# GitHub Trending — Monday 26 October 2026

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

- Digest: 2026-10-26
- Issued: 26 Oct 2026, 10:07 CET (Paris)
- Source: [GitHub Trending, daily](<https://github.com/trending?since=daily>), checked 26 Oct 2026, 08:00 CET; 11 repositories listed; 5 picked.

GitHub listed eleven projects this Monday morning. Six had been featured in the past week without a material change since, so today's edition has four first-time picks and one repeat with a sourced change. Coolify leads as a mature self-hosted alternative to paid deployment platforms, with a fresh v4.5.0 release. JetBrains' ThinkRail puts each agent task in its own git worktree, Claude SEO packages an SEO audit as a Claude Code plugin, and TradingAgents is a research framework for multi-agent market analysis. VoiceStudio returns because its new beta phone apps now run models on the device. 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. [coollabsio/coolify](<https://github.com/coollabsio/coolify>)

*Developer tools / self-hosting · GitHub rank #9 of 11 · PHP · License: Apache-2.0*

**What it does:** An open-source, self-hostable platform in the style of Heroku, Netlify or Vercel: it deploys applications, databases and more than 360 one-click services onto your own servers over SSH, with Git push deploys, pull-request previews, automatic HTTPS, backups and a dashboard, API, CLI and MCP interface.

**Why it is interesting (editorial):** *First time on our list. A mature project (created 2021) that suits anyone paying platform fees for small apps. Its v4.5.0 release on 23 October adds beta server patching with automatic security updates per server, passkey sign-in, a fleet metrics page, a file browser, maintenance mode, Gitea App sources, MCP tools to manage resources and an automatic backup of Coolify's own database before each update. The README also says running resources keep working if you stop using Coolify.*

**Caveat:** Self-hosting moves the operations work to you: you patch, secure and back up the servers, and the new server patching is labelled beta. The quick start pipes a remote install script into bash on the server, so read the script first. A dashboard that holds SSH access to all your servers is a high-value target; protect it accordingly. The hosted Coolify Cloud is a paid service. We did not install or test it.

**Attention, not endorsement:** GitHub showed “152 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 64,675 at the metadata check.

**Primary evidence:**

1. <https://github.com/coollabsio/coolify>
2. <https://api.github.com/repos/coollabsio/coolify>
3. <https://github.com/coollabsio/coolify/releases/tag/v4.5.0>
4. <https://github.com/coollabsio/coolify/blob/main/LICENSE>

*Metadata checked 26 Oct 2026, 08:01 CET. README read from <https://api.github.com/repos/coollabsio/coolify/readme>, checked 26 Oct 2026, 08:01 CET.*

### 2. [JetBrains/thinkrail](<https://github.com/JetBrains/thinkrail>)

*AI agents / developer tools · GitHub rank #8 of 11 · TypeScript · License: Apache-2.0*

**What it does:** A JetBrains incubator project: a lightweight agentic IDE built around the open-source pi coding agent, with Monaco editor tabs, terminals, a file tree, review comments and chats, where each task runs in its own git worktree workspace and the agent keeps project knowledge in a graph of SPEC.md files.

**Why it is interesting (editorial):** *First time on our list. Running parallel agent tasks in separate git worktrees, then merging the good branch and discarding the rest, is a practical answer to agents trampling one checkout. The topbar follows the branch through push, PR, CI checks and merge, and MCP calls not marked read-only need approval in chat, with repository-defined servers kept off until approved. It works with JetBrains AI or any provider pi supports; ThinkRail has no accounts of its own. v0.2.0 was released on 18 October, with v0.3.0 nightlies since.*

**Caveat:** Early software: an incubator project at 0.x with frequent nightly builds. It sends basic usage events and error reports tied to a random installation ID, and extra sharing only if you enable it. Desktop builds need Apple Silicon on macOS (no Intel build) or glibc 2.38+ on Linux, Windows and Linux artifacts are unsigned, and the CLI installs through a piped install script. Model costs are your provider's. We did not install or test it.

**Attention, not endorsement:** GitHub showed “51 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 2,081 at the metadata check.

**Primary evidence:**

1. <https://github.com/JetBrains/thinkrail>
2. <https://api.github.com/repos/JetBrains/thinkrail>
3. <https://github.com/JetBrains/thinkrail/releases/tag/v0.2.0>
4. <https://github.com/JetBrains/thinkrail/blob/main/LICENSE>

*Metadata checked 26 Oct 2026, 08:01 CET. README read from <https://api.github.com/repos/JetBrains/thinkrail/readme>, checked 26 Oct 2026, 08:01 CET.*

### 3. [AgriciDaniel/claude-seo](<https://github.com/AgriciDaniel/claude-seo>)

*AI agents / web marketing · GitHub rank #11 of 11 · Python · License: MIT*

**What it does:** A Claude Code plugin for SEO audits: 26 sub-skills and 19 agents check technical SEO, Core Web Vitals, content quality, Schema.org markup, local and e-commerce SEO and how likely AI search tools are to cite a page, then produce a prioritized action plan as Markdown, PDF or JSON.

**Why it is interesting (editorial):** *First time on our list. It turns a familiar checklist job into a repeatable command (/seo audit plus a site address) with an explanation and a way to check each fix, and it includes an agent-readiness check (llms.txt, WebMCP, Lighthouse agentic browsing). Its v2.5.0 release on 22 October is billed as security and accuracy fixes from a full audit, adds a read-only check that flags a known critical CVE in the audited site's server stack, and now requires Python 3.11 to 3.14.*

**Caveat:** The audit time, results and the 10.8K Search Console clicks shown in the README are the author's claims. It installs its own Python environment and a headless Chromium and uses your Claude Code plan's usage; some extensions need paid third-party accounts. Its own commits move installer verification to a future v2.6.0. Audit only sites you own or are permitted to test. We did not install or test it.

**Attention, not endorsement:** GitHub showed “197 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 21,327 at the metadata check.

**Primary evidence:**

1. <https://github.com/AgriciDaniel/claude-seo>
2. <https://api.github.com/repos/AgriciDaniel/claude-seo>
3. <https://github.com/AgriciDaniel/claude-seo/releases/tag/v2.5.0>
4. <https://github.com/AgriciDaniel/claude-seo/blob/main/LICENSE>

*Metadata checked 26 Oct 2026, 08:01 CET. README read from <https://api.github.com/repos/AgriciDaniel/claude-seo/readme>, checked 26 Oct 2026, 08:01 CET.*

### 4. [TauricResearch/TradingAgents](<https://github.com/TauricResearch/TradingAgents>)

*AI agents / finance research · GitHub rank #6 of 11 · Python · License: Apache-2.0*

**What it does:** A research framework that models a trading firm with LLM agents: fundamentals, sentiment, news and technical analysts report in parallel, bullish and bearish researchers debate, and a trader, risk team and portfolio manager reach a decision; it includes a CLI, a Python package, backtesting and many model providers.

**Why it is interesting (editorial):** *First time on our list. It is a well-documented example of a multi-agent workflow with structured roles, and recent releases focus on research correctness: point-in-time data so backtests only see information published by each analysis date, SEC EDGAR fundamentals as filed and, in v0.7.0 on 16 October, decisions scored from the first close after each decision. v0.7.0 can also run on a ChatGPT Plus or Pro plan instead of an API key.*

**Caveat:** The README states it is designed for research and is not financial, investment or trading advice; LLM output is non-deterministic and any backtest results are the authors'. Runs call paid model APIs and market-data vendors that need their own keys, and the interactive CLI checks for updates once a day unless disabled. Do not connect it to real money without your own validation. We did not install or test it.

**Attention, not endorsement:** GitHub showed “381 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 114,951 at the metadata check.

**Primary evidence:**

1. <https://github.com/TauricResearch/TradingAgents>
2. <https://api.github.com/repos/TauricResearch/TradingAgents>
3. <https://github.com/TauricResearch/TradingAgents/releases/tag/v0.7.0>
4. <https://github.com/TauricResearch/TradingAgents/blob/main/LICENSE>

*Metadata checked 26 Oct 2026, 08:01 CET. README read from <https://api.github.com/repos/TauricResearch/TradingAgents/readme>, checked 26 Oct 2026, 08:01 CET.*

### 5. [debpalash/VoiceStudio](<https://github.com/debpalash/VoiceStudio>)

*AI / audio · GitHub rank #3 of 11 · Python · License: AGPL-3.0*

**What it does:** A local, open-source alternative to ElevenLabs: a desktop app and server for voice cloning, voice design, text-to-speech, video dubbing, dictation, transcription and audiobook creation using locally run models.

**Why it is interesting (editorial):** *Material change since our 19 October card, which said on-device phone models were only planned and the mobile apps were untagged. The v0.5.7-beta.2 prerelease (23 October) and mobile-v0.5.7-beta.2 (24 October) now ship preview iOS and Android apps that, per the release notes, run VoiceStudio on the phone offline after downloading the models, with SHA256SUMS for verification. The desktop prerelease also adds an opt-in beta update channel and lets small models install with 2 GB of spare disk.*

**Caveat:** These are beta prereleases: Android needs a sideloaded APK, the iPhone build is unsigned for sideloading or limited to TestFlight, and the Windows desktop installers are unsigned. Offline phone use still means downloading models first. Clone voices only with consent; model and voice rights are separate from the AGPL-3.0 app license. Quality and language-count claims are the maintainer's. We did not install or test it.

**Attention, not endorsement:** GitHub showed “1,592 stars today” as displayed for GitHub's daily window (not an audited rolling 24-hour count). Total stars: 87,416 at the metadata check.

**Primary evidence:**

1. <https://github.com/debpalash/VoiceStudio>
2. <https://api.github.com/repos/debpalash/VoiceStudio>
3. <https://github.com/debpalash/VoiceStudio/releases/tag/v0.5.7-beta.2>
4. <https://github.com/debpalash/VoiceStudio/releases/tag/mobile-v0.5.7-beta.2>
5. <https://github.com/debpalash/VoiceStudio/blob/main/LICENSE>

*Metadata checked 26 Oct 2026, 08:01 CET. README read from <https://api.github.com/repos/debpalash/VoiceStudio/readme>, checked 26 Oct 2026, 08:01 CET.*

## The full list

Every repository GitHub listed, in GitHub's order, as displayed at 26 Oct 2026, 08:00 CET.

1. [makecindy/cindy](<https://github.com/makecindy/cindy>) · TypeScript · 675 stars today · 5,301 stars in total
   *Consider it done. The open-source AI agent that works out of the box · 想到，就能做到。开源、开箱即用的 AI Agent。*
   **Covered before:** first picked 25 Oct 2026 at 4,269 stars; now 5,301: +1,032 stars (+24.2%) in 1 day.
2. [Nutlope/hallmark](<https://github.com/Nutlope/hallmark>) · CSS · 1,317 stars today · 34,499 stars in total
   *Anti-AI-slop design skill for Claude Code, Cursor, and Codex.*
   **Covered before:** first picked 25 Oct 2026 at 32,498 stars; now 34,499: +2,001 stars (+6.2%) in 1 day.
3. [debpalash/VoiceStudio](<https://github.com/debpalash/VoiceStudio>) · Python · 1,592 stars today · 87,416 stars in total
   *VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages.*
   **Picked today** (pick 5); first covered 15 Oct 2026 at 67,106 stars; now 87,416: +20,310 stars (+30.3%) in 11 days, about 1,846 a day. Also picked 19 Oct 2026.
4. [pbakaus/impeccable](<https://github.com/pbakaus/impeccable>) · Rust · 1,092 stars today · 88,110 stars in total
   *The design language that makes your AI harness better at design.*
   **Covered before:** first picked 25 Oct 2026 at 86,664 stars; now 88,110: +1,446 stars (+1.7%) in 1 day.
5. [pollen-robotics/microduck](<https://github.com/pollen-robotics/microduck>) · Rust · 647 stars today · 11,922 stars in total
   *A Tiny biped duck robot*
   **Covered before:** first picked 25 Oct 2026 at 11,154 stars; now 11,922: +768 stars (+6.9%) in 1 day.
6. [TauricResearch/TradingAgents](<https://github.com/TauricResearch/TradingAgents>) · Python · 381 stars today · 114,951 stars in total
   *TradingAgents: Multi-Agents LLM Financial Trading Framework*
   **Picked today** (pick 4).
7. [Renhuai123/ziwei-doushu](<https://github.com/Renhuai123/ziwei-doushu>) · TypeScript · 199 stars today · 7,959 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 7,959: +941 stars (+13.4%) in 2 days, about 470 a day.
8. [JetBrains/thinkrail](<https://github.com/JetBrains/thinkrail>) · TypeScript · 51 stars today · 2,081 stars in total
   *Vibe code with pi in a lightweight, real IDE that customises itself around the way you work — The Vibe You Need*
   **Picked today** (pick 2).
9. [coollabsio/coolify](<https://github.com/coollabsio/coolify>) · PHP · 152 stars today · 64,675 stars in total
   *An open-source, self-hostable PaaS alternative to Vercel, Heroku & Netlify that lets you easily deploy static sites, databases, full-stack applications and 360+ one-click services on your own servers.*
   **Picked today** (pick 1).
10. [cloudflare/security-audit-skill](<https://github.com/cloudflare/security-audit-skill>) · JavaScript · 2,878 stars today · 47,392 stars in total
   *A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings*
   **Covered before:** first picked 21 Oct 2026 at 34,638 stars; now 47,392: +12,754 stars (+36.8%) in 5 days, about 2,551 a day.
11. [AgriciDaniel/claude-seo](<https://github.com/AgriciDaniel/claude-seo>) · Python · 197 stars today · 21,326 stars in total
   *Universal SEO skill for Claude Code. 26 sub-skills + 19 sub-agents covering technical SEO, E-E-A-T, schema, GEO/AEO, agent readiness (Lighthouse Agentic Browsing, WebMCP, llms.txt), backlinks, local SEO, e-commerce, international SEO, Google APIs, and PDF/Excel reporting. 9 optional extensions for live SEO data.*
   **Picked today** (pick 3).

## 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 | 387,210 | +136,876 (+54.7%) | 12,443 | - |
| [debpalash/VoiceStudio](<https://github.com/debpalash/VoiceStudio>) (on today's list, #3) | 15 Oct 2026 | 67,106 | 87,648 | +20,542 (+30.6%) | 1,867 | - |
| [MadsLorentzen/ai-job-search](<https://github.com/MadsLorentzen/ai-job-search>) | 17 Oct 2026 | 48,789 | 65,929 | +17,140 (+35.1%) | 1,904 | - |
| [cloudflare/security-audit-skill](<https://github.com/cloudflare/security-audit-skill>) (on today's list, #10) | 21 Oct 2026 | 34,638 | 47,591 | +12,953 (+37.4%) | 2,591 | - |
| [stablyai/orca](<https://github.com/stablyai/orca>) | 18 Oct 2026 | 96,443 | 106,334 | +9,891 (+10.3%) | 1,236 | - |
| [xerj-org/xerj](<https://github.com/xerj-org/xerj>) | 16 Oct 2026 | 5,936 | 15,683 | +9,747 (+164.2%) | 975 | - |
| [affaan-m/ECC](<https://github.com/affaan-m/ECC>) | 16 Oct 2026 | 280,607 | 289,123 | +8,516 (+3.0%) | 852 | - |
| [NationalSecurityAgency/ghidra](<https://github.com/NationalSecurityAgency/ghidra>) | 15 Oct 2026 | 87,837 | 94,440 | +6,603 (+7.5%) | 600 | - |
| [DietrichGebert/ponytail](<https://github.com/DietrichGebert/ponytail>) | 21 Oct 2026 | 170,170 | 176,480 | +6,310 (+3.7%) | 1,262 | - |
| [anomalyco/opencode](<https://github.com/anomalyco/opencode>) | 18 Oct 2026 | 216,421 | 221,692 | +5,271 (+2.4%) | 659 | - |
| [anthropics/claude-plugins-official](<https://github.com/anthropics/claude-plugins-official>) | 16 Oct 2026 | 39,407 | 44,640 | +5,233 (+13.3%) | 523 | - |
| [Graphify-Labs/graphify](<https://github.com/Graphify-Labs/graphify>) | 21 Oct 2026 | 130,551 | 135,586 | +5,035 (+3.9%) | 1,007 | - |
| [Comfy-Org/ComfyUI](<https://github.com/Comfy-Org/ComfyUI>) | 18 Oct 2026 | 138,516 | 143,081 | +4,565 (+3.3%) | 571 | - |
| [HKUDS/CLI-Anything](<https://github.com/HKUDS/CLI-Anything>) | 15 Oct 2026 | 52,714 | 57,193 | +4,479 (+8.5%) | 407 | - |
| [obra/superpowers](<https://github.com/obra/superpowers>) | 17 Oct 2026 | 300,784 | 305,261 | +4,477 (+1.5%) | 497 | - |
| [hmjz100/LinkSwift](<https://github.com/hmjz100/LinkSwift>) | 17 Oct 2026 | 23,961 | 28,094 | +4,133 (+17.2%) | 459 | - |
| [K-Dense-AI/scientific-agent-skills](<https://github.com/K-Dense-AI/scientific-agent-skills>) | 16 Oct 2026 | 50,751 | 54,667 | +3,916 (+7.7%) | 392 | - |
| [LibreSpark/LibreTV](<https://github.com/LibreSpark/LibreTV>) | 16 Oct 2026 | 18,264 | 21,999 | +3,735 (+20.5%) | 374 | - |
| [ruvnet/ruflo](<https://github.com/ruvnet/ruflo>) | 17 Oct 2026 | 75,720 | 79,362 | +3,642 (+4.8%) | 405 | - |
| [akitaonrails/ai-memory](<https://github.com/akitaonrails/ai-memory>) | 18 Oct 2026 | 10,395 | 13,620 | +3,225 (+31.0%) | 403 | - |
| [mksglu/context-mode](<https://github.com/mksglu/context-mode>) | 15 Oct 2026 | 29,346 | 32,332 | +2,986 (+10.2%) | 271 | - |
| [xtool-org/xtool](<https://github.com/xtool-org/xtool>) | 15 Oct 2026 | 11,141 | 13,759 | +2,618 (+23.5%) | 238 | - |
| [vxcontrol/pentagi](<https://github.com/vxcontrol/pentagi>) | 15 Oct 2026 | 29,886 | 32,457 | +2,571 (+8.6%) | 234 | - |
| [Nutlope/hallmark](<https://github.com/Nutlope/hallmark>) (on today's list, #2) | 25 Oct 2026 | 32,498 | 34,774 | +2,276 (+7.0%) | 2,276 | - |
| [anthropics/knowledge-work-plugins](<https://github.com/anthropics/knowledge-work-plugins>) | 21 Oct 2026 | 30,889 | 33,076 | +2,187 (+7.1%) | 437 | - |
| [shiyu-coder/Kronos](<https://github.com/shiyu-coder/Kronos>) | 20 Oct 2026 | 41,840 | 43,801 | +1,961 (+4.7%) | 327 | - |
| [luongnv89/claude-howto](<https://github.com/luongnv89/claude-howto>) | 23 Oct 2026 | 43,466 | 45,158 | +1,692 (+3.9%) | 564 | - |
| [android/skills](<https://github.com/android/skills>) | 17 Oct 2026 | 8,149 | 9,767 | +1,618 (+19.9%) | 180 | - |
| [pbakaus/impeccable](<https://github.com/pbakaus/impeccable>) (on today's list, #4) | 25 Oct 2026 | 86,664 | 88,271 | +1,607 (+1.9%) | 1,607 | - |
| [headroomlabs-ai/headroom](<https://github.com/headroomlabs-ai/headroom>) | 20 Oct 2026 | 76,370 | 77,853 | +1,483 (+1.9%) | 247 | - |
| [makecindy/cindy](<https://github.com/makecindy/cindy>) (on today's list, #1) | 25 Oct 2026 | 4,269 | 5,493 | +1,224 (+28.7%) | 1,224 | - |
| [withmarbleapp/os-taxonomy](<https://github.com/withmarbleapp/os-taxonomy>) | 20 Oct 2026 | 6,282 | 7,370 | +1,088 (+17.3%) | 181 | - |
| [Renhuai123/ziwei-doushu](<https://github.com/Renhuai123/ziwei-doushu>) (on today's list, #7) | 24 Oct 2026 | 7,018 | 8,091 | +1,073 (+15.3%) | 536 | - |
| [vllm-project/vllm](<https://github.com/vllm-project/vllm>) | 21 Oct 2026 | 94,532 | 95,562 | +1,030 (+1.1%) | 206 | - |
| [NVIDIA/OpenShell](<https://github.com/NVIDIA/OpenShell>) | 24 Oct 2026 | 18,934 | 19,959 | +1,025 (+5.4%) | 512 | - |
| [pollen-robotics/microduck](<https://github.com/pollen-robotics/microduck>) (on today's list, #5) | 25 Oct 2026 | 11,154 | 12,018 | +864 (+7.7%) | 864 | - |
| [supabase/supabase](<https://github.com/supabase/supabase>) | 22 Oct 2026 | 113,145 | 113,952 | +807 (+0.7%) | 202 | - |
| [mlabonne/llm-course](<https://github.com/mlabonne/llm-course>) | 18 Oct 2026 | 83,959 | 84,709 | +750 (+0.9%) | 94 | - |
| [anthropics/claude-code](<https://github.com/anthropics/claude-code>) | 20 Oct 2026 | 152,763 | 153,414 | +651 (+0.4%) | 108 | - |
| [SnailSploit/Claude-Red](<https://github.com/SnailSploit/Claude-Red>) | 24 Oct 2026 | 8,623 | 9,241 | +618 (+7.2%) | 309 | - |
| [Meloong-Git/PCL](<https://github.com/Meloong-Git/PCL>) | 23 Oct 2026 | 8,777 | 9,313 | +536 (+6.1%) | 179 | - |
| [twentyhq/twenty](<https://github.com/twentyhq/twenty>) | 22 Oct 2026 | 59,348 | 59,762 | +414 (+0.7%) | 104 | - |
| [php/php-src](<https://github.com/php/php-src>) | 23 Oct 2026 | 41,292 | 41,672 | +380 (+0.9%) | 127 | - |
| [fastapi/fastapi](<https://github.com/fastapi/fastapi>) | 23 Oct 2026 | 103,901 | 104,198 | +297 (+0.3%) | 99 | - |
| [OpenBMB/VoxCPM](<https://github.com/OpenBMB/VoxCPM>) | 24 Oct 2026 | 40,362 | 40,629 | +267 (+0.7%) | 134 | - |
| [lightseekorg/tokenspeed](<https://github.com/lightseekorg/tokenspeed>) | 16 Oct 2026 | 2,560 | 2,793 | +233 (+9.1%) | 23 | - |
| [google-gemini/gemini-cli](<https://github.com/google-gemini/gemini-cli>) | 25 Oct 2026 | 108,241 | 108,396 | +155 (+0.1%) | 155 | - |
| [nodejs/node](<https://github.com/nodejs/node>) | 24 Oct 2026 | 122,952 | 123,102 | +150 (+0.1%) | 75 | - |
| [aws/agent-toolkit-for-aws](<https://github.com/aws/agent-toolkit-for-aws>) | 25 Oct 2026 | 3,209 | 3,283 | +74 (+2.3%) | 74 | - |

## Coverage notes

- All 11 listing entries were inspected. Exact primary public GitHub repository metadata, README, recent releases and recent commits were checked for all 11 at about 07:01 UTC; all were active, unarchived and had an API-detected license.
- Six entries had been featured in the previous seven days and were left out without a material change: makecindy/cindy, Nutlope/hallmark, pbakaus/impeccable and pollen-robotics/microduck (25 October), Renhuai123/ziwei-doushu (24 October) and cloudflare/security-audit-skill (21 October). Since those cards they show only small fixes, README edits, development builds or no commits at all.
- debpalash/VoiceStudio is a repeat from 19 October, included because its 23-24 October prereleases changed a caveat we printed then (on-device phone models were only planned).
- The preceding seven calendar dates, 19-25 October, were checked for local history; all seven editions exist.
- The official listing was captured at 08:00:56 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, performance and security claims are the maintainers' own. No candidate code, installer, plugin, hook or model was installed, downloaded or run, and none of this is a security audit, endorsement or financial advice.
- Re-issued 26 Oct 2026, 10:07 at the reader's request to add the full listing and star tracking of earlier picks; the picks and their text are unchanged from the 08:03 issue.