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Ginkgo Cloud Lab

  • 819 installs
  • 32.7k repo stars
  • Updated August 3, 2026
  • k-dense-ai/scientific-agent-skills

ginkgo-cloud-lab is an agent skill that submits biological protocols and manages experiments on Ginkgo Bioworks Cloud Lab for developers and researchers who need remote autonomous lab execution through cloud.ginkgo.bio.

About

ginkgo-cloud-lab is a scientific agent skill (version 1.0) for submitting and managing protocols on Ginkgo Bioworks Cloud Lab at cloud.ginkgo.bio. The platform executes protocols on Reconfigurable Automation Carts (RACs) in Ginkgo's autonomous lab infrastructure. Developers and researchers use the skill for cell-free protein expression validation or optimization, fluorescent pixel art generation, and end-to-end ordering workflows including protocol selection, input preparation, pricing review, and submission. Reach for ginkgo-cloud-lab when an agent must interact with Ginkgo Cloud Lab services instead of manual web portal steps, especially for repeatable biological protocol runs requiring remote hardware.

  • Submit cell-free protein expression validation protocols with FASTA sequences
  • Interact with EstiMate AI for feasibility assessment and pricing of custom lab workflows
  • Manage ordering, pricing, and status tracking for autonomous lab runs on Reconfigurable Automation Carts
  • Generate fluorescent pixel art and run optimization experiments via remote RAC hardware
  • Covers full protocol selection through execution workflow with 70+ integrated lab instruments

Ginkgo Cloud Lab by the numbers

  • 819 all-time installs (skills.sh)
  • +37 installs in the week ending Jul 29, 2026 (Skillselion tracking)
  • Ranked #1,311 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/k-dense-ai/scientific-agent-skills --skill ginkgo-cloud-lab

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Listed on Skillselion
Installs819
repo stars32.7k
Last updatedAugust 3, 2026
Repositoryk-dense-ai/scientific-agent-skills

How do you submit protocols to Ginkgo Cloud Lab remotely?

Submit biological protocols and manage experiments on Ginkgo Bioworks Cloud Lab using an AI agent.

Who is it for?

Developers and computational biologists automating Ginkgo Cloud Lab protocol submission for cell-free expression or pixel-art experiments.

Skip if: Teams without Ginkgo Cloud Lab access or projects unrelated to remote autonomous lab protocol execution.

When should I use this skill?

The user wants to run cell-free protein expression, fluorescent pixel art, or manage protocols on Ginkgo Cloud Lab through an agent.

What you get

Submitted lab protocols, prepared experiment inputs, pricing quotes, and RAC execution orders on cloud.ginkgo.bio.

  • Submitted lab protocol
  • Experiment order confirmation
  • Pricing and input preparation summary

By the numbers

  • Skill metadata version 1.0
  • Executes protocols on Reconfigurable Automation Carts (RACs)

Files

SKILL.mdMarkdownGitHub ↗

Ginkgo Cloud Lab

Overview

Ginkgo Cloud Lab (https://cloud.ginkgo.bio) provides remote access to Ginkgo Bioworks' autonomous lab infrastructure. Protocols are executed on Reconfigurable Automation Carts (RACs) -- modular units with robotic arms, maglev sample transport, and industrial-grade software spanning 70+ instruments.

The platform also includes EstiMate, an AI agent that accepts human-language protocol descriptions and returns feasibility assessments and pricing for custom workflows beyond the listed protocols.

Available Protocols

1. Cell Free Protein Expression Validation

Rapid go/no-go expression screening using reconstituted E. coli CFPS. Submit a FASTA sequence (up to 1800 bp) and receive expression confirmation, baseline titer (mg/L), and initial purity with virtual gel images.

  • Price: $39/sample | Turnaround: 5-10 days | Status: Certified
  • Details: See references/cell-free-protein-expression-validation.md

2. Cell Free Protein Expression Optimization

DoE-based optimization across up to 24 conditions per protein (lysates, temperatures, chaperones, disulfide enhancers, cofactors). Designed for difficult-to-express and membrane proteins.

  • Price: $199/sample | Turnaround: 6-11 days | Status: Certified
  • Details: See references/cell-free-protein-expression-optimization.md

3. Fluorescent Pixel Art Generation

Transform a pixel art image (48x48 to 96x96 px, PNG/SVG) into fluorescent bacterial artwork using up to 11 E. coli strains via acoustic dispensing. Delivered as high-res UV photographs.

  • Price: $25/plate | Turnaround: 5-7 days | Status: Beta
  • Details: See references/fluorescent-pixel-art-generation.md

General Ordering Workflow

1. Select a protocol at https://cloud.ginkgo.bio/protocols 2. Configure parameters (number of samples/proteins, replicates, plates) 3. Upload input files (FASTA for protein protocols, PNG/SVG for pixel art) 4. Add any special requirements in the Additional Details field 5. Submit and receive a feasibility report and price quote

For protocols not listed above, use the EstiMate chat to describe a custom protocol in plain language and receive compatibility assessment and pricing.

Authentication

Access Ginkgo Cloud Lab at https://cloud.ginkgo.bio. Account creation or institutional access may be required. Contact Ginkgo at cloud@ginkgo.bio for access questions.

Key Infrastructure

  • RACs (Reconfigurable Automation Carts): Modular robotic units with high-precision arms and maglev transport
  • Catalyst Software: Protocol orchestration, scheduling, parameterization, and real-time monitoring
  • 70+ integrated instruments: Sample prep, liquid handling, analytical readouts, storage, incubation
  • Nebula: Ginkgo's autonomous lab facility in Boston, MA

Related skills

How it compares

Use ginkgo-cloud-lab when experiments must run on Ginkgo RAC hardware; use local lab skills for bench protocols you execute in-house.

FAQ

What is Ginkgo Cloud Lab in ginkgo-cloud-lab?

Ginkgo Cloud Lab (cloud.ginkgo.bio) is Ginkgo Bioworks' web platform for remote autonomous lab execution on Reconfigurable Automation Carts. The ginkgo-cloud-lab skill automates protocol submission, input preparation, pricing, and ordering through an agent.

Which experiments does ginkgo-cloud-lab support?

ginkgo-cloud-lab supports cell-free protein expression validation and optimization plus fluorescent pixel art protocols. The skill guides protocol selection, input preparation, pricing review, and ordering on RAC hardware.

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