pylabrobot

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.

1.20x

Quality

67%

Does it follow best practices?

Impact

87%

1.20x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./scientific-skills/pylabrobot/SKILL.md

Evaluation results

88%

17%

Compound Distribution Protocol Validation

Simulation with volume and tip tracking

Criteria

Without context

With context

Simulation backend

50%

90%

Tip tracking enabled

100%

Volume tracking enabled

100%

Tracking before resources

100%

Initial well volumes

100%

87%

Rail-based deck assignment

100%

LiquidHandler instantiation

100%

Async/await usage

100%

Try/finally cleanup

80%

Setup before operations

100%

Well slice notation

100%

Transfer method

85%

Multi-Platform Serial Dilution Protocol

Backend-agnostic multi-platform protocol

Criteria

Without context

With context

Hamilton STAR backend

100%

Opentrons backend

100%

Simulation backend

100%

50%

ChatterboxBackend import path

Backend selection mechanism

100%

Backend-agnostic protocol core

100%

Deck layout saved to JSON

83%

100%

Descriptive resource names

100%

LiquidHandler(backend, deck) pattern

100%

Async/await and setup/stop

50%

100%

89%

27%

Enzyme Activity Assay Automation

Plate reader temperature and measurement workflow

Criteria

Without context

With context

PlateReader import

100%

CLARIOstarBackend import

20%

PlateReader instantiation

50%

62%

Temperature set early

100%

Absorbance reading

100%

Plate open/close

100%

Plate reader setup

100%

Plate reader stop in finally

25%

100%

Liquid handler stop in finally

25%

100%

Liquid handler setup

100%

Results saved to CSV

100%

Repository: K-Dense-AI/claude-scientific-skills
Commit: b58ad7e

Evaluated: 27 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Compound Distribution Protocol Validation Multi-Platform Serial Dilution Protocol Enzyme Activity Assay Automation

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