077 since 31 Oct 2026 |
| [cloudflare/security-audit-skill](<https://github.com/cloudflare/security-audit-skill>) | 21 Oct 2026 | 34,638 | 55,593 | +20,955 (+60.5%) | 1,905 | +1,178 since 31 Oct 2026 |
| [MadsLorentzen/ai-job-search](<https://github.com/MadsLorentzen/ai-job-search>) | 17 Oct 2026 | 48,789 | 68,511 | +19,722 (+40.4%) | 1,315 | +399 since 31 Oct 2026 |
| [stablyai/orca](<https://github.com/stablyai/orca>) | 18 Oct 2026 | 96,443 | 111,896 | +15,453 (+16.0%) | 1,104 | +608 since 31 Oct 2026 |
| [affaan-m/ECC](<https://github.com/affaan-m/ECC>) | 16 Oct 2026 | 280,607 | 294,232 | +13,625 (+4.9%) | 852 | +692 since 31 Oct 2026 |
| [hmjz100/LinkSwift](<https://github.com/hmjz100/LinkSwift>) | 17 Oct 2026 | 23,961 | 37,006 | +13,045 (+54.4%) | 870 | +265 since 31 Oct 2026 |
| [xerj-org/xerj](<https://github.com/xerj-org/xerj>) | 16 Oct 2026 | 5,936 | 17,987 | +12,051 (+203.0%) | 753 | +190 since 31 Oct 2026 |
| [pbakaus/impeccable](<https://github.com/pbakaus/impeccable>) (on today's list, #7) | 25 Oct 2026 | 86,664 | 98,555 | +11,891 (+13.7%) | 1,699 | +1,156 since 31 Oct 2026 |
| [Nutlope/hallmark](<https://github.com/Nutlope/hallmark>) | 25 Oct 2026 | 32,498 | 44,150 | +11,652 (+35.9%) | 1,665 | +919 since 31 Oct 2026 |
| [DietrichGebert/ponytail](<https://github.com/DietrichGebert/ponytail>) | 21 Oct 2026 | 170,170 | 181,667 | +11,497 (+6.8%) | 1,045 | +567 since 31 Oct 2026 |
| [Graphify-Labs/graphify](<https://github.com/Graphify-Labs/graphify>) | 21 Oct 2026 | 130,551 | 140,145 | +9,594 (+7.3%) | 872 | +535 since 31 Oct 2026 |
| [obra/superpowers](<https://github.com/obra/superpowers>) (on today's list, #8) | 17 Oct 2026 | 300,784 | 310,214 | +9,430 (+3.1%) | 629 | +635 since 31 Oct 2026 |
| [NationalSecurityAgency/ghidra](<https://github.com/NationalSecurityAgency/ghidra>) | 15 Oct 2026 | 87,837 | 96,555 | +8,718 (+9.9%) | 513 | +286 since 31 Oct 2026 |
| [anomalyco/opencode](<https://github.com/anomalyco/opencode>) | 18 Oct 2026 | 216,421 | 223,666 | +7,245 (+3.3%) | 518 | +272 since 31 Oct 2026 |
| [HKUDS/DeepTutor](<https://github.com/HKUDS/DeepTutor>) (on today's list, #10) | 28 Oct 2026 | 46,603 | 53,104 | +6,501 (+13.9%) | 1,625 | +1,096 since 31 Oct 2026 |
| [anthropics/claude-plugins-official](<https://github.com/anthropics/claude-plugins-official>) | 16 Oct 2026 | 39,407 | 45,605 | +6,198 (+15.7%) | 387 | +132 since 31 Oct 2026 |
| [Comfy-Org/ComfyUI](<https://github.com/Comfy-Org/ComfyUI>) | 18 Oct 2026 | 138,516 | 144,391 | +5,875 (+4.2%) | 420 | +149 since 31 Oct 2026 |
| [Renhuai123/ziwei-doushu](<https://github.com/Renhuai123/ziwei-doushu>) (on today's list, #5) | 24 Oct 2026 | 7,018 | 12,528 | +5,510 (+78.5%) | 689 | +956 since 31 Oct 2026 |
| [HKUDS/CLI-Anything](<https://github.com/HKUDS/CLI-Anything>) | 15 Oct 2026 | 52,714 | 57,981 | +5,267 (+10.0%) | 310 | +119 since 31 Oct 2026 |
| [K-Dense-AI/scientific-agent-skills](<https://github.com/K-Dense-AI/scientific-agent-skills>) | 16 Oct 2026 | 50,751 | 55,580 | +4,829 (+9.5%) | 302 | +138 since 31 Oct 2026 |
| [LibreSpark/LibreTV](<https://github.com/LibreSpark/LibreTV>) | 16 Oct 2026 | 18,264 | 23,083 | +4,819 (+26.4%) | 301 | +180 since 31 Oct 2026 |
| [JetBrains/thinkrail](<https://github.com/JetBrains/thinkrail>) | 26 Oct 2026 | 2,081 | 6,850 | +4,769 (+229.2%) | 795 | +175 since 31 Oct 2026 |
| [ruvnet/ruflo](<https://github.com/ruvnet/ruflo>) | 17 Oct 2026 | 75,720 | 80,445 | +4,725 (+6.2%) | 315 | +109 since 31 Oct 2026 |
| [makecindy/cindy](<https://github.com/makecindy/cindy>) | 25 Oct 2026 | 4,269 | 8,851 | +4,582 (+107.3%) | 655 | +108 since 31 Oct 2026 |
| [akitaonrails/ai-memory](<https://github.com/akitaonrails/ai-memory>) | 18 Oct 2026 | 10,395 | 14,753 | +4,358 (+41.9%) | 311 | +123 since 31 Oct 2026 |
| [TauricResearch/TradingAgents](<https://github.com/TauricResearch/TradingAgents>) | 26 Oct 2026 | 114,951 | 119,149 | +4,198 (+3.7%) | 700 | +363 since 31 Oct 2026 |
| [AgriciDaniel/claude-seo](<https://github.com/AgriciDaniel/claude-seo>) | 26 Oct 2026 | 21,327 | 25,149 | +3,822 (+17.9%) | 637 | +509 since 31 Oct 2026 |
| [mksglu/context-mode](<https://github.com/mksglu/context-mode>) | 15 Oct 2026 | 29,346 | 33,061 | +3,715 (+12.7%) | 219 | +95 since 31 Oct 2026 |
| [anthropics/knowledge-work-plugins](<https://github.com/anthropics/knowledge-work-plugins>) | 21 Oct 2026 | 30,889 | 34,242 | +3,353 (+10.9%) | 305 | +157 since 31 Oct 2026 |
| [xtool-org/xtool](<https://github.com/xtool-org/xtool>) | 15 Oct 2026 | 11,141 | 14,361 | +3,220 (+28.9%) | 189 | +86 since 31 Oct 2026 |
| [Panniantong/Agent-Reach](<https://github.com/Panniantong/Agent-Reach>) | 27 Oct 2026 | 104,122 | 107,319 | +3,197 (+3.1%) | 639 | +386 since 31 Oct 2026 |
| [elayadesign/ai-design-skills](<https://github.com/elayadesign/ai-design-skills>) | 28 Oct 2026 | 9,991 | 13,162 | +3,171 (+31.7%) | 793 | +227 since 31 Oct 2026 |
| [thedotmack/claude-mem](<https://github.com/thedotmack/claude-mem>) (on today's list, #1) | 30 Oct 2026 | 105,064 | 108,183 | +3,119 (+3.0%) | 1,560 | +1,495 since 31 Oct 2026 |
| [vxcontrol/pentagi](<https://github.com/vxcontrol/pentagi>) | 15 Oct 2026 | 29,886 | 32,885 | +2,999 (+10.0%) | 176 | +59 since 31 Oct 2026 |
| [pingdotgg/t3code](<https://github.com/pingdotgg/t3code>) (on today's list, #4) | 31 Oct 2026 | 33,065 | 36,063 | +2,998 (+9.1%) | 2,998 | - |
| [shiyu-coder/Kronos](<https://github.com/shiyu-coder/Kronos>) | 20 Oct 2026 | 41,840 | 44,797 | +2,957 (+7.1%) | 246 | +548 since 31 Oct 2026 |
| [luongnv89/claude-howto](<https://github.com/luongnv89/claude-howto>) | 23 Oct 2026 | 43,466 | 46,302 | +2,836 (+6.5%) | 315 | +68 since 31 Oct 2026 |
| [nightly-labs/openbot](<https://github.com/nightly-labs/openbot>) | 27 Oct 2026 | 1,697 | 4,414 | +2,717 (+160.1%) | 543 | +139 since 31 Oct 2026 |
| [milind-soni/OpenMausBot](<https://github.com/milind-soni/OpenMausBot>) (on today's list, #6) | 30 Oct 2026 | 7,703 | 9,897 | +2,194 (+28.5%) | 1,097 | +940 since 31 Oct 2026 |
| [headroomlabs-ai/headroom](<https://github.com/headroomlabs-ai/headroom>) | 20 Oct 2026 | 76,370 | 78,488 | +2,118 (+2.8%) | 176 | +85 since 31 Oct 2026 |
| [pollen-robotics/microduck](<https://github.com/pollen-robotics/microduck>) | 25 Oct 2026 | 11,154 | 13,245 | +2,091 (+18.7%) | 299 | +59 since 31 Oct 2026 |
| [android/skills](<https://github.com/android/skills>) | 17 Oct 2026 | 8,149 | 10,183 | +2,034 (+25.0%) | 136 | +68 since 31 Oct 2026 |
| [NVIDIA/OpenShell](<https://github.com/NVIDIA/OpenShell>) | 24 Oct 2026 | 18,934 | 20,857 | +1,923 (+10.2%) | 240 | +74 since 31 Oct 2026 |
| [Donchitos/Claude-Code-Game-Studios](<https://github.com/Donchitos/Claude-Code-Game-Studios>) (on today's list, #3) | 30 Oct 2026 | 29,601 | 31,383 | +1,782 (+6.0%) | 891 | +840 since 31 Oct 2026 |
| [gitroomhq/postiz-app](<https://github.com/gitroomhq/postiz-app>) | 27 Oct 2026 | 38,679 | 40,429 | +1,750 (+4.5%) | 350 | +171 since 31 Oct 2026 |
| [SnailSploit/Claude-Red](<https://github.com/SnailSploit/Claude-Red>) | 24 Oct 2026 | 8,623 | 10,120 | +1,497 (+17.4%) | 187 | +163 since 31 Oct 2026 |
| [vllm-project/vllm](<https://github.com/vllm-project/vllm>) | 21 Oct 2026 | 94,532 | 96,018 | +1,486 (+1.6%) | 135 | +69 since 31 Oct 2026 |
| [anthropics/claude-code](<https://github.com/anthropics/claude-code>) | 20 Oct 2026 | 152,763 | 154,104 | +1,341 (+0.9%) | 112 | +106 since 31 Oct 2026 |
| [NVIDIA/SkillSpector](<https://github.com/NVIDIA/SkillSpector>) | 27 Oct 2026 | 22,463 | 23,732 | +1,269 (+5.6%) | 254 | +163 since 31 Oct 2026 |
| [supabase/supabase](<https://github.com/supabase/supabase>) | 22 Oct 2026 | 113,145 | 114,389 | +1,244 (+1.1%) | 124 | +21 since 31 Oct 2026 |
| [withmarbleapp/os-taxonomy](<https://github.com/withmarbleapp/os-taxonomy>) | 20 Oct 2026 | 6,282 | 7,488 | +1,206 (+19.2%) | 100 | +12 since 31 Oct 2026 |
| [alchaincyf/huashu-design](<https://github.com/alchaincyf/huashu-design>) | 27 Oct 2026 | 27,286 | 28,337 | +1,051 (+3.9%) | 210 | +89 since 31 Oct 2026 |
| [mattpocock/skills](<https://github.com/mattpocock/skills>) (on today's list, #2) | 31 Oct 2026 | 307,678 | 308,644 | +966 (+0.3%) | 966 | - |
| [twentyhq/twenty](<https://github.com/twentyhq/twenty>) | 22 Oct 2026 | 59,348 | 60,225 | +877 (+1.5%) | 88 | +33 since 31 Oct 2026 |
| [mlabonne/llm-course](<https://github.com/mlabonne/llm-course>) | 18 Oct 2026 | 83,959 | 84,829 | +870 (+1.0%) | 62 | +24 since 31 Oct 2026 |
| [CopilotKit/OpenBot](<https://github.com/CopilotKit/OpenBot>) | 30 Oct 2026 | 8,329 | 9,170 | +841 (+10.1%) | 420 | +231 since 31 Oct 2026 |
| [lightpanda-io/browser](<https://github.com/lightpanda-io/browser>) (on today's list, #9) | 31 Oct 2026 | 38,628 | 39,417 | +789 (+2.0%) | 789 | - |
| [coollabsio/coolify](<https://github.com/coollabsio/coolify>) | 26 Oct 2026 | 64,675 | 65,434 | +759 (+1.2%) | 126 | +96 since 31 Oct 2026 |
| [Meloong-Git/PCL](<https://github.com/Meloong-Git/PCL>) | 23 Oct 2026 | 8,777 | 9,509 | +732 (+8.3%) | 81 | +39 since 31 Oct 2026 |
| [fastapi/fastapi](<https://github.com/fastapi/fastapi>) | 23 Oct 2026 | 103,901 | 104,519 | +618 (+0.6%) | 69 | +220 since 31 Oct 2026 |
| [ruvnet/RuView](<https://github.com/ruvnet/RuView>) | 29 Oct 2026 | 101,281 | 101,899 | +618 (+0.6%) | 206 | +101 since 31 Oct 2026 |
| [OpenBMB/VoxCPM](<https://github.com/OpenBMB/VoxCPM>) | 24 Oct 2026 | 40,362 | 40,927 | +565 (+1.4%) | 71 | +49 since 31 Oct 2026 |
| [anthropics/skills](<https://github.com/anthropics/skills>) | 31 Oct 2026 | 185,520 | 186,010 | +490 (+0.3%) | 490 | - |
| [macro-inc/macro](<https://github.com/macro-inc/macro>) | 29 Oct 2026 | 5,555 | 6,037 | +482 (+8.7%) | 161 | +91 since 31 Oct 2026 |
| [php/php-src](<https://github.com/php/php-src>) | 23 Oct 2026 | 41,292 | 41,745 | +453 (+1.1%) | 50 | +9 since 31 Oct 2026 |
| [google-gemini/gemini-cli](<https://github.com/google-gemini/gemini-cli>) | 25 Oct 2026 | 108,241 | 108,643 | +402 (+0.4%) | 57 | +0 since 31 Oct 2026 |
| [expo/skills](<https://github.com/expo/skills>) | 29 Oct 2026 | 3,677 | 3,988 | +311 (+8.5%) | 104 | +48 since 31 Oct 2026 |
| [lightseekorg/tokenspeed](<https://github.com/lightseekorg/tokenspeed>) | 16 Oct 2026 | 2,560 | 2,835 | +275 (+10.7%) | 17 | +5 since 31 Oct 2026 |
| [nodejs/node](<https://github.com/nodejs/node>) | 24 Oct 2026 | 122,952 | 123,176 | +224 (+0.2%) | 28 | +50 since 31 Oct 2026 |
| [xiaolai/the-craft-of-selfteaching](<https://github.com/xiaolai/the-craft-of-selfteaching>) | 29 Oct 2026 | 18,702 | 18,923 | +221 (+1.2%) | 74 | +25 since 31 Oct 2026 |
| [aws/agent-toolkit-for-aws](<https://github.com/aws/agent-toolkit-for-aws>) | 25 Oct 2026 | 3,209 | 3,364 | +155 (+4.8%) | 22 | +9 since 31 Oct 2026 |

## Coverage notes

- All 14 listing entries were inspected. Exact primary public GitHub repository metadata and recent releases were checked for all 14 at about 07:01 UTC, and README files for the four picks; all were active and unarchived. Thirteen had an API-detected license; for bregman-arie/devops-exercises the API reports NOASSERTION, so we read its LICENSE file, which is Creative Commons legal text granting non-commercial sharing without adaptations.
- Ten entries featured before were left out without a material change: mattpocock/skills, pingdotgg/t3code and lightpanda-io/browser (31 October), thedotmack/claude-mem, Donchitos/Claude-Code-Game-Studios and milind-soni/OpenMausBot (30 October), HKUDS/DeepTutor and obra/superpowers (28 October), pbakaus/impeccable (25 October) and Renhuai123/ziwei-doushu (24 October). Ziwei-doushu falls just outside the seven-day window, but its latest release (15 October) predates its card.
- Releases since earlier cards, noted here rather than repeated: thedotmack/claude-mem v15.8.0 (1 November) adds a cloud-hosted version of its My Work page behind sign-in, and makes work-state data (to-do lists, focus areas, rules) sync to its cloud hub for every cloud-sync account whose devices are new enough (pull request 5193); this matters only to users of its cloud sync. pingdotgg/t3code v0.1.6 (31 October, after yesterday's card) adds side chats and 1Password credentials and keeps connection tickets and OAuth credentials out of traces. HKUDS/DeepTutor v1.7.1 (31 October) adds desktop preview builds for Mac and Windows.
- Today's listing again had no security projects. We did not reach outside the daily listing to add one.
- The preceding seven calendar dates, 25-31 October, were checked for local history; all seven editions exist.
- The official listing was captured at 08:00:34 Europe/Paris. Literal stars-today labels are GitHub's displayed period figures; API total stars and README evidence were checked separately at the times shown per card. They are not an independently audited rolling 24-hour growth measurement.
- Feature, privacy and cost descriptions are the maintainers' own, including Orkas's offline and data-handling statements, Vorssaint's privacy notes and the devops-exercises question count. No candidate code, installer, plugin, skill or model was installed, downloaded or run, and none of this is a security audit or endorsement.