GitHub · Open Source

Sherlock, REA, and Astryx Top GitHub's 24-Hour Star Charts

By miofly · Nov 9, 2026

Read original on juejin.cn ↗ Google Translate ↗ Alt translation

The projects that add thousands of stars in a day are the ones developers are actually using or testing. Today's list centers on AI agent skill packs, Meta's React design system for AI-assisted development, and Rust-based cross-platform tools, giving a direct read on where open-source attention is building.

Summary

On November 10, 2026, the open-source pulse on GitHub saw 20 projects collect thousands of stars in 24 hours. Sherlock, a Python tool for checking usernames across 400+ social networks, topped the list with +3,291 stars, bringing its total to 106,928. REA, a TypeScript-based reverse-engineering tool with a unified MCP plugin framework, followed at +3,254, and Meta's Astryx, an enterprise React design system now in beta, added +3,170.

AI agent tooling shows up repeatedly. Anthropic's skills repository, Jane Street's agent_skills, Cloudflare's security-audit-skill, and Matt Pocock's skills all appear, suggesting a fast-moving market for reusable agent skills and coding-assistant workflows. Meanwhile, two independent projects, Hookshot and NX2navi, are statically recompiling The Legend of Zelda: Ocarina of Time from the Nintendo Switch 2 to run natively on PC without an emulator, one experimental and one targeting 60+ fps with modern graphics.

Rust continues to make inroads: Mister Download Manager, a cross-platform downloader claiming 5x IDM speed, and Craft Anything, an AI engine that analyzes existing software to generate compilable projects, both drew significant stars. The list also includes Google's Elephant-Goldfish Model for design review, a local voice cloning tool, and several mobile clients for AI coding agents, reflecting the broad range of what the community stars.

Takeaways

— Sherlock gained 3,291 stars in 24 hours, reaching a total of 106,928 stars.

— REA is a TypeScript reverse-engineering tool with a unified MCP plugin framework, usable on platforms like Hopper.

— Meta's Astryx is an enterprise React design system in beta, built from eight years of internal use across 13,000+ apps, with 150+ accessible components.

— Mister Download Manager, written in pure Rust, claims to be 5x faster than IDM, is free and ad-free, supports 86 languages, and includes full BT torrent downloads.

— Hookshot statically recompiles The Legend of Zelda: Ocarina of Time from Nintendo Switch 2 to run natively on Windows/Linux without an emulator; NX2navi does the same with 60+ fps, 4K resolution, DLSS/FSR, and HDR.

— Anthropic's skills repo holds 190,896 stars and includes official example skills for Claude.

— Jane Street's agent_skills includes a Socratic-tutor example skill that turns a large model into a personal tutor using Socratic questioning.

— Cloudflare's security-audit-skill runs a six-stage, machine-readable security audit process: reconnaissance, coverage-driven hunting, candidate verification, structured output, independent log verification, and goal-neutral reporting.

— VoiceStudio is a fully local voice cloning and design tool supporting 646 languages, with a desktop Electron app and local API.

— dsh-our-free-model offers free unlimited access to DeepSeek V4.1 Flash and Kimi K3 models without login or API key.

Conclusions

Three separate AI agent skill repositories (Anthropic, Jane Street, Cloudflare) plus Matt Pocock's skills repo appear on the same day, indicating the agent ecosystem is standardizing on shareable skill packs instead of monolithic prompts.

Meta's Astryx openly targets human-AI collaboration, so design systems are now being built with AI-assisted front-end development as a first-class use case.

Two independent projects recompiling the same Switch 2 game to native PC suggest static recompilation is becoming a practical technique, not just a research curiosity.

Rust appears in both a download manager and an AI code-generation engine, continuing its run as the language of choice for cross-platform tools that claim performance.

Concepts & terms

Static recompilation

The process of translating a program's binary code into source code in another language (often C), then compiling it natively for a different platform, avoiding the need for an emulator.

Agent skills

Reusable instructions, scripts, and resource folders that an AI coding agent loads dynamically to improve performance on specific tasks, typically defined in a SKILL.md file.

Vibe coding

Writing software with heavy reliance on AI coding assistants, often without deep understanding of the generated code; Matt Pocock's skills repo positions itself against this by focusing on real engineering practices.

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