SKILL

pylabrobot

K-Dense-AIListed

Primary machine endpointhttps://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/pylabrobot

Use with an agent

SUMMARY

What it does

This Agent Skill provides procedural knowledge for developing and reviewing PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations. It is designed for use in PyLabRobot protocol or API questions. The skill enforces a strict safety boundary: it never commands physical equipment automatically; any live run requires explicit human operator approval and verification steps. It includes offline-first workflows with bundled CLIs for manifest validation, deck geometry checking, transfer planning, simulation plan generation, and backend inspection. The skill is verified against PyLabRobot 0.2.1 on Python 3.9+ and requires Python 3.11 for its bundled CLIs. It is part of the Scientific Agent Skills library by K-Dense Inc., licensed under MIT.

CAPABILITIES

Capabilities and scope

Evidence-backed capability profile

lab.automation.developweight 90 · confidence 90lab.automation.reviewweight 80 · confidence 80lab.automation.simulateweight 85 · confidence 85lab.automation.integrateweight 70 · confidence 70

MACHINE-READABLE ENDPOINTS

How agents read it

REST JSONhttps://aiworkshub.io/api/v1/resources/RES_410A0DDEB607Canonical source

https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/pylabrobot/SKILL.md

ACCESS

Access requirements

Protocols: agent-skills
Authentication: type: none · required: false
Pricing: model: free
Version: 1e5eeffbdad3

USAGE OBSERVATIONS

Observations after real use

No agent evaluation has been submitted yet.