周报 · Star 增速 · 2026-05-25

GitHub 周报 · 2026 年 5 月 25 日当周:走红工具想「读懂」代码的一周

2026 年 5 月 25 日当周 star 增长最快的 GitHub 仓库,聚拢在「理解代码」一侧——读懂、绘图、学习,而非生成。

本期增速榜

1

Egonex-AI/Understand-Anything TypeScript

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

+1,479
2

harry0703/MoneyPrinterTurbo Python

利用AI大模型，一键生成高清短视频 Generate short videos with one click using AI LLM.

+1,093
3

colbymchenry/codegraph TypeScript

Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

+1,020
4

microsoft/markitdown Python

Python tool for converting files and office documents to Markdown.

+803
5

multica-ai/andrej-karpathy-skills

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

+791
6

Leonxlnx/taste-skill Shell

Taste-Skill - gives your AI good taste. stops the AI from generating boring, generic slop

+735
7

affaan-m/ECC JavaScript

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

+709
8

rohitg00/ai-engineering-from-scratch Python

Learn it. Build it. Ship it for others.

+700
9

NousResearch/hermes-agent Python

The agent that grows with you

+647
10

mattpocock/skills Shell

Skills for Real Engineers. Straight from my .claude directory.

+584
11

esengine/DeepSeek-Reasonix Go

DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.

+557
12

DigitalPlatDev/FreeDomain HTML

DigitalPlat FreeDomain: Free Domain For Everyone

+523
13

obra/superpowers Shell

An agentic skills framework & software development methodology that works.

+514
14

farion1231/cc-switch Rust

A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io

+464
15

pewdiepie-archdaemon/odysseus Python

Self-hosted AI workspace.

+446
16

byoungd/English-level-up-tips

An advanced guide to learn English which might benefit you a lot 🎉 . 离谱的英语学习指南/英语学习教程/英语学习/学英语

+444
17

codecrafters-io/build-your-own-x Markdown

Master programming by recreating your favorite technologies from scratch.

+395
18

nexu-io/open-design TypeScript

🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design Systems 🖼️ Web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Claude Code / OpenClaw / Codex / Cursor / OpenCode / Qwen / Copilot / Hermes / Kimi & 17+ CLIs.

+351
19

BigPizzaV3/CodexPlusPlus Rust

An enhanced tool for CodexApp, striving to make Codex better to use and more comfortable 一个CodexApp的增强工具，努力让Codex变得更好用更舒服

+332
20

Imbad0202/academic-research-skills Python

Academic Research Skills for Claude Code: research → write → review → revise → finalize

+325
21

anthropics/skills Python

Public repository for Agent Skills

+322
22

ruvnet/RuView Rust

π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.

+296
23

earendil-works/pi TypeScript

AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI

+296
24

anthropics/knowledge-work-plugins Python

Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork

+292
25

safishamsi/graphify Python

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

+289

解读

这周涨得最快的,是一个用来「读懂」代码、而非写代码的工具。 Egonex-AI/Understand-Anything 以新增 1,479 颗 star 领跑——它把一个代码库变成可交互的教学图谱,口号是「会教的图 > 唬人的图」。越过那些噱头之作,这个定位恰是本周真正的主题。

榜单顶部确实很杂。harry0703/MoneyPrinterTurbo (#2,+1,093)按提示生成短视频;microsoft/markitdown (#4,+803)做文档摄取。没有哪一个品类独占这一周。但顺着榜首往下拉,一条线浮现: colbymchenry/codegraph(#3,+1,020)为代码库建可查询的图谱,multica-ai/andrej-karpathy-skills (#5,+791)把一套工作方式打包成一个 CLAUDE.md。读懂与讲清代码、而非只是吐出代码,才是一直在涨的东西。

往下看,「学习」的角度更直白。 rohitg00/ai-engineering-from-scratch (#8,“learn it, build it, ship it”)卖的是一门课、不是一个工具;而真正上榜的技能仓—— taste-skill(#6)、karpathy-skills(#5)、mattpocock/skills(#10)——多半是「某人怎么干活」的提炼。连凑在前列的跑题项——一个 DeepSeek 终端 agent(#11)和一个免费域名服务(#12,+523)—— 都说明这周有多不收敛。

这些是 7 日 star 增量,读的是势头、不是采用量。这周的信号若有,就是对「理解」的胃口:涨得最快的工具都在帮你看懂代码、学会用它去构建。一周后会有一个自托管工作台把榜单带跑;而这一周没有哪个项目做到,涨起来的,是「想读懂」本身。