From agent-almanac
Develops gas chromatography (GC) methods from scratch: defines objectives, selects column chemistry, optimizes temperature programming, chooses carrier gas/detector, validates performance for analytes in matrices.
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Teaches first-principles reasoning for organic chemistry problems: predict reaction products, interpret spectra, analyze stereochemistry, perform calculations. Useful for mechanisms, spectra, formulas.
Provides patterns for laboratory automation including liquid handling robotics (Opentrons), LIMS integration, protocol development, quality control, and high-throughput workflows. Grounds responses in domain references.
Share bugs, ideas, or general feedback.
Systematic development of a gas chromatography method covering column selection, temperature program optimization, carrier gas and detector choice, and initial performance verification for volatile and semi-volatile analytes.
Expected: A written specification listing analytes, matrix, detection limits, resolution requirements, and any regulatory or throughput constraints.
On failure: If analyte volatility data is unavailable, estimate boiling points from structural analogs or use a scouting run on a mid-polarity column to establish elution order.
Choose column dimensions and stationary phase based on analyte polarity and separation difficulty.
| Column Type | Stationary Phase | Polarity | Typical Use Cases |
|---|---|---|---|
| DB-1 / HP-1 | 100% dimethylpolysiloxane | Non-polar | Hydrocarbons, solvents, general screening |
| DB-5 / HP-5 | 5% phenyl-methylpolysiloxane | Low polarity | Semi-volatiles, EPA 8270, drugs of abuse |
| DB-1701 | 14% cyanopropylphenyl | Mid polarity | Pesticides, herbicides |
| DB-WAX / HP-INNOWax | Polyethylene glycol | Polar | Alcohols, fatty acids, flavors, essential oils |
| DB-624 | 6% cyanopropylphenyl | Mid polarity | Volatile organics, EPA 624/8260 |
| DB-FFAP | Modified PEG (nitroterephthalic acid) | Highly polar | Organic acids, free fatty acids |
| DB-35 | 35% phenyl-methylpolysiloxane | Mid-low polarity | Polychlorinated biphenyls, confirmatory column |
Expected: A column specification (phase, length, ID, film thickness) justified by analyte properties and separation requirements.
On failure: If no single column resolves all critical pairs, plan a confirmation column with orthogonal selectivity (e.g., DB-1 primary, DB-WAX confirmatory).
Expected: A temperature program (initial temp, hold, ramp rate(s), final temp, final hold) that separates all target analytes within the acceptable run time.
On failure: If critical pairs remain unresolved after ramp optimization, revisit column selection (Step 2) or consider a multi-ramp program with slower rates in the problem region.
| Property | Helium (He) | Hydrogen (H2) | Nitrogen (N2) |
|---|---|---|---|
| Optimal linear velocity | 20-40 cm/s | 30-60 cm/s | 10-20 cm/s |
| Efficiency at high flow | Good | Best (flat van Deemter) | Poor |
| Speed advantage | Baseline | 1.5-2x faster than He | Slowest |
| Safety | Inert | Flammable (needs leak detection) | Inert |
| Cost / availability | Expensive, supply concerns | Low cost, generator option | Very low cost |
| Detector compatibility | All detectors | Not with ECD; caution with some MS | All detectors |
Expected: Carrier gas selected with flow rate set to optimal linear velocity, verified by unretained peak measurement.
On failure: If efficiency is lower than expected at the set flow, generate a van Deemter curve (plate height vs. linear velocity) using 5-7 flow rates to find the true optimum.
| Detector | Selectivity | Sensitivity (approx.) | Linear Range | Best For |
|---|---|---|---|---|
| FID | C-H bonds (universal organic) | Low pg C/s | 10^7 | Hydrocarbons, general organics, quantitation |
| TCD | Universal (all compounds) | Low ng | 10^5 | Permanent gases, bulk analysis |
| ECD | Electronegative groups (halogens, nitro) | Low fg (Cl compounds) | 10^4 | Pesticides, PCBs, halogenated solvents |
| NPD/FPD | N, P (NPD); S, P (FPD) | Low pg | 10^4-10^5 | Organophosphorus pesticides, sulfur compounds |
| MS (EI) | Structural identification | Low pg (scan), fg (SIM) | 10^5-10^6 | Unknowns, confirmation, trace analysis |
| MS/MS | Highest selectivity | fg range | 10^5 | Complex matrices, ultra-trace, forensic |
Expected: Detector selected and configured with appropriate temperatures and gas flows for the target analytes.
On failure: If detector sensitivity is insufficient at the required detection limits, consider concentrating the sample (larger injection volume, solvent evaporation) or switching to a more sensitive/selective detector.
Expected: System suitability criteria met for all analytes across replicate injections, with no carryover or matrix interferences at target retention windows.
On failure: If tailing is observed, check for active sites (re-condition column, trim 0.5 m from inlet end, replace liner). If RSD exceeds limits, investigate autosampler precision and injection technique. If resolution is insufficient, return to Step 3 to refine the temperature program.
develop-hplc-method -- liquid chromatography method development for non-volatile or thermally labile analytesinterpret-chromatogram -- reading and interpreting GC and HPLC chromatogramstroubleshoot-separation -- diagnosing and fixing peak shape, retention, and resolution problemsvalidate-analytical-method -- formal ICH Q2 validation of the developed GC method