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Show HN: Refactor Vue/React Components with Label Propagation and Claude Code

https://vue-hook-optimizer.vercel.app/
1•huali•2h ago
I built Vue-Hook-Optimizer (VHO) to solve a pain point: refactoring "mega-components" where logic is so tangled that it's hard to see where one Hook ends and another begins.

Comments

huali•2h ago
The Secret Sauce:Instead of simple heuristic parsing, I used the Label Propagation Algorithm (LPA). It treats variables and methods as nodes in a dependency graph and detects "communities." These communities are the natural boundaries for a Composable or Hook.

Now Integrated with Claude Code:I’ve implemented this as a Claude Code Skill. This allows the AI to not just "guess" how to refactor, but to follow a mathematically-backed community analysis to extract logic sustainably.

Stack:

- Core: Graph-based dependency analysis.

- Delivery: VS Code Ext, MCP Server, and Claude Code Skill.

- Supports: Vue 3 (Script Setup) and React.

I’m curious—do you trust AI to define your refactoring boundaries, or do you prefer a visualization tool to guide you?

Repo: https://github.com/zcf0508/vue-hook-optimizer

Playground: https://vue-hook-optimizer.vercel.app

Pwn2Roll: Who Needs a 595€ Remote When You Have Wheelchair.py? [video]

https://media.ccc.de/v/39c3-pwn2roll-who-needs-a-599-remote-when-you-have-wheelchair-py
1•gaius_baltar•38s ago•0 comments

Fixing My System76 Laptop in 20 Minutes or Less

https://danielmangum.com/posts/fix-system76-laptop-20-min/
1•hasheddan•49s ago•0 comments

Most Cited Papers in Software Engineering 2013-2023 [pdf]

https://kth.diva-portal.org/smash/get/diva2:1953484/FULLTEXT01.pdf
1•azhenley•2m ago•0 comments

Advent of Code, years [y for y in AoC if y%5==0]

https://blog.miloslavhomer.cz/advent-of-code-years-y-for-y-in-aoc-if-y50/
1•ArcHound•2m ago•0 comments

Show HN: Flipper Zero MCP – Control Your Flipper Using AI via USB or WiFi

https://github.com/busse/flipperzero-mcp
1•busseio•3m ago•0 comments

Volusia Error (2000)

https://en.wikipedia.org/wiki/Volusia_error
1•hamonrye•4m ago•0 comments

Turning up the heat on steel's carbon pollution problem

https://projects.research-and-innovation.ec.europa.eu/en/horizon-magazine/turning-heat-steels-car...
1•PaulHoule•5m ago•0 comments

Ask HN: How do people validate deep self-study in math or CS?

1•_willhf•5m ago•0 comments

Show HN: Tidy Baby is a SET game but with words

https://tidy.baby
1•brgross•5m ago•0 comments

Show HN: I analyzed 297k HN posts – your fate is sealed in 2 hours

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5910263
1•7777777phil•6m ago•0 comments

Show HN: ReviewSense – AI-powered review monitoring and reply assistant for SMBs

https://www.reviewsense.ai/
1•berkan_sesen•7m ago•0 comments

Qwen Code v0.6.0 is available

https://github.com/QwenLM/qwen-code/releases/tag/v0.6.0
1•pretext•7m ago•0 comments

Manus Is a Tough Business

https://kippinitreal.substack.com/p/manus-acquisition-thoughts
1•kippinitreal•8m ago•1 comments

Polish, the AI Whisperer

https://europeancorrespondent.com/en/r/why-polish-speaks-ai-best
1•taubek•9m ago•0 comments

A Guide to Claude Code 2.0 and getting better at using coding agents

https://sankalp.bearblog.dev/my-experience-with-claude-code-20-and-how-to-get-better-at-using-cod...
1•arrowsmith•13m ago•0 comments

Show HN: I built a reminder app designed to feel uncomfortable on purpose

https://momclock.com/
1•dearroy•14m ago•0 comments

Show HN: Minimum Viable Parents (MVP)

https://yaz.zone/essays/mvp
1•plawlost•14m ago•0 comments

Bugs that survive the heat of continuous fuzzing

https://github.blog/security/vulnerability-research/bugs-that-survive-the-heat-of-continuous-fuzz...
2•chmaynard•15m ago•0 comments

Groundbreaking study reveals the impact of genetics on IQ scores over time

https://www.psypost.org/groundbreaking-study-reveals-the-impact-of-genetics-on-iq-scores-over-time/
1•amichail•17m ago•1 comments

1M for Non-Specialists

https://pithlessly.github.io/1ml-intro
1•fanf2•20m ago•0 comments

Dollar on track for steepest annual drop for almost a decade

https://www.ft.com/content/1712a946-5861-444e-9740-d488c865c5cf
2•mraniki•21m ago•0 comments

Invoices still arrive by email – so we built around that

https://www.indiehackers.com/post/invoices-still-arrive-by-email-so-we-built-around-that-EujwDCr8...
1•indudas•24m ago•0 comments

52 Things I Learned in 2025

https://probablyinteresting.substack.com/p/52-things-i-learned-in-2025
2•lordleft•25m ago•0 comments

Show HN: One Line Audiovisuals on the Browser

https://ibniz-live.vercel.app/
2•phantomshelby•26m ago•0 comments

MIT Battlecode (programming competition) starts in 1 week

https://battlecode.org/about.html
1•birdculture•29m ago•0 comments

2025 Was Another Exceptionally Hot Year

https://e360.yale.edu/digest/2025-second-hottest-year
2•Brajeshwar•29m ago•0 comments

Ask HN: What are some jobs you know software developers have transitioned to?

6•roschdal•29m ago•1 comments

Balsa "2001: A Space Odyssey" Model

https://www.engineersneedart.com/blog/orion2025/orion2025.html
2•Brajeshwar•30m ago•0 comments

Grateful in Dubai

https://rozumem.xyz/posts/10
3•rozumem•30m ago•1 comments

Love Algorithmically

https://www.profgalloway.com/love-algorithmically/
1•Brajeshwar•30m ago•0 comments