
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)
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| Installs | 819 |
|---|---|
| repo stars | ★ 32.7k |
| Last updated | August 3, 2026 |
| Repository | k-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
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
Cell Free Protein Expression Optimization
URL: https://cloud.ginkgo.bio/protocols/cell-free-protein-expression-optimization Status: Ginkgo Certified Price: $199/sample (default: $597 for 1 protein x 3 replicates = 3 samples) Turnaround: 6-11 days
Overview
Design of Experiment (DoE) approach to expressing protein targets in a proprietary reconstituted E. coli transcription-translation system. Each construct is evaluated in up to 24 reaction conditions per protein, including target-specific additives such as chaperones, disulfide-bond enhancers, and cofactors. Designed for difficult-to-express proteins including membrane proteins and targets with disulfide or cofactor requirements.
Input
- DNA sequence in
.fastaformat
Output
- Comparative Yield: Titer data mapped across all tested variables (lysates, temps, additives)
- Purity Profiling: Target protein vs. background impurities to find highest quality yield
- Optimal Conditions: Overlaid electropherograms pinpointing the exact formulation for a given sequence
Automated Workflow
Phase 1 - Reagent Prep
1. Retrieve plates from 4 deg C 2. Thaw at room temperature 3. PBS backfill
Phase 2 - CFPS Reaction Setup & Incubation
1. Retrieve plates from 4 deg C 2. Dispense lysate 3. QC plate read 4. Incubate (shaking or static, condition-dependent)
Phase 3 - Quantification Prep & Read
1. Dispense PBS 2. Unseal plate 3. LabChip quantification 4. Seal plate 5. Store at 4 deg C
Protocol Parameters
- Payloads & Reagents
- Bravo Stamp
- HiG Centrifuge
- Incubation & Storage
Optimization Variables
The DoE matrix can span up to 24 conditions per protein, varying:
- Lysate composition (different E. coli extract formulations)
- Temperature (incubation temperature profiles)
- Additives:
- Chaperones (for folding-challenged targets)
- Disulfide-bond enhancers (for targets requiring disulfide bridges)
- Cofactors (metal ions, coenzymes, prosthetic groups)
- Other target-specific supplements
Ordering
- Number of Proteins: configurable
- Number of Replicates: configurable
- File Upload: CSV, Excel, FASTA, TXT, PDF, ZIP
- Additional Details: free-text field for special requirements
Certification Milestones
- Dry Run Complete
- Wet Run Complete
- Biovalidation Complete
- App Note Complete
Use Cases
- Optimizing expression of difficult-to-express proteins
- Membrane protein expression screening
- Identifying optimal conditions for disulfide-bonded proteins
- Cofactor-dependent protein expression
- Systematic exploration of expression parameter space
- Finding the best formulation before scaling up production
Cell Free Protein Expression Validation
URL: https://cloud.ginkgo.bio/protocols/cell-free-protein-expression-validation Status: Ginkgo Certified Price: $39/sample (default: $936 for 8 proteins x 3 replicates = 24 samples) Turnaround: 5-10 days
Overview
Fastest path from a protein sequence to a quantitative go/no-go readout on expression. Uses a proprietary reconstituted E. coli transcription-translation (cell-free protein synthesis, CFPS) system. Reactions complete in 4-16 hours. Designed for early-stage screening, novel construct evaluation, and rapid triage of candidate sequences before committing resources to downstream optimization or purification.
Input
- DNA sequence in
.fastaformat - Sequences up to 1800 bp supported
Output
- Expression Confirmation: Verification of target protein at expected molecular weight
- Baseline Titer: Initial quantitative yield measurement (mg/L)
- Initial Purity: Percentage of target protein vs. impurities, delivered with virtual gel images
Automated Workflow
Phase 1 - CFPS Reaction Setup & Incubation
1. Retrieve plates 2. Stamp DNA templates 3. Seal plate 4. Incubate shaking at 30 deg C
Phase 2 - Quantification Prep
1. Dispense PBS diluent 2. Seal plate 3. Store at 4 deg C
Phase 3 - LabChip Quantification
1. Unseal plate 2. LabChip quantification 3. Seal plate 4. Store at 4 deg C
Protocol Parameters
- Payloads & Reagents
- Bravo Stamp
- HiG Centrifuge
- Incubation & Storage
Ordering
- Number of Proteins: configurable
- Number of Replicates: configurable
- File Upload: CSV, Excel, FASTA, TXT, PDF, ZIP
- Additional Details: free-text field for special requirements
Certification Milestones
- Dry Run Complete
- Wet Run Complete
- Biovalidation Complete
- App Note Complete
Use Cases
- Screening candidate protein sequences for expressibility
- Go/no-go decisions before investing in optimization
- Evaluating novel constructs in a cell-free system
- Comparing expression levels across sequence variants
Fluorescent Pixel Art Generation
URL: https://cloud.ginkgo.bio/protocols/fluorescent-pixel-art-generation Status: Beta Price: $25/plate Turnaround: 5-7 days
Overview
Transforms a digital image into a living, fluorescent bacterial artwork printed on an agar omni-tray. Customers submit a pixel art design and colors are mapped to distinct fluorescent E. coli strains. Overnight cultures are prepared from frozen glycerol stocks, diluted, and dispensed onto selective LB-chloramphenicol agar plates via Echo acoustic liquid handling at 50 nL per spot. Plates are incubated at 30 deg C for 16 hours, followed by 4 deg C for 12 hours to stabilize colony morphology and fluorescence. High-resolution photographs are captured under UV illumination and delivered digitally.
Input
- Image file:
.pngor.svgformat - Resolution: 48x48 to 96x96 pixels
- Color mapping: Match image colors to the fluorescent strain palette
- Orientation: Confirm plate orientation and multi-plate designs (identical vs. distinct)
Available Fluorescent E. coli Strains (11 colors)
| Strain/Protein | Color |
|---|---|
| sfGFP | Green |
| mRFP | Red |
| mKO2 | Orange |
| Venus | Yellow |
| Azurite | Blue |
| mClover3 | Bright Green |
| mJuniper | Dark Green |
| mTurquoise2 | Cyan |
| Electra2 | Electric Blue |
| mWasabi | Light Green |
| mScarlet-I | Scarlet |
Output
- Digital delivery: High-resolution UV images in TIFF/JPEG format
- Optional add-ons: Framed archival prints
Automated Workflow
Phase 1 - Source Plate Preparation
1. Shake source plate 2. Centrifuge source plate 3. Peel source plate seal
Phase 2 - Acoustic Dispensing (per destination plate)
1. Peel destination seal 2. Echo hit-pick dispensing (50 nL per spot) 3. Seal destination plate 4. Shake destination plate 5. Centrifuge destination 6. Store destination at 30 deg C (16 hr incubation)
Phase 3 - Source Storage
1. Seal source plate 2. Store source plate
Post-Processing
1. Transfer to 4 deg C for 12 hours (fluorescence stabilization) 2. UV illumination photography 3. Image processing and delivery
Ordering
- Number of Plates: configurable
- File Upload: CSV, Excel, FASTA, TXT, PDF, ZIP, PNG, JPG, GIF, SVG, WEBP
- Additional Details: free-text field for special requirements
Certification Milestones
- Dry Run Complete
- Wet Run Complete
- Biovalidation Complete
- App Note Complete
Use Cases
- Educational outreach and demonstrations
- Unique scientific art and gifts
- Conference displays and promotional materials
- Lab team celebrations
- Visualizing biological art concepts
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.