Repository of the Day - zhaoxuya520/reverse-skill, and Daily Trends - August 2, 2026
Published: 8/2/2026
This daily roundup highlights repository momentum from GitGenius analytics for August 2, 2026, using UTC daily deltas in stars and subscribers.
The scan reviewed 2225 repositories, with 2055 repos contributing star deltas and 2055 repos contributing subscriber deltas.
Repo of the day
zhaoxuya520/reverse-skill led the day with +1452 stars to 13324 total stars and +6 subscribers to 59 total subscribers. The reverse-skill repository is a cybersecurity skills router designed to guide AI agents and security professionals through complex reverse engineering, penetration testing, and security research tasks. Written primarily in PowerShell, the project addresses a fundamental problem: when AI agents encounter artifacts like APKs, binaries, encrypted JavaScript, CTF challenges, or penetration testing targets, they lack the decision-making framework to select appropriate tools and methodologies. Rather than guessing between jadx, apktool, Frida, IDA, or BurpSuite, the repository provides structured routing logic that maps task types to specific playbooks and toolchains.
The repository has demonstrated steady growth, gaining 43 stars and 7 forks since late July 2026, bringing its total to 10,649 stars and 1,644 forks. The project maintains active engagement with a median issue and pull request response latency of 0.6 hours and a mean of 5.1 hours. Primary maintainer zhaoxuya520 has logged 17 tracked events, with secondary contributors R1kko1337 and DeepseaBoss also participating. The project shares contributors with microsoft/vscode, farion1231/cc-switch, and rustfs/rustfs, indicating cross-pollination with other security and development tooling ecosystems.
The core functionality centers on three pillars: AI-powered routing that directs tasks to appropriate skill modules, on-demand toolchain bootstrapping that assembles necessary tools for specific scenarios, and a self-evolving knowledge base that captures and reuses security research experience. The repository supports integration with Claude Code, Kiro, Cursor, Cline, and other AI coding clients, making it accessible across multiple AI development environments.
The skill matrix covers an extensive range of security domains. APK and Android analysis route through dedicated modules, while binary reverse engineering branches into IDA Pro, radare2, and Ghidra workflows. Specialized paths exist for .NET/C# analysis, frontend JavaScript encryption, DSL virtual machine deobfuscation, malware analysis with YARA, penetration testing and scanning, CTF competitions with 40+ sub-skills, firmware and IoT security, patch diffing and N-day exploitation, exploit development, EDR bypass techniques, API and GraphQL security, supply chain analysis, and LLM security. The repository includes OLLVM deobfuscation references and automated diagram and report generation capabilities.
Installation requires Java/JDK for Android tooling, Node.js 22.12 or later for JavaScript and MCP servers, and Python 3.x for Frida and helper scripts. Platform-specific refresh scripts for Windows, Linux, macOS, and Kali Linux detect and index available tools. The repository provides platform-specific documentation for Kali Linux, Ubuntu/Debian, and macOS environments.
Key entry points include README_AI.md for AI agent bootstrap configuration, RULES.md for global routing rules, skills/MASTER-ROUTING.md for primary fast-track routing, and skills/routing.md for comprehensive task-to-skill matrices. The skills/ops/ directory contains scope, evidence chain, role, and timeline documentation structured as skill-router forms. Automated case initialization and master routing scripts in PowerShell enable one-shot triage and case directory setup.
The project is primarily licensed under MIT, with submodule exceptions including CTF-Sandbox-Orchestrator under GNU GPLv3 and Pentest Swarm AI invoked via CLI under AGPL-3.0. Third-party tools retain their respective licenses. The repository welcomes contributions through standard fork-and-pull-request workflows and maintains contact channels via email at [email protected] and Discord.
Fastest rising repos
- microsoft/AI-For-Beginners - +1844 stars (58944 total), language: Jupyter Notebook. 12 Weeks, 24 Lessons, AI for All!
- zhaoxuya520/reverse-skill - +1452 stars (13324 total), language: PowerShell. Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
- mattpocock/skills - +929 stars (199859 total), language: Shell. Skills for Real Engineers. Straight from my .agents directory.
- diegosouzapw/OmniRoute - +828 stars (37850 total), language: TypeScript. Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, OpenAI, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aware auto-fallback, RTK+Caveman compression saves 15-95% tokens, MCP/A2A, Desktop/PWA. Built by 500+ contributors
- Graphify-Labs/graphify - +809 stars (101043 total), language: Python. Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.
Subscriber surge
- microsoft/AI-For-Beginners - +15 subscribers (614 total), +1844 stars. 12 Weeks, 24 Lessons, AI for All!
- codecrafters-io/build-your-own-x - +8 subscribers (6823 total), +740 stars. Master programming by recreating your favorite technologies from scratch.
- anthropics/skills - +6 subscribers (1075 total), +163 stars. Public repository for Agent Skills
- microsoft/generative-ai-for-beginners - +6 subscribers (981 total), +564 stars. 21 Lessons, Get Started Building with Generative AI
- shiyu-coder/Kronos - +6 subscribers (304 total), +259 stars. Kronos: A Foundation Model for the Language of Financial Markets
Hidden gems
- moondevonyt/Harvard-Algorithmic-Trading-with-AI - +2 stars to 446 total stars, 6 subscribers. Harvard Algorithmic Trading
- entireio/skills - +2 stars to 206 total stars, 1 subscribers. ✨ Cross-agent skills that help coding agents use Entire context from Checkpoints, sessions, and git history to search past work, explain code, and hand off sessions.
- wenfeng110402/AppleMusic-Downloader - +2 stars to 307 total stars, 1 subscribers. 一个图形化AppleMusic下载器
- redhat-cop/agnosticd - +1 stars to 415 total stars, 39 subscribers. AgnosticD - Ansible Deployer for multiple Cloud Deployers
- openstack/octavia - +1 stars to 195 total stars, 24 subscribers. Load Balancing as a Service (LBaaS) for OpenStack. Mirror of code maintained at opendev.org.
Language movers
- python - +12203 stars across 354 repos. Example repos: microsoft/agent-lightning, openai/gpt-oss, volcengine/MineContext
- typescript - +9220 stars across 235 repos. Example repos: nrwl/nx, amantus-ai/vibetunnel, OpenCut-app/OpenCut
- jupyter notebook - +3020 stars across 34 repos. Example repos: fastai/fastai, google-research/google-research, google/flax
- rust - +2786 stars across 87 repos. Example repos: BloopAI/vibe-kanban, farion1231/cc-switch, firecracker-microvm/firecracker
- javascript - +2042 stars across 54 repos. Example repos: react/react, thedotmack/claude-mem, pbakaus/impeccable
Category spotlight
- machine learning - +7762 stars across 193 repos. Example repos: amantus-ai/vibetunnel, openai/gpt-oss, timescale/pg-aiguide
- automation - +4767 stars across 120 repos. Example repos: microsoft/agent-lightning, shiyu-coder/Kronos, eigent-ai/eigent
- deep learning - +4593 stars across 116 repos. Example repos: openai/gpt-oss, QwenLM/qwen-code, deepinsight/insightface
- natural language processing - +3386 stars across 76 repos. Example repos: fastai/fastai, NVIDIA-NeMo/Gym, KeygraphHQ/shannon
- tutorials - +3051 stars across 13 repos. Example repos: shareAI-lab/learn-claude-code, datawhalechina/hello-agents, mattpocock/sandcastle
Maintainer watch
- microsoft - +3065 stars across 28 repos. Example repos: microsoft/terminal, microsoft/agent-lightning, microsoft/VibeVoice
- zhaoxuya520 - +1452 stars across 1 repos. Example repos: zhaoxuya520/reverse-skill
- mattpocock - +968 stars across 4 repos. Example repos: mattpocock/skills, mattpocock/sandcastle, mattpocock/dictionary-of-ai-coding
- diegosouzapw - +828 stars across 1 repos. Example repos: diegosouzapw/OmniRoute
- graphify-labs - +809 stars across 1 repos. Example repos: Graphify-Labs/graphify
