kwp-bio-research-instrument-data-to-allotrope

Convert laboratory instrument output files into Allotrope Simple Model JSON or CSV.

7|5|Updated May 7, 2026
One-click install
npx skills add https://github.com/14790897/MiQi --skill kwp-bio-research-instrument-data-to-allotrope
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: kwp-bio-research-instrument-data-to-allotrope
Source: https://github.com/14790897/MiQi/tree/main/miqi/skills/kwp/bio-research/instrument-data-to-allotrope
Command: npx skills add https://github.com/14790897/MiQi --skill kwp-bio-research-instrument-data-to-allotrope

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires allotropy, pandas, openpyxl, pdfplumber, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This skill solves the challenge of inconsistent laboratory data formats by converting proprietary instrument outputs into the standardized Allotrope Simple Model (ASM) format, ensuring data interoperability for LIMS and data lakes.

Core Features & Use Cases

  • Automated Conversion: Transforms raw instrument files (PDF, CSV, Excel, TXT) into structured ASM JSON or flattened 2D CSVs.
  • Data Engineering Support: Generates production-ready Python parser code for custom data pipelines.
  • Use Case: A scientist needs to upload cell counting data from a Vi-CELL BLU instrument into a LIMS system; this skill automatically parses the raw file, validates the schema, and provides the required JSON format.

Quick Start

Use the instrument data to allotrope skill to convert the attached instrument file into a standardized ASM JSON format.

Frequently Asked Questions about kwp-bio-research-instrument-data-to-allotrope

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert laboratory instrument output files into Allotrope Simple Model JSON?

To convert laboratory instrument output files into Allotrope Simple Model (ASM) JSON, you parse raw proprietary formats like PDF, CSV, and Excel using the allotropy library. This automated conversion ensures data interoperability for LIMS integration and downstream data analysis.

Can I parse spectrophotometer and plate reader data into a standardized format for LIMS?

Yes, you can parse spectrophotometer and plate reader data into a standardized format for LIMS. The conversion supports diverse instrument types and transforms raw files into structured ASM JSON or flattened 2D CSVs to ensure semantic structure and traceability.

What is the best way to standardize cell counter data from proprietary files?

The best way to standardize cell counter data from proprietary files is using automated conversion scripts. This process transforms raw instrument outputs into the Allotrope Simple Model format, validating the schema to provide the required structured JSON for LIMS systems.

Does the allotropy library support flattening raw instrument data into CSV?

Yes, the allotropy library supports flattening raw instrument data into CSV. It transforms proprietary laboratory instrument output files, including PDF and TXT formats, into flattened 2D CSVs or structured ASM JSON for data engineering pipelines.

Do I need Python parser code to generate custom data pipelines for bio-research instruments?

You need Python parser code to generate custom data pipelines for bio-research instruments. This skill provides production-ready parser code alongside the allotropy library to ensure semantic structure and traceability of calculated data during data standardization.