Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/matlab/matlab-agentic-toolkit/matlab-classify-tabular-datanpx skills add matlab/matlab-agentic-toolkit --skill matlab-classify-tabular-datagit clone --depth 1 https://github.com/matlab/matlab-agentic-toolkitWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00165 | $0.09141 |
| Opus 5 | $0.00082 | $0.04570 |
| Sonnet 5 | $0.00033 | $0.01828 |
| Haiku 4.5 | $0.00016 | $0.00914 |
Grade A, and why
matlab-classify-tabular-data scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
43 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- manifest.yaml 524 B
- references/dataprep.md 7.5 KB
- references/hpo.md 12 KB
- references/README.md 3.1 KB
- references/save-and-export.md 7.0 KB
- references/select-classifiers-imbalanced.md 3.0 KB
- references/select-classifiers.md 9.4 KB
- scripts/helpers/aggregate_nested_cv_loss.m 470 B
- scripts/helpers/apply_preproc.m 4.1 KB
- scripts/helpers/build_model_definitions.m 17 KB
- scripts/helpers/compute_data_flags.m 2.8 KB
- scripts/helpers/compute_pairwise_pvalues_cv.m 623 B
- scripts/helpers/compute_pairwise_pvalues_holdout.m 556 B
- scripts/helpers/count_categorical_levels.p 376 B
- scripts/helpers/export_workflow_script.m 15 KB
- scripts/helpers/find_zero_variance_columns.m 810 B
- scripts/helpers/is_bag_of_tokens.m 181 B
- scripts/helpers/make_holdout_split.m 387 B
- scripts/helpers/plot_accuracy_bars.m 994 B
- scripts/helpers/plot_boosting_curve.m 1.2 KB
- scripts/helpers/plot_pvalue_heatmap.m 465 B
- scripts/helpers/plot_training_time.m 797 B
- scripts/helpers/resolve_recipe.m 1.1 KB
- scripts/helpers/resume_boosting_cv.m 543 B
- scripts/helpers/resume_boosting_holdout.m 448 B
- scripts/helpers/retrain_with_hpo.m 2.7 KB
- scripts/helpers/retrain_with_resume.m 2.5 KB
- scripts/helpers/sanitize_model_name.m 799 B
- scripts/helpers/save_selected_models.m 4.0 KB
- scripts/helpers/score_holdout_test.m 278 B
- scripts/helpers/stratified_subsample.p 367 B
- scripts/helpers/train_and_score_cv.m 405 B
- scripts/helpers/train_and_score_holdout.m 1.1 KB
- scripts/model_catalog/branch_categorical.m 4.2 KB
- scripts/model_catalog/branch_many_missing.m 3.1 KB
- scripts/model_catalog/branch_regular.m 4.1 KB
- scripts/model_catalog/branch_sparse.m 1.3 KB
- scripts/model_catalog/branch_wide.m 2.0 KB
- scripts/model_catalog/classifier_branches.m 2.2 KB
- scripts/model_catalog/classifier_thresholds.m 2.2 KB
- scripts/model_catalog/imbalanced_boosting.m 3.0 KB
- scripts/model_catalog/model_recipe.m 3.5 KB
- scripts/README.md 2.3 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 487 lines · 165 tokens per session scan A 9643ab8e4600
matlab-classify-tabular-data is a skill published in the GitHub repository matlab/matlab-agentic-toolkit (997 stars, last pushed 6d ago), with no licence file. It adds 165 tokens to every session and 9,141 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
simulink-streaming-dsp
Building or editing Simulink (.slx) models that stream signals in frames using DSP System Toolbox — audio, vibration, radar, comms. Use when the prompt names a Simulink block (Discrete FIR Filter, Buffer, Unbuffer, Rate Transition, Downsample, Upsample, Sample-Rate Converter, FIR Decimation, Time Scope, Spectrum…
create-sdi-run
Import data into the Simulation Data Inspector (SDI) from MAT, CSV, or Excel files, from workspace variables, or from a Simulink simulation. Use when the user wants to view a logged file in SDI, load a bench-test log, or verify what a just-completed Simulink.sdi.createRun or sim(model) produced. Covers the 'file'…
simulink-frequency-response
Estimate frequency response from Simulink models using frestimate. Use when frequency response should be obtained from simulation rather than model linearization.
author-modeladvisor-checks
Author or upgrade Model Advisor checks for Simulink and System Composer models. Covers the full lifecycle: guideline authoring, check specification, Model Advisor check implementation, and qualification testing. Use when creating new checks (edit-time, standard batch, config-parameter, auto-fix), converting legacy…
checking-model-compliance
Use this skill when the user asks to check Simulink model compliance against a standard (MISRA, MAB, JMAAB, ISO, DO, IEC, EN, CERT C/CWE, AUTOSAR, Simulink Code Inspector (SLCI)), wants to run Model Advisor checks, or needs a compliance report with fix suggestions. For JMAAB/MAB, supplement deterministic checks with…
building-simulink-models
Builds and edits Simulink, System Composer, Stateflow, and Simscape models. Use when modifying model structure, parameters, ports, connections, or Stateflow chart internals.