opentrons-integration SKILL.md skillA

opentrons-integration from jaechang-hits/sciagent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jaechang-hits/sciagent-skills/opentrons-integration@git:20260528.7303680

Pins git:20260528.7303680 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jaechang-hits/sciagent-skills
Path
legacy/opentrons-integration/SKILL.md
Versions recorded
1
Latest version
git:20260528.7303680, committed May 28, 2026
Size
17,797 bytes
Repository stars
381
License
a license file GitHub does not identify

Opentrons Protocol API v2 for OT-2/Flex: Python protocols for pipetting, serial dilutions, PCR, plate replication; control thermocycler, heater-shaker, magnetic, temperature modules. Use pylabrobot for multi-vendor.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Opentrons Integration — Lab Automation

## Overview

Opentrons provides a Python-based Protocol API (v2) for programming OT-2 and Flex liquid handling robots. Protocols are structured Python files with metadata and a `run()` function that controls pipettes, labware, and hardware modules. All protocols can be simulated locally before running on physical hardware.

## When to Use

- Automating liquid handling workflows (pipetting, mixing, distributing)
- Writing PCR setup protocols with thermocycler control
- Performing serial dilutions across plates
- Replicating plates or reformatting between plate types
- Controlling hardware modules (temperature, magnetic, heater-shaker, thermocycler)
- Setting up multi-channel pipetting for 96-well plate operations
- Simulating protocols before running on the robot
- For **multi-vendor automation** (Hamilton, Beckman, etc.), use pylabrobot instead
- For **flow cytometry analysis** of automated experiment results, use flowio/flowkit

## Prerequisites

```bash
pip install opentrons
# Simulate protocols locally (no robot needed)
opentrons_simulate my_protocol.py
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaechang-hits/sciagent-skills/opentrons-integration@sha256:c47a2ccc5236c300

The line at the top of this page pins the label git:20260528.7303680, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pu5ogfyszsioey4l.svg)](https://markdownregistry.com/a/art_pu5ogfyszsioey4l)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 28, 2026.

versioncommittedcommitsizeaudit
git:20260528.7303680 latest2026-05-28 7303680 17,797 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (17797 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

jaechang-hits/sciagent-skills · 381 stars · license a license file GitHub does not identify · pushed 2026-10-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pu5ogfyszsioey4l
GET https://markdownregistry.com/api/v1/resolve?ref=jaechang-hits/sciagent-skills/opentrons-integration
GET https://markdownregistry.com/api/v1/blob/c47a2ccc5236c300bc54bcdcc6f19ff7c143d2f57cdd75d89f54e0d22c5696f4

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from jaechang-hits/sciagent-skills

sciagent-skill-creator SKILL.md skill
jaechang-hits/sciagent-skills · .claude/skills/sciagent-skill-creator/SKILL.md · Scaffold a new SciAgent-Skills entry. Picks pipeline/toolkit/database/guide template, creates…
git:20260724.bf9634e · audit A · 381 stars
AGENTS.md AGENTS.md file
jaechang-hits/sciagent-skills · AGENTS.md
git:20260929.35fe6e3 · audit A · 381 stars
CLAUDE.md CLAUDE.md file
jaechang-hits/sciagent-skills · CLAUDE.md
git:20260724.bf9634e · audit B · 381 stars
AGENTS.md@integration-templates AGENTS.md file
jaechang-hits/sciagent-skills · integration-templates/AGENTS.md
git:20260417.ab7289e · audit A · 381 stars
plotly-interactive-visualization SKILL.md skill
jaechang-hits/sciagent-skills · legacy/plotly-interactive-visualization/SKILL.md · Interactive visualization with Plotly. 40+ chart types (scatter, line, heatmap, 3D, geographic) with hover, zoom, pan…
git:20260528.7303680 · audit A · 381 stars
seaborn-statistical-visualization SKILL.md skill
jaechang-hits/sciagent-skills · legacy/seaborn-statistical-visualization/SKILL.md · Statistical visualization on matplotlib + pandas. Distributions (histplot, kdeplot, violin, box), relational (scatter…
git:20260528.7303680 · audit A · 381 stars
single-cell-annotation SKILL.md skill
jaechang-hits/sciagent-skills · legacy/single-cell-annotation/SKILL.md · Best practices for single-cell RNA-seq cell type annotation including marker-based, reference-based, and automated…
git:20260528.7303680 · audit A · 381 stars
pymc-bayesian-modeling SKILL.md skill
jaechang-hits/sciagent-skills · skills/biostatistics/pymc-bayesian-modeling/SKILL.md · Bayesian modeling with PyMC 5: priors, likelihood, NUTS/ADVI sampling, diagnostics (R-hat, ESS), LOO/WAIC comparison…
git:20260428.81ea2d2 · audit A · 381 stars
scikit-survival-analysis SKILL.md skill
jaechang-hits/sciagent-skills · skills/biostatistics/scikit-survival-analysis/SKILL.md · Time-to-event modeling with scikit-survival: Cox PH (elastic net), Random Survival Forests, Boosting, SVMs for censored…
git:20260929.7a7d60f · audit A · 381 stars
statistical-analysis SKILL.md skill
jaechang-hits/sciagent-skills · skills/biostatistics/statistical-analysis/SKILL.md · Guided statistical analysis: test choice, assumption checks, effect sizes, power, APA reporting. Pick tests, verify…
git:20260428.81ea2d2 · audit A · 381 stars
statsmodels-statistical-modeling SKILL.md skill
jaechang-hits/sciagent-skills · skills/biostatistics/statsmodels-statistical-modeling/SKILL.md · Python statistical modeling: regression (OLS, WLS, GLM), discrete (Logit, Poisson, NegBin), time series (ARIMA…
git:20260428.81ea2d2 · audit A · 381 stars
cellpose-cell-segmentation SKILL.md skill
jaechang-hits/sciagent-skills · skills/cell-biology/cellpose-cell-segmentation/SKILL.md · DL cell/nucleus segmentation for fluorescence and brightfield microscopy. Pre-trained models (cyto3, nuclei, tissuenet)…
git:20260428.81ea2d2 · audit A · 381 stars

Every file in jaechang-hits/sciagent-skills

Other files named opentrons-integration

opentrons-integration SKILL.md skill
k-dense-ai/scientific-agent-skills · skills/opentrons-integration/SKILL.md · Authors, reviews, migrates, simulates, and troubleshoots official Opentrons Python Protocol API v2 protocols for Flex…
v2.3 · audit A · 53,159 stars

Browse by kind, by grade A, or by owner.