Recently, the number of skills I’ve installed locally has been growing out of control, leading to a bunch of annoying issues:
Multiple copies of the same skill cluttering up my directories
Poorly written metadata that causes skills to fail to trigger when they should
Mismatches between skill documentation and the actual implementation
High-risk skills lacking clear guardrails
So I built skill-optimizer — essentially a "health check" tool for your skills.
It analyzes your current conversation context and local skill directory, then generates a comprehensive report covering:
Duplicate/overlapping skills
Weak or incomplete metadata
Broken references and outdated structures
Potential risk points
Actionable optimization strategies
After working through it step by step, everything’s finally organized — what a relief!
Open-sourced here: https://github.com/zhangchenchen/skills_optimizer
I’ve recently been working on automating website creation with Clawdbot. Initially, I wasn’t sure about its capabilities, but as I increased its permissions, I realized it could handle more complex tasks, including managing data, hosting websites, and even creating workflows with various skills.
The most interesting part was setting up the environment to work autonomously, where it began registering domain names, setting up websites, and implementing all sorts of automations. While the tool has been helpful, I am concerned about security, particularly with the risk of vulnerabilities if permissions are too loose.
I’ve built out a basic setup and am continuing to refine it. Here’s the website I’ve worked on using the seedance2 API: seedance2api.org
. It would be great to hear feedback from others on their experiences with similar automation systems
I just build a free tool to transform any Photos into AI Miniatur Figures base on google's nano banana. It is totally free and no signup needed. reply is any feedback, thanks!
Just tried DreamActor-M1 demo—this might be the first AI model that made me say "holy shit" aloud. Unlike static image generators, it creates physics-aware dynamic characters that move, emote, and interact with environments while maintaining artistic style consistency.