From grimoire
Calculates serial dilutions, cell plating density, CFU from colony counts, and drug concentration gradients for cell culture experiments.
How this skill is triggered — by the user, by Claude, or both
Slash command
/grimoire:calculate-cell-culture-dilutionThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Perform serial dilutions, calculate plating densities, determine CFU/mL from colony counts, and prepare concentration gradients accurately to produce reliable, reproducible cell culture experiments.
Perform serial dilutions, calculate plating densities, determine CFU/mL from colony counts, and prepare concentration gradients accurately to produce reliable, reproducible cell culture experiments.
Adopted by: ATCC, DSMZ, and every quality-certified cell culture laboratory use standardized dilution and plating calculations as GLP requirements. Pharmaceutical companies conducting cell-based assays use validated dilution schemes per ICH Q2(R1) analytical validation guidelines. Impact: Cell density at plating is the single most important variable controlling proliferation rate, morphology, and metabolic state in culture experiments. Freshney (2016) shows that cells seeded too densely undergo contact inhibition and differentiation; too sparsely, cells fail to condition the medium and may not proliferate. Serial dilution errors compound multiplicatively — a 2× error at step 1 of a 5-step dilution series produces a 32× final error. Systematic calculation eliminates these errors.
Use a hemocytometer (manual) or automated counter (Countess, Vi-CELL):
Cells/mL = (total cells counted / number of squares) × 10,000 × dilution factor
Proceed only if viability ≥ 80%.
To reach a target concentration from a stock:
C1 × V1 = C2 × V2
Example: dilute 2 × 10⁶ cells/mL stock to seed at 1 × 10⁵ cells/mL in 5 mL total:
V1 = (1 × 10⁵ × 5) / (2 × 10⁶) = 0.25 mL stock + 4.75 mL medium
When dilution factor > 100, use serial dilutions:
Final dilution = product of all individual dilution factors
1:10 × 1:10 × 1:10 = 1:1000
For microbial or yeast cultures:
CFU/mL = (number of colonies × dilution factor) / volume plated (mL)
For dose-response assays:
After plating:
npx claudepluginhub jeffreytse/grimoire --plugin grimoireSolves quantitative biophysics problems: pharmacokinetics (volume of distribution, clearance, half-life), epidemiology (R₀, attack rate), toxicology (LD₅₀, NOAEL), population genetics (Hardy-Weinberg, Fst), enzyme kinetics (Michaelis-Menten), thermodynamics, and dose calculations.
Calculates molarity, molality, mass percent, dilutions, and unit conversions for accurate solution preparation in chemistry and biochemistry.
Submit protocols on Ginkgo Bioworks Cloud Lab for cell-free protein expression and fluorescent pixel art. Includes ordering workflow and custom protocol feasibility via EstiMate AI.