From staring at GitHub in panic to a clear structure, an onboarding guide, and architecture diagrams
Deep Skill Finder
So Many People Quit the Moment They Open the Repo
I opened the repo, saw hundreds of files and folders, and my brain just froze. I jumped between files for an hour and lost the thread completely.
source: rednote · “secret weapon for reading source code” post observation
A single project can have over a thousand files. I honestly do not know where to click first.
source: rednote · student startup team post observation
I can never tell which files matter, which ones I can safely skip, or how the pieces fit together.
source: rednote · deep-learning beginner post observation
Real voices scattered across rednote (Xiaohongshu) community posts — stitched together, this is what people go through when doing "reading open source code".
Lazy path · recommended
Install deep-skill-finder once — let your Agent find Skills for you
Whatever "reading open source code" task you have, MEYO already has the matching Skills. You don't need to hunt one by one — install deep-skill-finder and your Agent will auto-search MEYO's 50,000+ Skill library on every task, recommending the best match. You just say what you want to do — matching Skills is the Agent's job.
Copy → paste into Claude Code / Codex / Cursor / WorkBuddy / CatPaw · Agent installs automatically:
Please install the deep-skill-finder skill: download the archive from https://www.meyo.life/skill-finder, extract it into your local skill directory and enable it.
Or browse common-scene Skills below. Learn more about deep-skill-finder →
meyo.life/skill
3 Scenarios × 6 Real Skills, One for Every Reading Stage
Install them all, or just pick 1–2 by name. Don't worry about picking wrong — they're free, uninstall anytime.
Map the Project First
Learn what the project does, where the entry point is, and which stack it uses
For anyone who just cloned a repo and has no idea which file to open
Pure static analysis that outputs architecture diagrams, end-to-end call chains, and module explainers without running code
15 users
💬 Join the Deep Skill Finder Community
Trade "reading open source code" workflows with other Deep Skill Finder users and get install help
FAQ
Q: How do I install these Skills?
A: Copy the install command on this page and send it to your Agent (Claude Code, Cursor, and others). It downloads the skill archive from the MEYO community and enables it. Or install deep-skill-finder first, and your Agent will match Skills automatically on every task.
Q: Which Skill should a beginner start with?
A: Start with github-code-interpreter: paste a GitHub link, read the walkthrough and quick-start docs to build a mental model, then use code-understanding-diagrams to turn the architecture into pictures.
Q: Are these Skills free?
A: Yes. Every Skill recommended here is a free MEYO community skill — copy the command and install. Skills themselves cost nothing; only your model usage while the Agent works is billed as usual.
Q: Why not just ask ChatGPT directly?
A: A generic chat has no structured workflow for reading codebases, so answers stay shallow. These Skills ship with fixed reading paths — project overview, directory roles, call chains — and produce documents that cite real files and line numbers instead of a chat you forget tomorrow.
Q: Does it work on private or local repos?
A: Yes. Public repos work via link; for local or private code, use Skills like codebase-onboarding-map or read-project that accept local paths. Note some Skills rely on overseas services and may be limited in certain network environments.
Q: What does Deep Skill Finder do exactly?
A: It does the finding. You describe the task, and it searches MEYO's 50,000+ Skill library for the best-matching methods. The 6 Skills on this page are real results it returned for the task "reading open source code".