bayesian-optimizer
The Bayesian Optimizer allows agents to efficiently explore a parameter space to maximize a target metric (yield, purity, binding affinity) with minimal experiments. It uses Gaussian Processes to model uncertainty and the Upper Confidence Bound (UCB) acquisition function.
Install / Use
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bayesian-optimizerInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Tags
Our assessment of bayesian-optimizer
bayesian-optimizer scores 86/100 on our quality scale, 1261st of 1,987 Automation skills we index.
We have not analysed the SKILL.md file itself yet, so the content part of this score is an estimate until our crawler reaches it.
With 3,034 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated about 2 months ago, so bayesian-optimizer is actively maintained.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 88/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
bayesian-optimizer compared with similar skills
All 4 of these similar skills score higher than bayesian-optimizer; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| bayesian-optimizer (this skill)by FreedomIntelligence | 86 | 3.0k | 2mo ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 85.9k | 12d ago | CLAUDE.md |
| rufloby ruvnet | 100 | 73.4k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 84.1k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 5d ago | SKILL.md |
Frequently asked questions
- How do I install bayesian-optimizer?
- Run
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bayesian-optimizer. The install tabs above show the steps for each supported agent. - Which AI agents does bayesian-optimizer work with?
- It is written for Zed, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is bayesian-optimizer safe to use?
- It declares no license and scores 88/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is bayesian-optimizer still maintained?
- The repository was last updated about 2 months ago, so bayesian-optimizer is actively maintained.
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.