Kelly

Hi, I'm Kelly ๐Ÿ‘‹

๐Ÿ“ Hong Kong โ†” San Francisco ๐Ÿ’ป Full-Stack Polyglot ๐Ÿš€ Serial Founder
JavaScriptTypeScriptPython JavaC#C++ GoRustPHP LuaReactVue.js Node.jsDockerUnity
ClaudeGitHub Copilot CursorCodex KiroOpenCode
Coding Agent is Eating The World. Making powerful AGI accessible to everyone โ€” applying Coding Agents to simplify every industry.

Projects

Sandbox in Dockers for AI Agents โ€” 100% POSIX-compatible sandbox supporting full Claude Code execution
Production-ready Next.js boilerplate with native AI Agent, MCP, and enterprise features
AI-powered workflow automation with visual database connecting 6,000+ apps (10,000+ customers)
Chinese version of APITable with 1M+ users โ€” AI-powered visual database and collaboration platform
API-oriented low-code platform for building collaborative apps (15k+ โญ)
AI team messenger for agentic workflows โ€” chat with multiple agents to get work done
AI-powered email marketing with unlimited contacts and pay-per-send pricing (1000+ users)
The simplest NPS survey tool for growing products and SaaS teams
Turn one topic into a fully-optimized SEO article
Guard your files with effortless previews
Modern database backup solution for PostgreSQL, MySQL, MongoDB with web interface
Awesome MCP Servers and Packages Registry with OAuth2.1 support (161 โญ)
GAIA-benchmark-ready super agent built on AI SDK v6 ToolLoopAgent
Unity3D Framework with hot reload support (1.8k โญ)

Research

๐Ÿ“„ File-Augmented Retrieval: Making Every File Readable to Coding Agents via Persistent .meta Sidecars

A file-time augmentation paradigm that outperforms RAG (82.6% vs 58.7% accuracy) with zero infrastructure

Zenodo ยท PDF

๐Ÿ“„ Coding Agent is All You Need: Don't Build Agents, Redirect Them

Transforming coding agents into domain experts via Markdown templates, reducing development effort by ~300x

Zenodo ยท PDF

๐Ÿ“„ Magic Folder: A Filesystem-Level Abstraction for Human-Executable AI Applications

MFP transforms AI-generated project directories into typed, human-facing artifacts through marker files and runtime-specific handlers

PDF

๐Ÿ“„ SIR-T2V: From Agent Pipeline to Editable Project

AI should output editable project files, not final rendered artifacts โ€” reduces human correction cost by 4.7ร— and completes a 30-second ad in ~6 minutes

PDF

What I'm Doing

Recognition

๐ŸŒŸ 15k+ GitHub stars on APITable โ€” Leading open-source Airtable alternative
๐ŸŽฎ 1k+ GitHub stars on KSFramework โ€” Popular Unity3D hot reload framework
๐Ÿ‘” Scaled to 200+ people โ€” Led Internet Business Unit as GM
๐ŸŽ“ Self-taught engineer โ€” Finance major turned developer, no formal CS degree
๐Ÿ’ฐ Raised tens of millions โ€” Successfully closed significant VC funding rounds
๐Ÿ—๏ธ Full-stack polyglot โ€” Shipped production code in 10+ languages

GitHub Activity

GitHub Contribution Graph GitHub Stats

Connect

๐Ÿ’ฌ WeChat: mrkelly

"KISS (Keep It Simple and Stupid) is always the hardest part" โ€” Simplicity is the ultimate sophistication in the age of AI.