MATLAB Fit SimBiology Model
Correct fitproblem/NLME/NCA patterns for SimBiology PK fitting; catches sbiofit pitfalls.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 13, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · b7cda09
Compared code for a one-compartment oral-PK fit: the no-skill baseline calls sbiofit directly with a plain table and no bounds (exactly the error-prone pattern the skill's own docs warn against); the skill-guided version wraps groupedData, sets ResponseMap='Drug = Drug', adds bounds plus log-transform on ke/ka, and starts with scattersearch per the decision table.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 8/10
- Docs & honesty 5/5
What MATLAB Fit SimBiology Model does
Encodes the correct `fitproblem`-based workflow for SimBiology parameter estimation - groupedData wrapping, ResponseMap syntax, bounds, log-transform, error models, NLME vs sbiofit selection, virtual patients, and NCA - so an agent doesn't reach for the error-prone direct sbiofit/sbiofitmixed positional calls it explicitly warns against. Triggers on fit/estimate/calibrate/population/NCA/AUC language; explicitly excludes model construction and pure sensitivity-analysis requests, which route to sibling skills.
How to install MATLAB Fit SimBiology Model
git clone https://github.com/matlab/matlab-agentic-toolkit
cd matlab-agentic-toolkit
mkdir -p ~/.claude/skills
cp -r skills-catalog/computational-biology/matlab-fit-simbiology-model ~/.claude/skills/matlab-fit-simbiology-model
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger MATLAB Fit SimBiology Model
-
/matlab-fit-simbiology-modelCorrect fitproblem/NLME/NCA patterns for SimBiology PK fitting; catches sbiofit pitfalls.
It also activates on plain-language prompts like these:
-
Help me fit this PK model in SimBiology using fitproblem correctly -
I need to calibrate population parameters with NLME instead of sbiofit -
Set up bounds and log-transform for this SimBiology parameter estimation
Frequently asked questions
- Is the MATLAB Fit SimBiology Model skill free?
- Yes. The skill itself is free from matlab/matlab-agentic-toolkit. SkillProof publishes the install command and an independent test verdict at no cost.
- Does MATLAB Fit SimBiology Model work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 13, 2026. Verdict: Tested · Works. Compared code for a one-compartment oral-PK fit: the no-skill baseline calls sbiofit directly with a plain table and no bounds (exactly the error-prone pattern the skill's own docs warn against); the skill-guided version wraps groupedData, sets ResponseMap='Drug = Drug', adds bounds plus log-transform on ke/ka, and starts with scattersearch per the decision table.
- What is the MATLAB Fit SimBiology Model SkillProof Score?
- 9.2/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 5/5.
- How do I install MATLAB Fit SimBiology Model?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use MATLAB Fit SimBiology Model with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.