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arbor

Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper.

Install / Use

npx skills add K-Dense-AI/scientific-agent-skills --skill arbor

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

89/100

Category

Automation

Supported Platforms

Universal

Tags

Our assessment of arbor

arbor scores 89/100 on our quality scale, 203rd of 1,003 Automation skills we index (top 21%).

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 46,441 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Maintenance, license and trust

  • The repository was last updated 3 days ago, so arbor is actively maintained.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

arbor compared with similar skills

All 4 of these similar skills score higher than arbor; compare them before choosing.

SkillScoreStarsUpdatedFormat
arbor (this skill)by K-Dense-AI8946.4k3d agoSKILL.md
Agent-Reachby Panniantong10085.3k9d agoCLAUDE.md
rufloby ruvnet10073.2ktodayCLAUDE.md
Scraplingby D4Vinci10083.4ktodayMCP Server
algorithmic-artby anthropics100177.9k2d agoSKILL.md

Frequently asked questions

How do I install arbor?
Run npx skills add K-Dense-AI/scientific-agent-skills --skill arbor. The install tabs above show the steps for each supported agent.
Which AI agents does arbor work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is arbor safe to use?
It is MIT-licensed and scores 100/100 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 arbor still maintained?
The repository was last updated 3 days ago, so arbor is actively maintained.

Related Skills

View on GitHub
GitHub Stars46.4k
CategoryAutomation
Updated3d ago
Forks4.2k

Languages

Python

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions