{
  "schema_version": 2,
  "date": "2026-11-01",
  "issued_at": "2026-11-01T08:03:17+01:00",
  "source": {
    "url": "https://github.com/trending?since=daily",
    "checked_at": "2026-11-01T07:00:34.243512+00:00",
    "period": "daily",
    "total_listed": 14
  },
  "editorial_note": "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.",
  "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."
  ],
  "projects": [
    {
      "repository": "Orkas-AI/Orkas",
      "url": "https://github.com/Orkas-AI/Orkas",
      "trending_rank": 11,
      "description": "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_interesting": "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.",
      "category": "AI agents / desktop orchestration",
      "language": "JavaScript",
      "license": "MIT",
      "stars_total": 6880,
      "stars_period": 1044,
      "stars_period_label": "1,044 stars today",
      "archived": false,
      "metadata_checked_at": "2026-11-01T07:01:06+00:00",
      "readme_checked_at": "2026-11-01T07:01:12+00:00",
      "readme_source_url": "https://api.github.com/repos/Orkas-AI/Orkas/readme",
      "evidence_urls": [
        "https://github.com/Orkas-AI/Orkas",
        "https://api.github.com/repos/Orkas-AI/Orkas",
        "https://github.com/Orkas-AI/Orkas/blob/main/LICENSE",
        "https://github.com/Orkas-AI/Orkas/releases/tag/v2026.10.27"
      ]
    },
    {
      "repository": "vorssaint/vorssaint-utils",
      "url": "https://github.com/vorssaint/vorssaint-utils",
      "trending_rank": 14,
      "description": "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_interesting": "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.",
      "category": "Desktop utilities / macOS",
      "language": "Swift",
      "license": "GPL-3.0",
      "stars_total": 32056,
      "stars_period": 501,
      "stars_period_label": "501 stars today",
      "archived": false,
      "metadata_checked_at": "2026-11-01T07:01:10+00:00",
      "readme_checked_at": "2026-11-01T07:01:12+00:00",
      "readme_source_url": "https://api.github.com/repos/vorssaint/vorssaint-utils/readme",
      "evidence_urls": [
        "https://github.com/vorssaint/vorssaint-utils",
        "https://api.github.com/repos/vorssaint/vorssaint-utils",
        "https://github.com/vorssaint/vorssaint-utils/blob/main/docs/PRIVACY.md",
        "https://github.com/vorssaint/vorssaint-utils/releases/tag/v3.4.3"
      ]
    },
    {
      "repository": "THU-MAIC/OpenMAIC",
      "url": "https://github.com/THU-MAIC/OpenMAIC",
      "trending_rank": 12,
      "description": "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_interesting": "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.",
      "category": "AI / education",
      "language": "TypeScript",
      "license": "MIT",
      "stars_total": 42284,
      "stars_period": 116,
      "stars_period_label": "116 stars today",
      "archived": false,
      "metadata_checked_at": "2026-11-01T07:01:07+00:00",
      "readme_checked_at": "2026-11-01T07:01:11+00:00",
      "readme_source_url": "https://api.github.com/repos/THU-MAIC/OpenMAIC/readme",
      "evidence_urls": [
        "https://github.com/THU-MAIC/OpenMAIC",
        "https://api.github.com/repos/THU-MAIC/OpenMAIC",
        "https://github.com/THU-MAIC/OpenMAIC/blob/main/LICENSE",
        "https://github.com/THU-MAIC/OpenMAIC/releases/tag/v1.3.0",
        "https://github.com/THU-MAIC/OpenMAIC/security/advisories/GHSA-g87c-cm4q-cw5x"
      ]
    },
    {
      "repository": "bregman-arie/devops-exercises",
      "url": "https://github.com/bregman-arie/devops-exercises",
      "trending_rank": 13,
      "description": "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_interesting": "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.",
      "category": "Learning / DevOps and SRE",
      "language": "Python",
      "license": "Creative Commons, non-commercial, no derivatives",
      "stars_total": 86135,
      "stars_period": 342,
      "stars_period_label": "342 stars today",
      "archived": false,
      "metadata_checked_at": "2026-11-01T07:01:09+00:00",
      "readme_checked_at": "2026-11-01T07:01:11+00:00",
      "readme_source_url": "https://api.github.com/repos/bregman-arie/devops-exercises/readme",
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        "https://github.com/bregman-arie/devops-exercises/blob/master/LICENSE",
        "https://github.com/bregman-arie/devops-exercises/commits/master"
      ]
    }
  ],
  "listing": [
    {
      "rank": 1,
      "repository": "thedotmack/claude-mem",
      "url": "https://github.com/thedotmack/claude-mem",
      "description": "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",
      "language": "TypeScript",
      "stars_total": 108183,
      "stars_period": 1723,
      "stars_period_label": "1,723 stars today"
    },
    {
      "rank": 2,
      "repository": "mattpocock/skills",
      "url": "https://github.com/mattpocock/skills",
      "description": "Skills for Real Engineers. Straight from my .agents directory.",
      "language": "Shell",
      "stars_total": 308642,
      "stars_period": 883,
      "stars_period_label": "883 stars today"
    },
    {
      "rank": 3,
      "repository": "Donchitos/Claude-Code-Game-Studios",
      "url": "https://github.com/Donchitos/Claude-Code-Game-Studios",
      "description": "Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy.",
      "language": "Shell",
      "stars_total": 31381,
      "stars_period": 742,
      "stars_period_label": "742 stars today"
    },
    {
      "rank": 4,
      "repository": "pingdotgg/t3code",
      "url": "https://github.com/pingdotgg/t3code",
      "description": null,
      "language": "TypeScript",
      "stars_total": 36061,
      "stars_period": 1148,
      "stars_period_label": "1,148 stars today"
    },
    {
      "rank": 5,
      "repository": "Renhuai123/ziwei-doushu",
      "url": "https://github.com/Renhuai123/ziwei-doushu",
      "description": "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",
      "language": "TypeScript",
      "stars_total": 12526,
      "stars_period": 1092,
      "stars_period_label": "1,092 stars today"
    },
    {
      "rank": 6,
      "repository": "milind-soni/OpenMausBot",
      "url": "https://github.com/milind-soni/OpenMausBot",
      "description": "Open-source Grok Bot alternative with a virtual machine that bots can use",
      "language": "TypeScript",
      "stars_total": 9896,
      "stars_period": 1303,
      "stars_period_label": "1,303 stars today"
    },
    {
      "rank": 7,
      "repository": "pbakaus/impeccable",
      "url": "https://github.com/pbakaus/impeccable",
      "description": "The design vocabulary for your coding agent. Steer with polish and bolder, review with critique and audit, catch AI slop before it ships.",
      "language": "Rust",
      "stars_total": 98552,
      "stars_period": 1338,
      "stars_period_label": "1,338 stars today"
    },
    {
      "rank": 8,
      "repository": "obra/superpowers",
      "url": "https://github.com/obra/superpowers",
      "description": "An agentic skills framework & software development methodology that works.",
      "language": "Shell",
      "stars_total": 310214,
      "stars_period": 665,
      "stars_period_label": "665 stars today"
    },
    {
      "rank": 9,
      "repository": "lightpanda-io/browser",
      "url": "https://github.com/lightpanda-io/browser",
      "description": "Lightpanda: the headless browser designed for AI and automation",
      "language": "Zig",
      "stars_total": 39414,
      "stars_period": 929,
      "stars_period_label": "929 stars today"
    },
    {
      "rank": 10,
      "repository": "HKUDS/DeepTutor",
      "url": "https://github.com/HKUDS/DeepTutor",
      "description": "DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.",
      "language": "Python",
      "stars_total": 53102,
      "stars_period": 1034,
      "stars_period_label": "1,034 stars today"
    },
    {
      "rank": 11,
      "repository": "Orkas-AI/Orkas",
      "url": "https://github.com/Orkas-AI/Orkas",
      "description": "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.",
      "language": "JavaScript",
      "stars_total": 6880,
      "stars_period": 1044,
      "stars_period_label": "1,044 stars today"
    },
    {
      "rank": 12,
      "repository": "THU-MAIC/OpenMAIC",
      "url": "https://github.com/THU-MAIC/OpenMAIC",
      "description": "Open Multi-Agent Interactive Classroom — Get an immersive, multi-agent learning experience in just one click",
      "language": "TypeScript",
      "stars_total": 42284,
      "stars_period": 116,
      "stars_period_label": "116 stars today"
    },
    {
      "rank": 13,
      "repository": "bregman-arie/devops-exercises",
      "url": "https://github.com/bregman-arie/devops-exercises",
      "description": "Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions",
      "language": "Python",
      "stars_total": 86135,
      "stars_period": 342,
      "stars_period_label": "342 stars today"
    },
    {
      "rank": 14,
      "repository": "vorssaint/vorssaint-utils",
      "url": "https://github.com/vorssaint/vorssaint-utils",
      "description": "Free and open-source macOS menu bar toolkit.",
      "language": "Swift",
      "stars_total": 32055,
      "stars_period": 501,
      "stars_period_label": "501 stars today"
    }
  ],
  "tracked": [
    {
      "repository": "mksglu/context-mode",
      "url": "https://github.com/mksglu/context-mode",
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      "checked_at": "2026-11-01T07:03:09+00:00"
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