Recent AI news · Original report: 2026-10-05 (KST)
New AI agent skills on GitHub: academic editing, book to course, stars organizer (Oct 5, 2026)
This article was compiled with AI. This English translation preserves the original report's collection date, findings, and limitations. Please consult the linked sources for current information. Originally collected: 2026-10-05 10:11 (KST, UTC+09:00).
Translated into English: 2026-10-05 (KST). The translation date does not indicate a new source check.
At a glance
We picked four AI agent tool repositories created between September 29 and October 4, KST, and summarized what their READMEs say they do, along with the requirements and limits they state themselves. We did not install or run them.
Repository overview
These figures were retrieved from the GitHub API at 10:11 on October 5 (KST). The commit column is the date of the latest commit in KST.
| Repository | What it does | Stars | Commit | License |
|---|---|---|---|---|
| academic-deai | Academic editing | 191 | 10/4 | MIT |
| ai-iso-skill | Pressable isometric figures | 47 | 10/4 | MIT |
| book-to-course-skill | Book to course | 34 | 10/5 | MIT |
| Startidy | GitHub stars organizer | 25 | 9/30 | MIT |
academic-deai: cut the stock phrases, keep the numbers and citations
The README introduces it as a skill for editing academic writing in Chinese and English. The goal is to reduce vague openings and repetitive closings while protecting facts, numbers, citations, terminology and the strength of the evidence.
- The version is 3.1.0. It lists install locations for five platforms, including Codex, Claude Code and Cursor, and says the actual editing was verified in a local Codex session.
- It includes four cases. A separate model extracted and checked 41 claims from the original drafts, and the README says this caught a spot where "did not decline" had been strengthened into "remained unchanged," which was then fixed.
- Limits: The cases are synthetic examples with formulaic phrasing added on purpose, and the studies, data and citation numbers are made up. The README says there is no blind human evaluation or cross-model comparison.
ai-iso-skill: isometric figures that respond when pressed
The README describes a Claude skill that returns a single HTML file when you name an object. You get a hairline isometric drawing whose parts work when you press them. The examples are a synthesizer and a calculator.
- The figures are drawn in plain SVG with no libraries, and the README says the projection code is about 15 lines.
- Before drawing, the skill decides what pressing a part produces (text, a number, a note), and if the object has nothing to press, it picks a different object.
book-to-course-skill: a whole book as a course with quizzes
The README introduces it as a Claude skill that turns a book into an interactive course you open in a browser on your own computer. It accepts EPUB, PDF, HTML, DOCX, Markdown and plain text.
- It builds short lessons, quizzes with hints, chapter tests and flashcards, and saves progress on your computer.
- For coding exercises, the README says the skill checks that the tests fail on the starter code and pass on a reference solution before packaging the course.
- Requirements: Opening the course with the start script requires Python 3, and coding exercises need that language's own tools. In this mode, the run-tests button on the page executes the test command on your computer.
Startidy: piled-up GitHub stars into lists
The README describes a tool in which an AI agent categorizes the repositories you have starred on GitHub and a command-line tool moves them into GitHub Lists.
- No external AI API key is needed; the agent you already use, such as Claude Code, Codex or Cursor, does the categorizing.
- It runs in three phases: snapshot the current state, preview the changes, then apply. It writes to GitHub only after the user confirms. The README says existing lists are preserved by default.
- Requirements: Node.js 22 or later and an authenticated GitHub CLI.
What we could not confirm
- Actual behavior and security: We did not install or run any of the four repositories, or review their code for security. The counts, requirements and limits all come from the READMEs.
- Reach into your account and computer: Startidy edits the lists of the logged-in GitHub account, and courses from book-to-course-skill run commands on your computer. We did not test whether they behave only as the READMEs describe.
- Book copyright: The book-to-course-skill README gives no guidance on whether a course built from a copyrighted book may be shared.
- What the star counts mean: All four repositories are less than a week old, so star counts can change a lot within a day.
Sources
- GitHub, heise3/academic-deai https://github.com/heise3/academic-deai
- GitHub, MrBongoC/ai-iso-skill https://github.com/MrBongoC/ai-iso-skill
- GitHub, sebastianhaba/book-to-course-skill https://github.com/sebastianhaba/book-to-course-skill
- GitHub, haimu0427/Startidy https://github.com/haimu0427/Startidy
- Startidy English README https://github.com/haimu0427/Startidy/blob/main/README.en.md