Skills for Real Engineers. Straight from my .agents directory.
13c-metabolic-flux
Agent skill fromK-Dense-AI/scientific-agent-skills
Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom maps, mfapy isotope simulation, constrained multistart fitting, and flux-profile diagnostics. Use for 13C-MFA, carbon tracing, mass isotopomer distributions (MDVs/MIDs), positional isotopomers, parallel tracer experiments, and determining whether labeling data constrain a pathway flux. Distinguishes measured-label inference from COBRA flux balance analysis and flags experiments requiring nonstationary MFA.
How to install 13c-metabolic-flux
npx skills add K-Dense-AI/scientific-agent-skills# or add only this skill to Claude Code: copy the folder
skills/13c-metabolic-flux/
# into
~/.claude/skills/13c-metabolic-flux/ (all projects)
.claude/skills/13c-metabolic-flux/ (one project)
1# Carbon-13 metabolic flux inference23Turn reviewed carbon maps, explicit tracer mixtures, and corrected labeling measurements4into feasible flux estimates and evidence about which fluxes the experiment constrains.5Use the bundled solver rather than reconstructing isotope balances or fitting each6reaction independently. It runs mfapy's EMU forward simulator and fits fluxes in the7mass-balanced feasible space with SciPy. It does not use an FBA objective.89## Scope and required evidence1011This implementation supports **metabolic and isotopic steady state**, a single shared12flux state across one or more tracer experiments, nonnegative one-way reaction fluxes,13and carbon-subset mass distributions. Reversible reactions are two separately mapped14directions. Measurement error is Gaussian with a supplied covariance or a disclosed15diagonal approximation.1617Before fitting, obtain:1819- The carbon network and the source of each atom assignment. Stoichiometry alone does20 not specify where labeled atoms go. Record compartments as separate metabolite IDs.21- Evidence for both steady-state assumptions. Stable metabolite abundance does not22 establish isotopic steady state. Time-course labeling requires INST-MFA with pool23 sizes and initial labeling; do not average it into this solver.24- Every carbon input's positional isotopomer distribution, including unlabeled25 supplements, bicarbonate/CO2 when assimilated, and tracer impurity.26…
Excerpt shown under the repository's MIT license.
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